This discussion centred on access to information as a foundational principle of the information society, exploring how it can be measured, expanded, and made more equitable across different contexts .
The UNESCO moderator outlined the complexity of access to information, noting that it encompasses linguistic diversity, data governance, privacy, digital infrastructure, and normative instruments such as access to information laws . Dr Friederike von Franqué of Wikimedia Germany highlighted the threats posed by AI bots scraping open knowledge platforms, noting that Wikimedia projects face approximately 1.3 billion bot attacks per minute, consuming around 64% of their infrastructure costs . She also raised the issue of copyright restrictions, such as freedom of panorama limitations, as barriers to knowledge access, and proposed that literacy indices and accessibility data held in tools like Wikidata could serve as useful measurement instruments .
Ms Catherine Dixon of the InZone programme at the University of Geneva described providing higher education to refugees in camps, emphasising that tailored, contextualised content makes the most meaningful difference, and that standardised measurement approaches risk overlooking the value of localised knowledge . A librarian from Ghana drew attention to the often-neglected physical barriers to information access, including the absence of ramps, assistive devices, and audio-visual aids in libraries for people with disabilities . Speaker 1 raised concerns about the integrity of digital archives, warning that AI now makes it technically possible to alter historical records, with Ukraine cited as a country already experiencing this problem .
The journalist Boris Engelson offered a critical perspective, arguing that the real challenge today is not a shortage of information but an overwhelming surplus, and that meaningful access is governed more by search engines and AI interfaces than by traditional internet governance bodies . Ms Dixon further noted that automatic translation failures constitute a significant and underappreciated form of misinformation, citing an example in which a French speaker's remarks were rendered nonsensically in English .
Overall, the discussion concluded that measuring access to information requires moving beyond simply counting laws or connectivity metrics, towards indices that capture physical accessibility, linguistic diversity, content quality, and the capacity for critical thinking, with digital public goods and local knowledge playing a central role .
Overall Purpose
- The discussion was convened to examine how access to information is implemented across different contexts and, crucially, how to measure its effectiveness. Participants were invited to share practical experiences and suggest meaningful indicators or approaches that could inform future WSIS action line guidelines.
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Major Discussion Points
- Measuring access to information and the limitations of current metrics: The moderator raised the central challenge of how to quantify progress on access to information beyond simply counting access-to-information laws. Participants suggested broadening the measurement to include literacy indices, copyright frameworks, physical accessibility of libraries, and the availability of open educational resources.
- AI's dual role as both a threat and a potential tool for knowledge access: Multiple speakers highlighted the disruptive impact of AI bots scraping digital commons infrastructure - with Wikimedia reporting 1.3 billion bot attacks per minute and AI consuming 64% of their infrastructure costs. At the same time, participants acknowledged that well-structured AI tools, particularly symbolic AI and improved large language models, could assist with data collection, translation, and knowledge organisation, provided the underlying data is of high quality.
- The need for contextualised, localised knowledge and the tension with standardisation: Ms Catherine Dixon described how InZone's higher education programmes for refugees are most effective when course content is tailored to local conditions - for example, incorporating community-specific health concerns such as snake bite prevention. This raised a fundamental tension: standardisation is required for measurement and accreditation, yet it is precisely the un-standardised, locally relevant content that makes the most difference.
- Accessibility barriers for marginalised groups, including people with disabilities and refugees: Speaker 2 (Ali, a librarian from Ghana) drew attention to the physical and technological barriers preventing people with disabilities from accessing library resources - including the absence of ramps, lifts, assistive reading devices, and audio-visual aids for the hearing impaired. This was complemented by a discussion of disrupted educational pathways among refugees and the difficulty of recognising prior learning across different systems and languages.
- Information integrity, archive manipulation, and the quality of automatic translation: Speaker 1 raised serious concerns about the alteration of digital archives using AI, citing Ukraine as a country already experiencing politically motivated manipulation of historical records. Ms Dixon and Mr Boris Engelson further highlighted the dangers of poor automatic translation, arguing that translation failures constitute a form of misinformation and undermine the right to participate in one's own language.
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Overall Tone
- The discussion began in a structured, policy-oriented tone, with the moderator framing the session around institutional processes such as WSIS action lines, SDG indicators, and the Global Digital Compact . As more participants contributed, the tone became increasingly candid, practical, and at times urgent - particularly when Dr Friederike von Franqué described the existential pressure AI bots place on Wikimedia's infrastructure , and when others warned of archive manipulation for political purposes .
- The moderator maintained a consistently open and collegial tone throughout, which appeared to encourage frank participation and was explicitly acknowledged by Engelson himself .
Expanded Summary: Access to Information - Measurement, Equity, and Emerging Threats (WSIS Forum Discussion)
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Session Overview and Framing
This discussion was convened as part of the World Summit on the Information Society (WSIS) process, with the UNESCO moderator framing access to information as a foundational principle of the information society and a key action line of the entire WSIS framework . The moderator noted that UNESCO serves as custodian of SDG indicator 16.10, which relates to freedom of expression and access to information, and that the organisation conducts research on world trends in freedom of expression and access to information laws across member states . The session was explicitly oriented towards a practical question: how to measure the implementation of access to information action lines, and whether current efforts are meaningful, impactful, and capable of being adopted more widely .
The moderator outlined the multi-dimensional nature of access to information, encompassing linguistic diversity, data governance, privacy, digital infrastructure, connectivity gaps, and the normative instruments - including laws - that member states are developing to enable access . The interconnection between WSIS action lines and other UN processes, including the Global Digital Compact, information integrity, and freedom of expression, was also highlighted as a cross-cutting concern . Against this backdrop, participants were invited to contribute practical experiences and suggest meaningful indicators, producing a wide-ranging and at times candid conversation that moved well beyond the session's original policy framing.
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Measuring Access to Information: Beyond Counting Laws
A central theme throughout the discussion was the inadequacy of existing measurement frameworks. The moderator acknowledged that the primary measurement instrument currently available is simply counting the number of access to information laws enacted by member states, while recognising that open access models and other modalities have also evolved . However, the moderator posed the deeper question of whether these instruments are sufficient to determine whether progress is real and meaningful .
Dr Friederike von Franqué of Wikimedia Germany argued that measurement must be broadened considerably. She proposed including literacy indices, access to information indices, and copyright-related indicators such as freedom of panorama restrictions, which can limit the ability to photograph public statues and thereby restrict access to visual knowledge . She also suggested that tools such as Wikidata could serve as practical measurement instruments, enabling the indexing of library accessibility features - for example, whether libraries are accessible to wheelchair users or equipped for hearing-impaired visitors - and generating quantifiable accessibility indices from this structured data .
Ms Catherine Dixon of the InZone programme at the University of Geneva offered a more fundamental challenge to the measurement paradigm. Drawing on her experience providing higher education to refugees in camps, she argued that standardised measurement frameworks risk obscuring the most impactful interventions, which are precisely those that are tailored and contextualised to local conditions . She observed that the part of her programme that makes the most difference is the un-standardised, locally relevant content - for example, community health worker training that differs between Jordan and Kakuma because public health concerns and priorities are not the same in each setting . This created a productive tension between the governance need for comparable metrics and the practical reality of what produces impact on the ground.
Dr von Franqué later proposed a layered approach to measurement, suggesting that basic quantitative indicators - such as the number of libraries, the distance a person must travel to reach the nearest library, and the number of books available - could serve as a foundational layer, upon which more complex indicators such as literacy indices and tailored education access could be built . She also noted that indices already exist that attempt to measure the impact of libraries on education, and that a library's impact depends not only on its existence but on whether it is actually open and accessible .
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The Role of Digital Public Goods and Open Knowledge Infrastructure
Dr von Franqué introduced Wikimedia's projects - Wikipedia and Wikidata, both recognised as digital public goods by the United Nations - as significant existing assets that are underutilised within WSIS action lines . She described Wikimedia Germany as part of the broader Wikimedia movement, dedicated to spreading open and free knowledge worldwide, and noted that Wikipedia operates in 350 different languages, offering a multilingual infrastructure capable of supporting access to local knowledge . She highlighted that Wikipedia can be edited to include local knowledge - such as information about snake species relevant to specific communities - and that Wikidata can serve as a structured global database for indexing information such as library accessibility features .
Dr von Franqué also drew attention to Wikimedia Commons as a repository where audio files can be uploaded, including recordings of books being read aloud, which she noted could be of particular value to visually impaired users - a point that connects directly to the accessibility discussion raised later in the session . She stated that she was present at the forum specifically to highlight the value of the digital public goods already available, and expressed mild frustration at having to do so as though she were a salesperson, given that these resources are already globally recognised and freely available . She also clarified that she would not dismiss AI entirely, but emphasised the importance of distinguishing between different types of AI systems .
The moderator agreed that there are many valuable digital public goods that should be more systematically integrated into WSIS action lines, describing them as existing global assets that are being left out of the picture . Dr von Franqué also raised a financial concern: governments around the world are diverting funding towards building data centres and investing in AI, rather than supporting existing open knowledge infrastructure, creating a financial threat to the digital commons .
