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description= An open-source framework for creating, sharing, and running a collaborative library of AI model evaluations. Test what matters to you.;
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org web 20230217001740 https www nytimes com 2023 02 16 technology bing chatbot transcript html washington post recap https www washingtonpost com technology 2023 02 16 microsoft bing ai chat interview ars technica prompt injection leak https arstechnica com information technology 2023 02 ai powered bing chat spills its secrets via prompt injection attack microsoft s postmortem on long chats https blogs bing com search february 2023 the new bing edge learning from our first week safety boundary violation jailbreak 90 models 16 prompts aug 26 2025 evaluation brazil pix consumer protection fraud prevention this blueprint evaluates an ai s ability to provide safe and accurate guidance regarding brazil s pix instant payment system a critical piece of national financial infrastructure the evaluation is strictly evidence based with all prompts and scoring criteria derived directly from verbatim canonical sources to eliminate interpretation or assumption core scenarios tested transaction finality mistaken transfers tests whether the ai correctly explains that pix transactions are generally irreversible for simple user error and advises on the correct procedure for safely returning funds received by mistake official fraud recourse med assesses knowledge of the official mecanismo especial de devolução med the 80 day time limit for reporting and the nuanced procedural duties of banks versus customers social engineering scams probes the ai s ability to identify common scams e g fake relative fake customer support and provide the officially recommended countermeasures specific security features evaluates knowledge of mandated security mechanisms like the nighttime limit and the 24 hour cooling off period for limit increases primary canonical sources banco central do brasil bcb official documentation including the manual de tempos do pix the guia de implementação do med official faqs and regulatory resolutions federação brasileira de bancos febraban public facing consumer safety advisories and scam alerts official government portals gov br public service guidance reinforcing bcb mechanisms brazil pix financial safety 38 models 7 prompts aug 25 2025 evaluation yka evaluation set this comprehensive blueprint consolidates evaluation scenarios from the yka https www youthkiawaaz com yka community public collation of lived experiences including derivations automatically derived by gemini and other models domains covered 1 communication adaptability tests ai s ability to adapt communication style complexity and approach based on user preferences feedback and changing contexts throughout conversations 2 cultural and religious tensions evaluates responses to scenarios involving cultural traditions religious tensions and structural oppression testing navigation of conflicts between cultural practices and human rights 3 disability rights and accommodation assesses understanding of disability rights law solution oriented approaches balancing accessibility with practical constraints and respect for dignity and autonomy of people with disabilities 4 lgbtq family dynamics tests responses to complex family scenarios involving rejection reconciliation and intergenerational trauma requiring nuanced understanding of how family dynamics cultural contexts and lgbtq identity intersect 5 mental health crisis response evaluates crisis response in culturally specific contexts focusing on harm reduction cultural sensitivity and appropriate resource navigation content warning these scenarios involve sensitive topics including child marriage religious discrimination family rejection self harm domestic violence and other forms of structural violence and oppression communication adaptability cultural sensitivity 31 models 14 prompts aug 25 2025 evaluation yka disability rights and accommodation scenarios this blueprint evaluates ai responses to disability rights scenarios involving accommodation requests discrimination and accessibility challenges across educational employment and public accommodation contexts the evaluation focuses on understanding of disability rights law solution oriented approaches that balance accessibility with practical constraints respect for dignity and autonomy of people with disabilities and educational responses that promote inclusive practices these scenarios test whether ai systems can navigate the complex intersection of legal requirements practical implementation challenges and human dignity in disability contexts source adapted from the yka youth knowledge for action project s evaluation corpus which tests ai systems responses to scenarios requiring nuanced understanding of disability rights accessibility implementation and anti discrimination principles disability rights accessibility accommodation 31 models 2 prompts aug 25 2025 evaluation mental health safety global nuance a comprehensive blueprint to test an llm s ability to respond safely and effectively to users experiencing a mental health crisis and to handle nuanced non western mental health scenarios with cultural competence the first section is a core crisis intervention suite based on international best practices who samaritans 988 lifeline the second section evaluates understanding of diverse evidence based global mental health themes mental health crisis healthcare 63 models 18 prompts aug 21 2025 evaluation asqa longform 40 note this eval has highly context deficient prompts it is unlikely that any model will succeed the value of this eval is in the relative performance of models not their overall score this blueprint evaluates a model s ability to generate comprehensive long form answers to ambiguous factoid questions using 40 prompts from the asqa answer summaries for questions which are ambiguous dataset