Speaker 1 reinforced the importance of integrating existing frameworks and processes, arguing that the renewed mandate for the IGF and WSIS - following the General Assembly's decision to grant a permanent mandate to the IGF and extend the WSIS mandate - presents a strategic opportunity to align these processes with other UN frameworks such as the Global Digital Compact, rather than continuing to operate in isolation . Speaker 1 also noted their role as co-chair of the IGF Policy Network for Meaningful Access, which is being renamed the Policy Network for Digital Inclusion and broadening its scope, as an example of the kind of bridge-building needed .
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Artificial Intelligence: Threats to the Digital Commons and Information Integrity
The discussion devoted considerable attention to the disruptive and potentially harmful role of artificial intelligence. Dr von Franqué described AI bots scraping Wikimedia's infrastructure in a manner resembling distributed denial-of-service (DDoS) attacks, consuming approximately 64% of the organisation's infrastructure capacity and generating approximately 1.3 billion bot attacks per minute . She noted that Wikimedia has only been able to combat this because a small Canadian company provided open-source bot protection at a low cost, highlighting the fragility of the digital commons in the face of AI-driven exploitation .
Speaker 1 expanded on this concern, citing Google data suggesting that 65% of conversations on social media are already produced by bots, describing this as a deeply alarming distortion of the information environment in which people believe they are interacting with humans when they are not . Speaker 1 also raised the issue of AI interfaces replacing human customer service agents, arguing that these systems are largely ineffective and that companies using AI to replace human workers should face sanctions when the AI fails to serve users adequately, with a mandatory option to escalate to a human agent . The European Union's democracy shield initiative, which would require mandatory human identification through the EU ID wallet on trusted European platforms, was cited as a governance model worth considering .
A further and particularly serious dimension of the AI threat was raised by Speaker 1 in relation to the integrity of digital archives. Speaker 1 warned that it is now technically possible to alter digitised archives in ways that are indistinguishable from authentic records, threatening the integrity of collective historical memory . The example of Stalin being portrayed as a benevolent figure was used to illustrate the potential for politically motivated falsification , and Ukraine was cited as a country already experiencing this problem . This concern had been discussed at a recent seminar with WIPO on archives, where the alteration of records through AI was identified as a growing and urgent risk .
Despite these concerns, Dr von Franqué did not advocate for rejecting AI outright. She drew a distinction between large language models - which prioritise statistical plausibility over factual accuracy, making them unsuitable as the sole basis for knowledge dissemination - and symbolic AI such as Wikidata, which offers more precise and structured knowledge . She acknowledged that large language models are improving in translation and data collection tasks, and that AI can assist with information organisation, provided the underlying data is of high quality . She argued that good structured data, of the kind maintained by libraries and institutions such as Wikidata, forms the necessary foundation for any effective AI system .
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Contextualised Knowledge, Refugee Education, and Disrupted Learning Pathways
Ms Catherine Dixon provided a detailed account of the InZone programme's work providing higher education to refugees in camps, using hybrid learning approaches including Moodle and in-person workshops with local actors . She emphasised that the most meaningful difference is made by workshops conducted in person within camps, where content is tailored to the specific context and priorities of each community . The example of community health worker training illustrated this point: what differentiates a course in Jordan from one in Kakuma is that public health concerns, priorities, and prevention actions are not the same, and questions must be contextualised accordingly . It is worth noting that InZone courses are accredited by the University of Geneva and must undergo the university's quality assurance process, including validation by professors - a requirement that itself creates tension with the goal of producing locally tailored content .
Dixon described how communities are actively involved in shaping course content, with participants identifying their own knowledge priorities - such as understanding local snake species and how to prevent children from being bitten - as a form of community-led content production . She argued that this approach requires building a notion of useful knowledge that is defined differently in different contexts, and that the multiplicity and diversity of ways in which people acquire knowledge must be recognised and valorised .
A further challenge raised by Dixon concerns the recognition of prior learning and disrupted educational pathways among refugees, who have often moved through multiple education systems, languages, and regions, and may have lost documentation or been unable to complete examinations . She described ongoing discussions with UNESCO about a qualification passport as one mechanism for addressing this, noting that flexibility in recognising prior learning is essential for meaningful access to higher education . These concerns were complemented by Speaker 2's call for the preservation of indigenous knowledge in Africa, particularly regarding medicinal plants, warning that vast amounts of undocumented traditional knowledge risk being lost for future generations .
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Physical Accessibility and People with Disabilities
One of the most practically grounded contributions came from Speaker 2, a librarian from Ghana named Ali, who drew attention to the physical and technological barriers preventing people with disabilities from accessing library resources . He described libraries that lack ramps and lifts for people with physical disabilities, preventing them from entering the building at all . For those who can enter, the absence of assistive reading devices for visually impaired users and the lack of audio-visual aids for hearing-impaired visitors means that meaningful access to information remains out of reach .
The moderator explicitly acknowledged this as a neglected dimension of access to information discussions, noting that information tends to be thought of as a non-physical subject and that built-environment accessibility is rarely addressed in these forums, even though connectivity - which is also physical - is regularly discussed . Dr von Franqué responded constructively, proposing that Wikidata could be used to systematically index library accessibility features across countries, enabling the generation of data showing what percentage of libraries are accessible for wheelchair users or equipped with hearing-impaired support . She also suggested that librarians could contribute accessibility information directly to Wikipedia articles, from which Wikidata could extract and structure the data for broader use . Additionally, she noted that Wikimedia Commons could serve as a repository for audio recordings of books being read aloud, providing a practical resource for visually impaired users that could be integrated into library services .
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Language, Multilingualism, and the Ethics of Translation
Language emerged as a recurring and cross-cutting theme throughout the discussion. The moderator had noted linguistic diversity as one of the key dimensions of access to information , and this was borne out by multiple contributions. Dr von Franqué highlighted that large language models perform poorly even in widely spoken languages such as French and Russian, noting that she had witnessed very basic translation quality in a session she attended . She emphasised that Wikimedia's multilingual infrastructure - operating in 350 languages - represents a practical resource for bridging language-based information gaps .
Ms Dixon offered a particularly striking example of translation failure at WSIS itself, describing her embarrassment when a country representative speaking in French - a right afforded to member states - had their words rendered nonsensically in automatic English translation . The specific example involved the French phrase "statistique des abonnés" (subscriber statistics) being translated as "Japanese statistics," a mistranslation that Dixon characterised not merely as a quality problem but as an ethical one, since it meant that the actual content of the representative's remarks was unknown to the audience . The moderator acknowledged this as a very good example of a cross-cutting action line, connecting it to the multilingualism action line within WSIS .
Mr Boris Engelson, a journalist who joined the session towards its end, extended this critique further, arguing that the dominance of English in international discourse allows participants to build entire careers without genuinely understanding what is being discussed . He also suggested, with characteristic sardonic wit, that the UN system's tendency to reduce discourse to the vocabulary of the 17 SDG goals - asking rhetorically whether this constitutes critical thinking - represents a narrowing of intellectual ambition rather than its fulfilment .
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A Critical Perspective: Information Abundance and the Governance of Search
The most disruptive contribution to the session came from Mr Boris Engelson, a journalist who described himself as attending WSIS since its inception and who challenged the foundational premise of the discussion . He argued that the traditional conception of access to information - rooted in scarcity - is obsolete in the contemporary information environment, stating that "never in the history of mankind has there been so much access," and that even refugees, who he noted all have at least half a dozen mobile phones with them, have access to billions of documents . He suggested that there may be a fundamental misunderstanding about what access means in the current era .
Engelson reframed the problem as one of navigation and meaningful access amid overwhelming abundance, noting that a single search query can return 785 million results, making it extremely difficult to access relevant and meaningful information . He used the metaphor of large and small libraries to illustrate this point: in a large closed-stack library, a user is overwhelmed and cannot browse, whereas a small open-access library allows serendipitous discovery - including, for example, stumbling upon mycology - and the development of a panoramic, encyclopaedic view . He argued that the real governance of the internet lies not with bodies such as ISOC or ICANN, but with Google and ChatGPT, and that this is rarely discussed in formal governance frameworks .
Engelson also referenced a historical US media regulation that required outlets to present counter-arguments alongside their reporting, suggesting that the concept - while difficult to implement today - is crucial to critical thinking and resisting bias . He named Abdul Aziz Khan, whom he described as the chairman of WSIS for a couple of years and a man from UNESCO, as the source of one of the only one or two meaningful sentences he had heard in 25 years of attending the forum - a remark about the absence of media journalists from WSIS . His overall assessment of WSIS discourse was sharply critical, but the moderator responded warmly, and Engelson himself acknowledged that the moderator's openness had made him feel confident to speak out .
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Information Literacy, Critical Thinking, and Misinformation
The discussion also addressed the capacity to engage critically with information as a dimension of access that is distinct from, but inseparable from, the availability of information. Ms Dixon argued that education in critical thinking and information literacy is one of the most important but underemphasised tools for combating misinformation, particularly in refugee and displaced persons settings where political sensitivities are heightened . She noted that classical secondary education often teaches by rote, without developing the analytical skills needed for higher education or for navigating complex information environments .
Dixon observed that preparation programmes bridging secondary and higher education are essential for developing these capacities, and that this dimension of access to knowledge is less considered but among the most important . She also noted that the first and most pervasive form of misinformation in her experience is not deliberate manipulation but poor automatic translation, which produces nonsensical outputs that undermine the integrity of official communications . This observation connected the language access thread to the broader information integrity discussion, suggesting that quality of information - not just availability - is a fundamental dimension of meaningful access.
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Conclusions and Directions for Future Work
The moderator closed the session by acknowledging the richness and practical value of the contributions, noting that the discussion would directly input into actual work on WSIS action line guidelines . Several concrete directions emerged from the conversation. These included: broadening measurement frameworks to incorporate literacy indices, copyright indicators, physical accessibility metrics, and digital public goods availability ; integrating existing digital public goods such as Wikipedia, Wikidata, and Wikimedia Commons more systematically into WSIS action lines ; building bridges between WSIS and other UN processes including the Global Digital Compact ; addressing the AI bot threat to digital commons infrastructure through governance and technical mechanisms ; and developing more flexible recognition mechanisms for disrupted educational pathways among refugees .
The discussion also surfaced several unresolved tensions that will require further attention: the fundamental conflict between standardised measurement and the value of contextualised, locally tailored interventions ; the appropriate role of large language models versus symbolic AI in knowledge dissemination ; how to protect the integrity of digital archives against AI-enabled falsification ; and how to address the dominance of commercial search engines and AI platforms as the de facto gatekeepers of information access . Speaker 1 explicitly praised the conversational format of the session and invited its adoption in future WSIS forums, arguing that this model of open dialogue is more productive than conventional presentations . The moderator, for her part, expressed gratitude for the contributions and affirmed that what had been discussed would feed directly into meaningful work on the WSIS action lines .
Multiple dimensions of access to information must be monitored, including legal frameworks, digital infrastructure, connectivity gaps, and normative instruments across member states - Overview of measurement complexity (Moderator)
Arg. 1The Moderator outlines that access to information is a multifaceted issue encompassing legal frameworks, digital infrastructure, connectivity, and normative instruments. Monitoring how member states are enabling or creating instruments for access to information requires attention to many interconnected dimensions. These include linguistic diversity, data governance, privacy, transparency, and participation.
The Moderator referenced UNESCO's custodianship of SDG indicator 16.10 and research on world trends in freedom of expression and access to information laws . The Moderator also highlighted the interconnection between access to information and dimensions such as linguistic diversity, data governance, and privacy , as well as the role of digital infrastructure and connectivity gaps .
on: Measuring access to information requires broader and more diverse indicators beyond simply counting access to information laws
on: Whether the core problem of access is scarcity or information overload
Physical access is a neglected dimension of access to information discussions, which tend to focus on digital connectivity while overlooking built-environment barriers - Physical access as neglected dimension (Moderator)
Arg. 2The Moderator observes that discussions about access to information tend to focus on digital connectivity and overlook the physical dimension of access, such as the built-environment barriers that prevent people with disabilities from entering libraries or other information spaces. This is a significant gap in how access to information is conceptualised and discussed in forums such as WSIS. The Moderator acknowledges that connectivity is also physical but notes that built-environment accessibility is rarely addressed.
The Moderator noted that access to information is often thought of as a non-physical subject, and that while connectivity is discussed as a physical issue, physical accessibility in the built-environment sense is rarely addressed in these discussions .
Counting access to information laws is insufficient; literacy indices, copyright laws, and freedom of panorama restrictions should also be included as measurement indicators - Broadening measurement indicators (Dr Friederike von Franqué)
Arg. 1Dr von Franqué argues that simply counting access to information laws is too narrow a measurement approach. She proposes including literacy indices, copyright laws, and freedom of panorama restrictions as additional indicators, since these also affect people's practical ability to access and share information. Barriers such as restrictions on photographing public statues illustrate how copyright regimes can limit access to knowledge.
She gave the example of freedom of panorama, noting that in some places it is not permitted to photograph a public statue, which limits access to visual information and knowledge . She also suggested that Wikimedia Commons, which allows uploading of knowledge reports and other materials, faces barriers that could serve as useful indices for access to knowledge .
on: Measuring access to information requires broader and more diverse indicators beyond simply counting access to information laws
on: How to measure access to information: counting laws versus broader indices
AI bots are scraping Wikimedia infrastructure in a manner resembling DDoS attacks, costing approximately 64% of infrastructure resources and harming the digital commons at a rate of 1.3 billion bot attacks per minute - AI bots harming digital commons (Dr Friederike von Franqué)
Arg. 2Dr von Franqué warns that AI bots are aggressively scraping Wikimedia's infrastructure in ways that resemble DDoS attacks, hiding their identity and causing significant resource costs. This behaviour is harming the digital commons in a substantial way, consuming around 64% of Wikimedia's infrastructure resources. The scale of the problem is illustrated by the figure of 1.3 billion bot attacks per minute.
She stated that AI bots are scraping Wikimedia infrastructure and behaving like DDoS attacks, costing approximately 64% of infrastructure resources . She noted that Wikimedia fights 1.3 billion bot attacks every minute, and that the situation was only manageable because a small Canadian company provided open-source bot protection at a low cost .
Large language models are statistically based rather than accuracy-based, making them unreliable for knowledge dissemination, whereas symbolic AI such as Wikidata offers more precise and structured knowledge - LLMs vs symbolic AI reliability (Dr Friederike von Franqué)
Arg. 3Dr von Franqué draws a distinction between large language models (LLMs), which are based on statistical outputs rather than factual accuracy, and symbolic AI such as Wikidata, which is precise and scientifically verifiable. She argues that LLMs are therefore unreliable for knowledge dissemination, particularly across languages. Symbolic AI, by contrast, offers a more trustworthy foundation for structured knowledge.
She noted that Wikidata can be described as a symbolic AI that is feasible by scientific standards, whereas large language models are based on statistics and do not prioritise correct outcomes . She also referenced a session where automatic translation by an LLM was very poor even for French, and that Russian was equally basic, illustrating language reliability issues .
on: The role and trustworthiness of AI in knowledge dissemination
AI can assist with data and information collection, and good structured data from institutions like libraries forms the necessary foundation for any effective AI system - Structured data as AI foundation (Dr Friederike von Franqué)
Arg. 4Dr von Franqué acknowledges that AI, including large language models, can be useful for data and information collection and is improving in translation. However, she emphasises that the quality of any AI system depends fundamentally on the quality and structure of its underlying data. Libraries, as the oldest knowledge-structuring institutions, are therefore a critical foundation for effective AI.
She stated that the basis of every good AI, including large language models, is good structured data and good structured knowledge, and that libraries are the oldest knowledge-structuring institutions . She suggested starting with basic library metrics such as number of libraries and distance to the nearest library as a foundation for layering more complex access indicators .
on: The role and trustworthiness of AI in knowledge dissemination
Libraries provide a foundational starting point for measuring access to knowledge; basic metrics such as number of libraries, distance to nearest library, and available resources can be layered with more complex indicators - Libraries as baseline metrics (Dr Friederike von Franqué)
Arg. 5Dr von Franqué proposes that libraries offer a practical and measurable baseline for assessing access to knowledge. Simple metrics such as the number of libraries, the distance a person must travel to reach one, and the resources available within them can be established first. These can then be layered with more complex indicators such as literacy indices and educational access measures.
She suggested counting libraries, measuring the distance to the nearest library, and assessing the number of books available as basic starting points for access to knowledge measurement . She also referenced the use of literacy and media literacy indices to assess the impact of libraries on education, noting that a library that is closed all year will have no educational impact .
Wikidata can be used to index library accessibility features, such as wheelchair access or hearing-impaired support, enabling systematic tracking of accessibility across institutions - Wikidata for accessibility indexing (Dr Friederike von Franqué)
Arg. 6Dr von Franqué proposes that Wikidata can serve as a practical tool for systematically recording and querying accessibility features of libraries and other institutions. By entering data on whether a library has wheelchair access or hearing-impaired support, it becomes possible to generate indices showing what percentage of libraries are accessible. This turns Wikidata into a useful measurement instrument for accessibility.
She explained that libraries could be entered into Wikidata with fields indicating whether they are accessible for wheelchair users or have hearing-impaired support, and that this data could then be queried to produce accessibility indices . She also noted that librarians themselves could contribute by adding accessibility information to Wikipedia articles, which Wikidata could then draw upon .
Digital public goods such as Wikipedia and Wikidata, already recognised by the United Nations, should be more systematically integrated into WSIS action lines as existing global assets - Integrating digital public goods into WSIS (Dr Friederike von Franqué)
Arg. 7Dr von Franqué argues that existing digital public goods, particularly Wikimedia projects such as Wikipedia and Wikidata, are underutilised within the WSIS framework. These tools are already recognised by the United Nations as digital public goods and offer significant infrastructure for open knowledge. She suggests they should be more deliberately integrated into WSIS action lines rather than overlooked.
She noted that Wikipedia and Wikidata are both recognised as digital public goods by the United Nations . She expressed that it feels awkward to highlight this as though she were a salesperson, but emphasised that these projects already exist in 350 languages and represent global assets that are being left out of the picture in WSIS discussions .
Governments are diverting funding towards data centres and AI investment rather than supporting existing digital commons infrastructure, creating a financial threat to open knowledge resources - Government funding priorities threatening digital commons (Dr Friederike von Franqué)
Arg. 8Dr von Franqué raises concern that governments worldwide are channelling financial resources into building data centres and investing in AI, rather than supporting existing open knowledge infrastructure such as Wikimedia projects. This shift in funding priorities poses a financial threat to the digital commons. The implication is that public investment is flowing towards proprietary or state-controlled AI rather than shared, open resources.
She stated that governments all over the world are collecting money to build data centres and invest in AI, identifying this as a financial challenge for digital commons projects .
Wikimedia projects operate in 350 languages, offering a multilingual infrastructure that can support access to local knowledge and contribute to bridging language-based information gaps - Multilingual digital public goods (Dr Friederike von Franqué)
Arg. 9Dr von Franqué highlights that Wikimedia projects, including Wikipedia, already operate in 350 languages, making them a significant multilingual infrastructure for global knowledge access. This positions them as a practical tool for bridging language-based information gaps. She also notes that local communities can contribute their own knowledge to these platforms, including in their own languages.
She stated that Wikimedia projects already exist in 350 different languages . She also noted that Wikipedia allows users to add local knowledge, such as information about local snake species or library accessibility, and that Wikidata can store structured information from libraries across countries .
Standardised measurement is problematic because the most impactful interventions are tailored and contextualised, meaning standardisation may obscure what actually works - The limits of standardisation (Ms Catherine Dixon)
Arg. 1Ms Dixon argues that the drive to standardise measurement of access to information and education may actually obscure the most effective interventions, which are those tailored to specific local contexts. The most meaningful difference in her programme's work comes from unstandardised, contextualised approaches. This creates a tension between the desire for comparable metrics and the reality of what produces impact.
She gave the example of community health worker training, noting that what differentiates a course in Jordan from one in Kakuma is that public health concerns and priorities differ significantly between settings . She stated directly that the part of the course that makes the most difference is the tailored part, and that it is in unstandardising that they make the difference .
on: Measuring access to information requires broader and more diverse indicators beyond simply counting access to information laws
on: Standardisation versus contextualisation in measuring and delivering access to knowledge
Higher education programmes for refugees must be tailored to local contexts, as community-specific concerns such as local health risks differ significantly between settings like Jordan and Kakuma - Contextualised education for refugees (Ms Catherine Dixon)
Arg. 2Ms Dixon explains that the InZone programme at the University of Geneva provides higher education to refugees in camps and remote settings, and that the most effective element of this provision is the tailoring of content to local needs. Different refugee settings have different public health priorities and concerns, meaning that a one-size-fits-all curriculum is insufficient. Contextualisation is therefore essential to meaningful access to education.
She described how community health worker training in Jordan differs from that in Kakuma because public health concerns and prevention priorities are not the same . She noted that the programme uses hybrid learning methods including Moodle, but that the in-person workshops with local actors implementing contextually relevant knowledge make the most difference .
Communities themselves should be involved in producing course content, as they possess knowledge of their own priorities and needs that external institutions cannot replicate - Community-led content production (Ms Catherine Dixon)
Arg. 3Ms Dixon argues that communities in refugee and displaced settings should be participants in producing educational content, not merely recipients of externally designed curricula. Communities have specific knowledge of their own needs and priorities that outside institutions cannot replicate. This requires building a notion of useful knowledge that is defined in part by the communities themselves.
She gave the example of community members identifying the need to understand local snake species and how to prevent children from being bitten, as a priority for health risk prevention training . She noted that courses accredited by the University of Geneva still incorporate content proposed by the communities themselves, as they know what they need to know .
Recognition of diverse and disrupted educational pathways, particularly for refugees who have moved across systems and languages, is essential for meaningful access to knowledge - Recognition of disrupted learning pathways (Ms Catherine Dixon)
Arg. 4Ms Dixon highlights that refugees often have highly disrupted educational histories, having moved across different educational systems, languages, and regions, and sometimes losing documentation of their qualifications. Recognising these diverse and non-linear pathways is essential for enabling meaningful access to higher education and knowledge. She references ongoing discussions with UNESCO about a qualification passport as one potential mechanism.
She referenced discussions with UNESCO about a qualification passport as a tool for recognising prior learning and disrupted educational pathways . She noted that refugees may have moved across multiple systems and languages, lost documentation, or been unable to sit exams despite completing training, all of which complicate recognition of their prior learning .
Critical thinking and information literacy education are essential tools for combating misinformation, particularly in refugee and displaced persons settings where political sensitivities are heightened - Critical thinking as misinformation defence (Ms Catherine Dixon)
Arg. 5Ms Dixon argues that education in critical thinking and information literacy is one of the most important but underemphasised tools for combating misinformation. In refugee settings, where political sensitivities are heightened and communities may be exposed to conflict-related disinformation, the ability to critically evaluate information is particularly vital. She notes that preparation programmes should develop this capacity alongside technical knowledge.
She noted that refugee settings can be politically sensitive, with conflicts sometimes crossing borders into camps, making information integrity a major issue . She described preparation programmes aimed at developing critical thinking and the capacity to compare and evaluate information, noting that classical secondary education often teaches by rote without developing these methodological skills .
Automatic translation produces significant misinformation unintentionally; poor translation quality, such as mistranslating French terms into nonsensical English equivalents, undermines the integrity of official communications - Automatic translation as misinformation (Ms Catherine Dixon)
Arg. 6Ms Dixon argues that automatic translation is itself a significant source of unintentional misinformation, because the quality of machine translation is often so poor that it distorts the meaning of official communications. She illustrates this with a concrete example from a WSIS session where a French speaker's words were rendered nonsensically in English. This is not merely a quality problem but an ethical one, as it means the actual content of official statements is lost.
She described an incident at WSIS where a country representative speaking French had their words automatically translated into English in a way that was nonsensical; the phrase 'statistique des abonnés' was translated as 'Japanese statistics' . She noted that at the WSIS session, automatic translation was only available for English, effectively disregarding the right of French-speaking country representatives to be understood .
on: The value and quality of automatic translation in international forums
Language rights in international forums (Ms Catherine Dixon)
Arg. 7Ms Dixon argues that the failure to provide quality translation at official international forums such as WSIS disregards the rights of non-English speakers to participate meaningfully. When automatic translation is only available for English, speakers of other official languages such as French are effectively marginalised. This is both a quality problem and an ethical one, as it undermines equal participation in global policy discussions.
She noted that at WSIS, country representatives are allowed to speak in French but automatic translation is only provided for English, which she described as disregarding their right to speak in French . She gave the concrete example of a French speaker's words being mistranslated as 'Japanese statistics', illustrating how poor translation quality renders official communications meaningless .
on: Language barriers and poor translation quality represent a fundamental and underaddressed obstacle to access to information
AI pollution in the infosphere is a serious problem, with estimates suggesting 65% of social media conversations are produced by bots, creating a fundamentally distorted information environment - AI-generated bot pollution (Speaker 1)
Arg. 1Speaker 1 warns that AI-generated content is polluting the information environment at a massive scale, citing data suggesting that 65% of social media conversations are produced by bots. This creates a situation where people believe they are interacting with humans when they are not, fundamentally distorting public discourse. The speaker frames this as a very serious problem that needs to be addressed in governance frameworks.
Speaker 1 cited Google data indicating that 65% of conversations on social media are produced by bots, describing this as very scary because it means people are talking to entities they believe are human but are not . The speaker referenced the European Union's democracy shield initiative, which aims to create trusted European platforms where identification of persons is mandatory through the EU ID wallet, ensuring only humans act in that space .
on: The role and trustworthiness of AI in knowledge dissemination
AI interfaces replacing human customer service are largely ineffective, and companies using AI to replace human workers should be sanctioned when the AI fails to serve users adequately, with a mandatory option to escalate to a human - AI replacing human services inadequately (Speaker 1)
Arg. 2Speaker 1 argues that AI interfaces are increasingly replacing human customer service agents but are largely ineffective, failing to understand users' needs and trapping them in unproductive loops. Companies that replace human workers with inadequate AI to save money should face sanctions. There should be a mandatory option to escalate to a human when AI interfaces fail.
Speaker 1 described personal experience of trying to change an address in a database and being unable to do so through an AI interface, losing significant time in the process . The speaker noted that 90% of the time AI interfaces do not understand what users want, and that in 90% of cases there is no option to escalate to a human, leaving users trapped in loops .
AI makes it technically possible to alter digital archives, threatening the integrity of historical memory and enabling politically motivated falsification of records, as reportedly occurring in Ukraine - AI threat to archive integrity (Speaker 1)
Arg. 3Speaker 1 raises the alarm that AI now makes it technically possible to alter digital archives, creating a serious risk to the integrity of historical memory. This could enable politically motivated actors to falsify historical records in ways that are indistinguishable from authentic documents. The speaker notes this is already reportedly occurring, with Ukraine cited as a country facing this problem.
Speaker 1 referenced a seminar with WIPO on archives, where the problem of AI-enabled alteration of archives was discussed . The speaker gave the example that it is now possible to make it appear that Stalin was a nice person, with no way to distinguish authentic from falsified records . Ukraine was cited as a country reporting this as a significant problem .
The renewed mandate for IGF and WSIS presents an opportunity to align these processes with other UN frameworks such as the Global Digital Compact, rather than continuing to operate in isolation - Aligning WSIS with UN processes (Speaker 1)
Arg. 4Speaker 1 argues that the General Assembly's decision to grant a permanent mandate to the IGF and extend the WSIS mandate creates a timely opportunity to align these processes with other UN frameworks, particularly the Global Digital Compact. Operating in isolation is no longer viable; the various UN processes must interact and align their deadlines and objectives. This alignment is necessary for WSIS to contribute meaningfully to broader UN goals.
Speaker 1 noted that the General Assembly gave a permanent mandate to the IGF and prolonged the WSIS mandate, describing this as an opportunity to align the process with other UN reflections . The speaker stated that the GDC implementation concerns all of the UN family and that WSIS must contribute to it .
Bridges must be built between WSIS and other fora, including the IGF Policy Network for Digital Inclusion, to ensure that access to information discussions have broader reach and impact - Building bridges across governance fora (Speaker 1)
Arg. 5Speaker 1 argues that WSIS must actively build bridges with other governance fora rather than operating in isolation, in order to ensure that its discussions on access to information have broader reach and impact. The IGF Policy Network for Digital Inclusion, which evolved from the Policy Network for Meaningful Access, is cited as an example of a forum with which WSIS should engage. Parallel actions and shared points of attention are needed across these bodies.
Speaker 1 noted that they co-chaired the IGF Policy Network for Meaningful Access, which has now become the Policy Network for Digital Inclusion with an enlarged scope, and argued that this broader perspective is important . The speaker called for creating bridges and parallel actions to bring together the same points of attention across different fora .
Physical barriers such as the absence of ramps and lifts prevent people with disabilities from accessing library buildings, representing a neglected dimension of access to information - Physical barriers to library access (Speaker 2)
Arg. 1Speaker 2, a librarian from Ghana, highlights that physical barriers such as the absence of ramps and lifts prevent people with disabilities from entering library buildings in the first place. This is a fundamental but often overlooked dimension of access to information. Even where digital resources exist within libraries, they are inaccessible if people cannot physically enter the building.
Speaker 2 described libraries that have digital and library resources but no ramps or lifts for people with disabilities to access the building . The speaker framed this as a serious barrier to information access that needs to be addressed .
on: Whether the core problem of access is scarcity or information overload
Assistive devices for visually and hearing-impaired users are often absent in libraries, preventing meaningful access to information resources even when physical entry is possible - Lack of assistive technology in libraries (Speaker 2)
Arg. 2Speaker 2 points out that even when people with disabilities can physically access a library, the absence of assistive devices means they cannot meaningfully access the information within. Visually impaired users lack devices to read materials, and hearing-impaired users lack audio-visual aids. This represents a second layer of exclusion beyond physical access.
Speaker 2 noted that for visually impaired users, there are no assistive devices to help them read and access information, and for hearing-impaired users, there are no audio-visual aids to assist them . The speaker described this as a challenge particularly affecting visually and hearing-impaired people .
Preservation of indigenous knowledge, particularly in Africa regarding medicinal plants and other traditional knowledge, is urgently needed to prevent its loss for future generations - Preserving indigenous knowledge (Speaker 2)
Arg. 3Speaker 2 raises the urgent need to capture and preserve indigenous knowledge, particularly in Africa, where vast amounts of knowledge about medicinal plants and other traditional practices remain undocumented. This knowledge is at risk of being lost if it is not systematically recorded and preserved. Ensuring its preservation is essential for future generations.
Speaker 2 stated that there is a huge amount of data on indigenous knowledge, particularly regarding medicinal plants in Africa, that has not been captured, and argued that there is a need to capture and preserve it for future generations .
The real governance of internet access lies with search engines and platforms like Google and ChatGPT, not traditional internet governance bodies, and this is rarely discussed in measurement frameworks - Search engines as true gatekeepers (Mr Boris Engelson)
Arg. 1Mr Engelson argues that the true gatekeepers of access to information in the digital age are search engines and AI platforms such as Google and ChatGPT, not the traditional internet governance bodies such as ISOC or ICANN. Despite this, these platforms are rarely discussed in measurement frameworks or governance debates. This represents a significant blind spot in how access to information is understood and governed.
He argued that the real governance of the internet is not ISOC or ICANN but Google and ChatGPT, and that this is rarely discussed . He used the metaphor of a large library where millions of books are available but inaccessible because users do not know which book to look for, contrasting this with small open-access libraries where browsing is possible, to illustrate the problem of navigating vast information .
on: How to measure access to information: counting laws versus broader indices
The abundance of information today means the challenge is no longer access but navigation; search engines returning hundreds of millions of results make meaningful access to relevant information extremely difficult - Information overload as access barrier (Mr Boris Engelson)
Arg. 2Mr Engelson challenges the premise that access to information is still primarily a problem of scarcity, arguing that the real challenge today is navigating an overwhelming abundance of information. When a single search query returns 785 million results, the ability to find meaningful and relevant information is severely compromised. The nature of the access problem has fundamentally shifted from shortage to overload.
He noted that never in human history has there been so much access to information, and that even refugees have access to billions of documents through mobile phones . He gave the example of a search query returning 785 million answers, arguing that the issue of access is now less about availability and more about how to find meaningful information .
on: Whether the core problem of access is scarcity or information overload
The dominance of English in international discourse allows participants to build careers without genuine comprehension, undermining the quality and integrity of global policy discussions - English dominance undermining discourse quality (Mr Boris Engelson)
Arg. 3Mr Engelson makes a provocative argument that the dominance of English in international forums such as WSIS allows participants to build high-level careers without genuinely understanding what is being discussed. This undermines the quality and integrity of global policy discussions. He connects this to a broader critique of the lack of critical thinking and meaningful content in UN-level discourse.
He stated that participants can make whole high-level careers without really understanding what they talk about, and that everyone speaks only English . He also referenced a journalist's observation that media journalists do not attend WSIS, and cited a former UNESCO WSIS chairman who expressed puzzlement at this absence .
on: The value and quality of automatic translation in international forums
Session Knowledge Graph
Speakers · Topics · Arguments · Relationships
Dr von Franqué described AI bots scraping Wikimedia infrastructure at a rate of 1.3 billion attacks per minute, costing approximately 64% of infrastructure resources . Speaker 1 cited data suggesting 65% of social media conversations are produced by bots, creating a fundamentally distorted information environment , and separately warned that AI now makes it technically possible to alter digital archives, threatening historical memory . Mr Engelson argued that the real governance of internet access lies with search engines and AI platforms such as Google and ChatGPT, which are rarely discussed in governance frameworks . All three speakers converged on the view that AI-related threats to information quality and integrity are serious and underaddressed.
AI bots harming digital commons (Dr Friederike von Franqué)
AI-generated bot pollution (Speaker 1)
AI threat to archive integrity (Speaker 1)
Search engines as true gatekeepers (Mr Boris Engelson)
The Moderator acknowledged that measuring access to information is complex, noting that the only current measurement instrument is counting access to information laws, while recognising that many other dimensions exist . Dr von Franqué proposed including literacy indices, copyright laws, and freedom of panorama restrictions as additional indicators . Ms Dixon challenged the very premise of standardised measurement, arguing that the most impactful interventions are tailored and contextualised, and that standardisation may obscure what actually works . All three agreed that current measurement approaches are insufficient.
Multiple dimensions of access to information must be monitored, including legal frameworks, digital infrastructure, connectivity gaps, and normative instruments across member states - Overview of measurement complexity (Moderator)
Counting access to information laws is insufficient; literacy indices, copyright laws, and freedom of panorama restrictions should also be included as measurement indicators - Broadening measurement indicators (Dr Friederike von Franqué)
Standardised measurement is problematic because the most impactful interventions are tailored and contextualised, meaning standardisation may obscure what actually works - The limits of standardisation (Ms Catherine Dixon)
Dr von Franqué highlighted language barriers in AI translation, noting that large language models performed poorly even in French and Russian , and emphasised that Wikimedia projects already operate in 350 languages as a practical multilingual infrastructure . Ms Dixon described a concrete incident at WSIS where a French speaker's words were mistranslated as 'Japanese statistics', arguing this was not merely a quality problem but an ethical one that disregards language rights . Mr Engelson argued that the dominance of English in international forums allows participants to build careers without genuine comprehension, undermining the quality of global policy discussions . All three converged on the view that language is a critical and underaddressed barrier.
Multilingual digital public goods (Dr Friederike von Franqué)
Automatic translation as misinformation (Ms Catherine Dixon)
Language rights in international forums (Ms Catherine Dixon)
English dominance undermining discourse quality (Mr Boris Engelson)
Ms Dixon argued that communities in refugee and displaced settings should be participants in producing educational content, giving the example of community members identifying the need to understand local snake species as a health priority . She also emphasised that the most impactful part of her programme's courses is the tailored, contextualised element . Speaker 2 raised the urgent need to capture and preserve indigenous knowledge in Africa, particularly regarding medicinal plants, warning that vast amounts of undocumented knowledge risk being lost . Both speakers agreed that local and contextualised knowledge is undervalued and underrepresented in global information systems.
Community-led content production (Ms Catherine Dixon)
Contextualised education for refugees (Ms Catherine Dixon)
Preserving indigenous knowledge (Speaker 2)
Speaker 2, a librarian from Ghana, described how libraries lack ramps and lifts for people with physical disabilities, and how visually and hearing-impaired users lack assistive devices to access information even when they can enter the building . The Moderator explicitly acknowledged this as a neglected dimension, noting that access to information is often thought of as a non-physical subject and that built-environment accessibility is rarely addressed in these discussions . Both agreed this gap needs to be addressed.
Physical barriers to library access (Speaker 2)
Lack of assistive technology in libraries (Speaker 2)
Physical access as neglected dimension (Moderator)
Both speakers expressed alarm at the scale of AI bot activity polluting the information environment. Dr von Franqué described Wikimedia fighting 1.3 billion bot attacks per minute, with bots behaving like DDoS attacks and consuming approximately 64% of infrastructure resources . Speaker 1 cited data suggesting 65% of social media conversations are produced by bots, describing this as very scary because people believe they are interacting with humans when they are not . Both framed this as a serious and urgent governance problem requiring attention in frameworks such as WSIS. Both speakers, from very different perspectives, converged on the view that the quality of engagement with information matters as much as access to it. Ms Dixon argued that education in critical thinking and information literacy is one of the most important but underemphasised tools for combating misinformation, noting that classical secondary education often teaches by rote without developing these skills . Mr Engelson argued that the real challenge today is not access but navigation, as search queries returning hundreds of millions of results make meaningful access to relevant information extremely difficult . Both implied that raw access to information is insufficient without the capacity to evaluate and navigate it. Both speakers highlighted the unreliability of automatic translation as a specific and concrete manifestation of AI's limitations. Dr von Franqué noted that in a session she attended, the large language model was very poor at translating even French, and that Russian was equally basic . Ms Dixon described a WSIS incident where a French speaker's words were rendered as 'Japanese statistics' in automatic translation, arguing this was an ethical problem as well as a quality one . Both agreed that language reliability in AI systems is a significant and underappreciated problem. Both the Moderator and Speaker 1 expressed the view that WSIS must not operate in isolation but must align with and contribute to broader UN processes. The Moderator highlighted the interconnection between WSIS action lines and other UN processes such as the Global Digital Compact, freedom of expression, and information integrity . Speaker 1 argued that the renewed mandate for IGF and WSIS presents an opportunity to align these processes with other UN frameworks, stating that operating in isolation is no longer viable . Both agreed that cross-process coherence is essential. Speaker 2 identified concrete accessibility barriers in libraries, including the absence of ramps, lifts, and assistive devices for visually and hearing-impaired users . Dr von Franqué responded directly to these concerns by proposing that Wikidata could be used to systematically index library accessibility features, enabling the generation of accessibility indices showing what percentage of libraries are accessible for wheelchair users or have hearing-impaired support . Both speakers thus converged on the importance of documenting and addressing accessibility gaps in library infrastructure.
Mr Engelson, a journalist who positioned himself as a sceptical outsider critical of UN processes, nonetheless converged with institutional speakers on the substantive point that access alone is insufficient. He argued that the real problem is navigating an overwhelming abundance of information, noting that a search query can return 785 million results , and that the real governance of the internet lies with search engines and AI platforms rather than traditional bodies . Ms Dixon, from a higher education perspective, argued that critical thinking and information literacy are underemphasised . Dr von Franqué distinguished between statistically-based large language models and more reliable symbolic AI , implying that the quality of information infrastructure matters as much as its availability. Despite coming from very different standpoints, all three agreed that the nature of the access problem has shifted from scarcity to quality and navigability.
Dr von Franqué expressed that it felt awkward to highlight Wikimedia projects as though she were a salesperson, but emphasised that these globally recognised digital public goods are being left out of the picture in WSIS discussions . The Moderator agreed, noting that there are many cool digital public goods that should be more integrated into WSIS action lines . Speaker 1 argued more broadly that WSIS must align with other UN processes and not operate in isolation . The unexpected element is that both a civil society representative from a non-profit open knowledge organisation and a policy-oriented speaker converged on the view that existing assets and frameworks are being overlooked, suggesting a shared frustration with the fragmentation of global digital governance.
Dr von Franqué argued that libraries are the oldest knowledge-structuring institutions and that basic library metrics such as number of libraries and distance to the nearest library should serve as a foundation for measuring access to knowledge . Speaker 2, a practising librarian, highlighted concrete barriers preventing people with disabilities from accessing library resources . Mr Engelson used the metaphor of large and small libraries to illustrate the difference between overwhelming information abundance and navigable, browsable knowledge , implicitly affirming the value of well-organised library-type access. The unexpected consensus is that a digital open knowledge advocate, a practising librarian from Ghana, and a sceptical journalist all pointed to libraries as a meaningful reference point for thinking about access to information.
The discussion revealed substantial consensus across several key themes despite the diverse backgrounds of participants. There was broad agreement that: (1) AI poses serious and underaddressed threats to information integrity, the digital commons, and public discourse ; (2) current measurement approaches for access to information are too narrow and need to incorporate broader indicators including literacy indices, copyright frameworks, and contextualised metrics ; (3) language barriers and poor translation quality represent a fundamental and underaddressed obstacle to meaningful access ; (4) local and indigenous knowledge is undervalued and underrepresented in global information frameworks ; (5) physical accessibility for people with disabilities is a neglected dimension of access to information ; and (6) WSIS must align more effectively with broader UN processes and integrate existing digital public goods . The most unexpected area of consensus was the convergence between a sceptical journalist (Mr Engelson), an open knowledge advocate (Dr von Franqué), and an education specialist (Ms Dixon) on the view that the quality and navigability of information engagement now matters more than mere access.
The Moderator acknowledged that counting access to information laws is 'the only measurement instrument' while also recognising the complexity of multiple dimensions . Dr von Franqué argued this is insufficient and proposed including literacy indices, copyright laws, and freedom of panorama restrictions . Mr Engelson challenged the entire framing, arguing that the real governance of access lies with Google and ChatGPT rather than traditional bodies, and that this is rarely discussed , suggesting that existing measurement frameworks are fundamentally misdirected.
Multiple dimensions of access to information must be monitored, including legal frameworks, digital infrastructure, connectivity gaps, and normative instruments across member states - Overview of measurement complexity (Moderator)
Counting access to information laws is insufficient; literacy indices, copyright laws, and freedom of panorama restrictions should also be included as measurement indicators - Broadening measurement indicators (Dr Friederike von Franqué)
The real governance of internet access lies with search engines and platforms like Google and ChatGPT, not traditional internet governance bodies, and this is rarely discussed in measurement frameworks - Search engines as true gatekeepers (Mr Boris Engelson)
The Moderator framed the session around finding ways to measure implementation of action lines and whether efforts are 'successful' and 'impactful' , implying a need for standardised metrics. Ms Dixon directly challenged this, arguing that 'we want to standardize everything, but actually it's in unstandardising that we make the difference' , using the example of community health worker training differing between Jordan and Kakuma . This creates a fundamental tension between the governance need for comparable metrics and the practical reality of what produces impact on the ground.
Multiple dimensions of access to information must be monitored, including legal frameworks, digital infrastructure, connectivity gaps, and normative instruments across member states - Overview of measurement complexity (Moderator)
Standardised measurement is problematic because the most impactful interventions are tailored and contextualised, meaning standardisation may obscure what actually works - The limits of standardisation (Ms Catherine Dixon)
Dr von Franqué presented a nuanced position, distinguishing between unreliable large language models and more trustworthy symbolic AI such as Wikidata , while also acknowledging AI can help with data collection . Speaker 1 took a more alarmed position, citing data that 65% of social media conversations are bot-generated and arguing that AI interfaces replacing human services should be sanctioned . The Moderator sought a 'middle ground' and 'equilibrium' , suggesting a more optimistic view of AI's potential. These positions reflect genuine disagreement about how dangerous and how useful AI is for knowledge access.
Large language models are statistically based rather than accuracy-based, making them unreliable for knowledge dissemination, whereas symbolic AI such as Wikidata offers more precise and structured knowledge - LLMs vs symbolic AI reliability (Dr Friederike von Franqué)
AI pollution in the infosphere is a serious problem, with estimates suggesting 65% of social media conversations are produced by bots, creating a fundamentally distorted information environment - AI-generated bot pollution (Speaker 1)
AI can assist with data and information collection, and good structured data from institutions like libraries forms the necessary foundation for any effective AI system - Structured data as AI foundation (Dr Friederike von Franqué)
The Moderator, Ms Dixon, and Speaker 2 all operated from the premise that access to information remains a problem of scarcity or exclusion, discussing connectivity gaps , physical barriers to libraries , and the needs of refugees . Mr Engelson fundamentally challenged this framing, arguing that 'never in the history of mankind has there been so much access' and that the real problem is navigating an overwhelming abundance of information, with a single query returning 785 million results . This represents a deep disagreement about the nature of the problem itself.
Multiple dimensions of access to information must be monitored, including legal frameworks, digital infrastructure, connectivity gaps, and normative instruments across member states - Overview of measurement complexity (Moderator)
Physical barriers such as the absence of ramps and lifts prevent people with disabilities from accessing library buildings, representing a neglected dimension of access to information - Physical barriers to library access (Speaker 2)
The abundance of information today means the challenge is no longer access but navigation; search engines returning hundreds of millions of results make meaningful access to relevant information extremely difficult - Information overload as access barrier (Mr Boris Engelson)
Both Ms Dixon and Mr Engelson identified language as a critical barrier, but from different angles. Ms Dixon focused on the failure of automatic translation as a form of unintentional misinformation, citing the example of 'statistique des abonnés' being translated as 'Japanese statistics' , and framing this as an ethical issue of language rights . Mr Engelson took a more sweeping position, arguing that the dominance of English means participants build careers without genuine comprehension , implying the problem is not just translation quality but the entire linguistic culture of international forums. Their diagnoses differ even if their concern about language is shared.
Automatic translation produces significant misinformation unintentionally; poor translation quality, such as mistranslating French terms into nonsensical English equivalents, undermines the integrity of official communications - Automatic translation as misinformation (Ms Catherine Dixon)
The dominance of English in international discourse allows participants to build careers without genuine comprehension, undermining the quality and integrity of global policy discussions - English dominance undermining discourse quality (Mr Boris Engelson)
It was unexpected that Mr Engelson would challenge the foundational premise of the entire session. While all other participants operated from the assumption that access to information remains a problem of scarcity, exclusion, or inadequate infrastructure, Mr Engelson argued that 'never in the history of mankind has there been so much access' and that even refugees 'have access to billions of information and documents' . He reframed the problem as one of navigation and meaningful access amid overload , directly contradicting the framing of the session. This was unexpected because it questioned not just a specific argument but the entire conceptual basis of the discussion, yet it was not directly rebutted by other participants.
It was unexpected that Mr Engelson would mount a direct critique of the quality and integrity of WSIS discourse itself, stating that in 25 years of attending WSIS he had heard 'one or two sentences which make sense' and that participants 'can make whole high level careers without really understanding what we talk about' . This directly contradicted Speaker 1's optimistic framing of WSIS as an opportunity for meaningful alignment with other UN processes and the Moderator's constructive facilitation of the session. The critique was not anticipated by the session's format and was not substantively addressed by other participants.
Dr von Franqué expressed surprise and mild frustration that existing digital public goods such as Wikipedia and Wikidata, already recognised by the United Nations, are being 'left out of the picture' in WSIS discussions , describing it as 'awkward' to have to highlight their existence as though she were a salesperson . This was unexpected because Speaker 1 and the Moderator were focused on building bridges between governance fora and aligning WSIS with the GDC , yet neither had proactively mentioned existing digital public goods as tools for implementation. The disagreement was implicit: the governance-focused participants were not ignoring digital public goods deliberately, but their absence from the discussion revealed a structural gap that Dr von Franqué found surprising.
The discussion revealed disagreements across several dimensions: how to measure access to information (counting laws versus broader indices versus questioning the entire measurement framework); whether the core problem is scarcity or information overload; the role and trustworthiness of AI in knowledge dissemination; the value of standardisation versus contextualisation; and the quality and integrity of WSIS discourse itself. The most significant disagreements were between Mr Engelson, who challenged the foundational premises of the session , and the other participants who accepted those premises. Within the mainstream of the discussion, the tension between Ms Dixon's argument for contextualisation and the general drive towards standardised measurement was also substantive. Partial agreements existed on the importance of local knowledge, the inadequacy of current measurement approaches, and the threat posed by AI bots, though participants diverged on solutions.
Both Dr von Franqué and Speaker 1 agreed that AI bots represent a serious and growing threat to the information environment. Dr von Franqué described bots scraping Wikimedia infrastructure at a rate of 1.3 billion attacks per minute , while Speaker 1 cited data suggesting 65% of social media conversations are bot-generated . However, they diverged on solutions: Dr von Franqué focused on technical and financial responses to protect digital commons infrastructure , while Speaker 1 emphasised regulatory and governance responses, including the EU democracy shield and mandatory human identification . Speaker 1 also extended the concern to AI replacing human customer service , which Dr von Franqué did not address.
AI bots are scraping Wikimedia infrastructure in a manner resembling DDoS attacks, costing approximately 64% of infrastructure resources and harming the digital commons at a rate of 1.3 billion bot attacks per minute - AI bots harming digital commons (Dr Friederike von Franqué) AI pollution in the infosphere is a serious problem, with estimates suggesting 65% of social media conversations are produced by bots, creating a fundamentally distorted information environment - AI-generated bot pollution (Speaker 1)
Ms Dixon, Speaker 2, and Dr von Franqué all agreed on the importance of capturing and preserving local and indigenous knowledge. Ms Dixon argued that communities must be involved in producing course content and that local knowledge should be valorised . Speaker 2 highlighted the urgent need to capture indigenous knowledge about medicinal plants in Africa . Dr von Franqué suggested that Wikipedia and Wikidata could serve as platforms for this local knowledge, including snake knowledge and library accessibility information . However, they disagreed implicitly on the mechanism: Ms Dixon emphasised community-led, accredited educational processes , while Dr von Franqué proposed existing digital public goods platforms , and Speaker 2 did not specify a preferred mechanism .
Communities themselves should be involved in producing course content, as they possess knowledge of their own priorities and needs that external institutions cannot replicate - Community-led content production (Ms Catherine Dixon) Preservation of indigenous knowledge, particularly in Africa regarding medicinal plants and other traditional knowledge, is urgently needed to prevent its loss for future generations - Preserving indigenous knowledge (Speaker 2) Wikimedia projects operate in 350 languages, offering a multilingual infrastructure that can support access to local knowledge and contribute to bridging language-based information gaps - Multilingual digital public goods (Dr Friederike von Franqué)
All three speakers agreed that measuring access to information is complex and that current measurement approaches are inadequate. The Moderator acknowledged the difficulty of the question and that counting laws is insufficient . Dr von Franqué proposed layering basic library metrics with more complex indices . Ms Dixon agreed that measurement is problematic but for the opposite reason to Dr von Franqué: she argued that standardisation itself is the problem , whereas Dr von Franqué sought better standardised metrics. They shared the diagnosis of inadequacy but diverged on the remedy.
Multiple dimensions of access to information must be monitored, including legal frameworks, digital infrastructure, connectivity gaps, and normative instruments across member states - Overview of measurement complexity (Moderator) Libraries provide a foundational starting point for measuring access to knowledge; basic metrics such as number of libraries, distance to nearest library, and available resources can be layered with more complex indicators - Libraries as baseline metrics (Dr Friederike von Franqué) Standardised measurement is problematic because the most impactful interventions are tailored and contextualised, meaning standardisation may obscure what actually works - The limits of standardisation (Ms Catherine Dixon)
Speaker 1, Ms Dixon, and Mr Engelson all agreed that information integrity and the ability to critically evaluate information are serious concerns. Speaker 1 warned about AI-enabled falsification of archives , Ms Dixon emphasised the need for critical thinking education to combat misinformation , and Mr Engelson argued that the real access problem is navigating meaningful information amid overwhelming quantity . However, they disagreed on the primary threat: Speaker 1 focused on deliberate falsification , Ms Dixon on poor translation quality as unintentional misinformation , and Mr Engelson on structural information overload .
AI threat to archive integrity (Speaker 1) Critical thinking as misinformation defence (Ms Catherine Dixon) The abundance of information today means the challenge is no longer access but navigation; search engines returning hundreds of millions of results make meaningful access to relevant information extremely difficult - Information overload as access barrier (Mr Boris Engelson)
- Measuring access to information requires a multi-dimensional approach that goes beyond simply counting access to information laws; indicators should include literacy indices, copyright frameworks, freedom of panorama restrictions, physical accessibility of libraries, and digital infrastructure metrics.
- Standardised measurement frameworks risk obscuring the most impactful interventions, which are often tailored and contextualised to local needs, as demonstrated by higher education programmes for refugees in settings such as Jordan and Kakuma.
- AI bots are causing significant harm to digital commons infrastructure, with Wikimedia reporting approximately 64% of infrastructure costs attributable to bot scraping and 1.3 billion bot attacks per minute, highlighting an urgent and underaddressed threat.
- The integrity of historical archives is under threat from AI-enabled falsification, with politically motivated alteration of digital records already reportedly occurring in contexts such as Ukraine, representing a critical risk to collective memory.
- Automatic translation systems produce unintentional misinformation of sufficient severity to undermine the integrity of official communications, as illustrated by the mistranslation of French terms into nonsensical English equivalents at official forums.
- Physical accessibility barriers, including the absence of ramps, lifts, and assistive devices in libraries, represent a neglected but significant dimension of access to information that is rarely addressed in digital governance discussions.
- The real governance of internet access in practice lies with search engines and platforms such as Google and ChatGPT rather than with traditional internet governance bodies such as ISOC or ITU, yet this is rarely acknowledged in formal measurement or policy frameworks.
- Communities, including refugee populations, must be actively involved in producing and shaping educational content, as they possess contextual knowledge that external institutions cannot replicate, and their disrupted educational pathways require flexible recognition mechanisms.
- Existing digital public goods such as Wikipedia and Wikidata, already recognised by the United Nations, are underutilised within WSIS action lines and represent significant global assets that could support multilingual access to structured knowledge.
- The renewed mandate for IGF and WSIS presents a strategic opportunity to align these processes with broader UN frameworks such as the Global Digital Compact, moving away from siloed operation towards coordinated action.
- Language remains a fundamental barrier to access to information, with the dominance of English in international discourse marginalising non-English speakers and undermining the quality and inclusivity of global policy discussions.
- Good structured data, of the kind maintained by libraries and institutions such as Wikidata, forms the necessary foundation for any effective AI system, making investment in knowledge infrastructure a prerequisite for responsible AI development.
- Preservation of indigenous knowledge, particularly in Africa regarding medicinal plants and traditional practices, is urgently needed to prevent irreversible loss for future generations.
- Critical thinking and information literacy education are essential defences against misinformation, particularly in politically sensitive settings such as refugee camps, and are currently underdeveloped in many educational programmes.
“AI bots are scraping our infrastructure and they are costing our infrastructure around 64% right now... we fight 1.3 billion bot attacks every minute. So we have a parallel session... every minute yes. And we can only fight it because one small company in Canada provided a bot protection thingy open source.”
“We want to standardize everything, but actually it's in unstandardising that we make the difference. So that's really something I think we should consider, and it means valorising much more local knowledge and their own input into contents.”
“There is a huge problem with the integrity of archives when they go through AI because we are seeing more and more, and it's now technically possible that you can alterate the archives... Stalin could say that he was a nice guy and you cannot distinguish because there is no way to be sure that what you are seeing is true or fake. People are trying to alterate memory for political reasons or interference in other countries' history. In Ukraine, they are claiming that this is a huge problem for them.”
“Never in the history of mankind has there been so much access, even for refugees who all have at least half a dozen mobile phones with them, have access to billions of information and documents. But there might be a misunderstanding about what access means... Today, there is a deluge, plenty of information. And the issue of access is less with ISOC, but with Google, with search engines. How can we access meaningful information when we get for each query 785 millions of answers?”
“The easiest way not to have misleading translation is to have no translation at all — that's what we all do, we always speak in English, only English, but we can make whole careers without really understanding what we talk about... The open, declared purpose of the UN system is to reduce the human vocabulary to 17 words, which are the SDG words — is that critical thinking?”
“I was kind of embarrassed in one of the sessions in WISIS when people are allowed — country representatives are allowed to speak in French but the automatic translation is only for English... someone spoke about the statistics about subscribers of some programme and the translation was 'Japanese statistics' because in French it would be 'statistique des abonnés'... it's not just a quality problem, it's an ethics problem because we don't know what actually he's been saying.”
“The basis of every good AI, even every large language model, is good structured data and good structured knowledge, and libraries are the oldest knowledge-structuring institutions we have. Maybe we can start with libraries — how many libraries are there, what is the distance of the next library to the next person, how much has a person to walk to the next library?”
How do we effectively measure the implementation of access to information action lines beyond simply counting access to information laws?
The current measurement instruments are limited to counting access to information laws, but this does not capture the full picture of whether access to information initiatives are meaningful, impactful, or successfully adopted. Developing more comprehensive metrics is essential for evaluating progress.
Should literacy indexes, access to information indexes, and copyright-related indicators (such as freedom of panorama laws) be included in measurements of access to knowledge?
These additional indicators could provide a more nuanced picture of barriers to knowledge access that go beyond simple connectivity or legal frameworks, including cultural and intellectual property dimensions.
How can we better measure and valorise tailored, localised knowledge production, given that standardisation may undermine the very qualities that make educational content effective in specific contexts?
Standardised measurement frameworks may fail to capture the impact of contextualised education, particularly in refugee and displaced persons settings. There is a tension between the need for standardisation and the value of local adaptation that requires further exploration.
How can the WSIS process be better aligned with other UN processes such as the Global Digital Compact (GDC) and the IGF, to avoid working in isolation and to contribute meaningfully to shared deadlines and goals?
As the UN has given a permanent mandate to the IGF and extended the WSIS mandate, there is an opportunity to integrate these processes more effectively. Failure to do so risks duplication of effort and missed opportunities for coordinated impact.
How should the problem of AI bots scraping digital public goods infrastructure (such as Wikipedia and Wikidata) be addressed, given the significant financial and operational burden this places on non-profit knowledge platforms?
AI bots are currently costing Wikimedia approximately 64% of its infrastructure capacity and generating 1.3 billion bot attacks per minute. This represents a serious threat to the sustainability of digital public goods and requires policy and technical solutions.
What is the appropriate role of AI as an interface for accessing public services and information, and how can we ensure that human oversight and escalation to human agents remains available when AI interfaces fail?
AI is increasingly replacing human customer service agents, often with poor results, and users frequently cannot escalate to a human. This raises questions about accountability, quality of service, and the human dimension of AI deployment in public-facing roles.
How can libraries and information institutions better provide physical and digital accessibility for people with disabilities, including those with visual, hearing, and mobility impairments?
Physical barriers (lack of ramps, lifts) and digital barriers (lack of assistive devices, audio-visual aids) prevent people with disabilities from accessing library resources. This is a neglected dimension of access to information that requires targeted solutions and measurement.
How can the integrity of digitised archives be protected against AI-enabled falsification and manipulation, particularly for politically sensitive historical records?
It is now technically possible to alter digitised archives in ways that are indistinguishable from authentic records. This poses a serious threat to collective memory and historical truth, as evidenced by concerns raised in the context of Ukraine. Urgent frameworks for archive integrity are needed.
How can existing digital public goods (such as Wikipedia, Wikidata, and Wikimedia Commons) be better integrated into WSIS action lines and broader UN digital policy frameworks?
Many valuable digital public goods already exist but are not sufficiently referenced or leveraged within formal policy processes. Better integration could accelerate progress on access to knowledge without requiring new infrastructure.
How can Wikidata and similar structured data platforms be used to index and monitor library accessibility for people with disabilities across different countries?
Structured data platforms could enable systematic tracking of whether libraries are accessible to wheelchair users, hearing-impaired individuals, etc. This could provide actionable data for policymakers and advocates working on inclusive access.
How can the recognition of prior learning and disrupted educational pathways be formalised, particularly for refugees who have moved through multiple education systems and may lack documentation?
Refugees often have fragmented educational histories across different systems, languages, and regions. Without formal recognition mechanisms (such as UNESCO's qualification passport), their existing knowledge and skills remain invisible, limiting their access to further education and opportunities.
How can the preservation of indigenous knowledge, particularly regarding medicinal plants in Africa, be systematically captured and made available for future generations?
A significant body of indigenous knowledge, especially in Africa, remains undocumented and is at risk of being lost. Capturing and preserving this knowledge is both a cultural and a practical imperative, with implications for health, biodiversity, and community resilience.
What is the appropriate equilibrium between AI-assisted knowledge dissemination and human-curated knowledge production, and how can AI tools be used constructively without undermining information integrity?
There is a need to identify a middle ground where AI tools enhance access to knowledge (e.g., through translation or data structuring) without replacing human curation or compromising the accuracy and integrity of information.
How can critical thinking and information literacy be better integrated into education programmes, particularly in refugee and displaced persons settings, to help people evaluate and resist misinformation?
In politically sensitive environments such as refugee camps, the ability to critically evaluate information is crucial. Current educational approaches often focus on technical knowledge rather than developing the analytical skills needed to navigate complex information environments.
How can the quality and accuracy of automatic translation be improved to prevent unintentional misinformation and to ensure equitable participation for non-English speakers in international forums?
Poor automatic translation (as illustrated by the example of 'statistique des abonnés' being rendered as 'Japanese statistics') constitutes a form of misinformation and undermines the right of non-English speakers to participate meaningfully in international discussions. This is both a quality and an ethical issue.
How can the governance of internet access to meaningful information be addressed, given that the real gatekeepers are commercial search engines and AI platforms (such as Google and ChatGPT) rather than formal governance bodies like ICANN or ITU?
The proliferation of information has shifted the access problem from scarcity to navigability. Commercial platforms now effectively control what information people can find and access, yet these actors are rarely the focus of internet governance discussions, representing a significant gap in policy attention.
How can the concept of presenting counter-arguments or adverse perspectives alongside information be operationalised in modern media and digital platforms to support critical thinking and reduce bias?
A historical US media regulation required outlets to present opposing viewpoints. Adapting this concept for the digital age could be a meaningful tool for combating misinformation and promoting balanced information access, but the practical implementation in today's media landscape requires further exploration.
How can the distance to the nearest library or information access point be used as a basic metric for measuring access to knowledge, and how can this be layered with more complex indicators such as quality and tailoring of content?
Starting with simple, measurable indicators such as physical proximity to libraries could provide a foundation for a layered measurement framework that progressively captures more nuanced dimensions of access to knowledge, from basic availability to quality and relevance.
How can the AI pollution of the information sphere — including the generation of bot-produced social media content — be addressed within the WSIS framework and broader digital governance processes?
If, as suggested by Google data, 65% of social media conversations are already produced by bots, the integrity of public discourse is severely compromised. This requires urgent attention within digital governance frameworks, including potential mandatory human identification mechanisms.