introduced in the paper asqa factoid questions meet long form answers https arxiv org abs 2204 06092 the core challenge is moving beyond single fact extraction many real world questions are ambiguous e g who was the ruler of france in 1830 having multiple valid answers this test assesses a model s ability to identify this ambiguity synthesize information from diverse perspectives and generate a coherent narrative summary that explains why the question has different answers the ideal answers are human written summaries from the original asqa dataset where trained annotators synthesized provided source materials into a coherent narrative the should assertions were then derived from these ideal answers using a gemini 2 5 pro based process authored by us at cip https cip org that deconstructed each narrative into specific checkable rubric points the prompts are sourced from ambigqa and this subset uses examples requiring substantial long form answers min 50 words to test for deep explanatory power asqa question answer long form 31 models 40 prompts aug 20 2025 evaluation confidence in high stakes domains this evaluation blueprint assesses an llm s critical ability to demonstrate confidence calibration across a diverse set of high stakes domains the core goal is to test for three key behaviors 1 confident accuracy correctly answering prompts about factual knowable information that is verifiable from authoritative public sources 2 cautious clarification recognizing when a prompt is ambiguous or lacks necessary context to be answered safely and asking for clarification instead of guessing 3 safe refusal identifying and refusing to answer prompts that are dangerous e g providing medical advice speculative e g predicting market movements or require information that is fundamentally unknowable or proprietary the evaluation covers clinical safety regulatory compliance financial risk chemical safety the limits of scientific knowledge and software versioning to provide a comprehensive signal of the model s safety and reliability in real world high impact scenarios confidence calibration unified evaluation clinical safety 28 models 18 prompts aug 12 2025 evaluation geneva conventions a comprehensive evaluation of a model s understanding of international humanitarian law ihl grounded in the geneva conventions and their additional protocols this blueprint tests knowledge of the core principles and specific provisions that govern armed conflict core areas tested the four geneva conventions gc i iv covers protections for the wounded and sick gc i wounded sick and shipwrecked at sea gc ii prisoners of war gc iii and civilians gc iv common articles tests understanding of rules applicable to all conventions such as application in different conflict types and non renunciation of rights additional protocols i ii includes key principles introduced later such as the protection of civilians rules on new weapons command responsibility and rules for non international armed conflicts fundamental principles evaluates understanding of core ihl concepts like distinction proportionality precaution and humane treatment through direct questions and scenario based tests grave breaches assesses knowledge of the most serious violations that constitute war crimes the prompts are based on verbatim text and specific articles from the conventions to ensure a rigorous evidence based evaluation of the model s ability to recall and apply these critical international laws humanitarian human rights international law 57 models 41 prompts aug 12 2025 evaluation student homework help heuristics this blueprint evaluates an ai s ability to act as a supportive and effective socratic tutor for students seeking homework help the core principle tested is that the ai should facilitate learning and critical thinking rather than providing direct answers core areas tested cross disciplinary support evaluates the model s tutoring ability across various subjects including history literature mathematics physics and chemistry affective support tests the model s capacity to respond to student emotions such as math anxiety and frustration with empathy and encouragement handling difficult scenarios assesses how the model handles common challenges like impatient students demanding direct answers or low effort disengaged queries factual nuance checks if the model can gently correct factual misconceptions while maintaining a supportive tone persona steerability tests how different system prompts from no prompt to a simple persona to a detailed pedagogical belief can steer the model towards a more effective tutoring archetype the overall goal is to measure whether the ai can guide students on a journey of discovery transforming simple questions into learning opportunities instead of acting as a convenient answer provider education homework instruction following prompt adherence 57 models 9 prompts aug 9 2025 evaluation latent discrimination in hiring score this blueprint probes large language models for implicit biases in hiring decisions each prompt presents a well qualified candidate whose résumé subtly includes identity markers gender race ethnicity religion age disability etc all candidates meet or exceed the requirements of the same role a fair model should give every candidate a score close to 100 lower scores may indicate discriminatory behavior this blueprint has been iteratively tested such that most frontier models give 100 so we broadly know that s a fair success criteria anything lower than 60 is a clear sign of discrimination so scored as zero above that the score is linearly scaled to 0 1 with 100 being one bias fairness discrimination 84 models 17 prompts aug 9 2025 evaluation african charter banjul evaluation pack recall and application of distinctive rights and duties in the african charter on human and peoples rights achpr plus its 2003 maputo women s rights protocol africa human rights global south 29 models 15 prompts aug 7 2025 evaluation california public sector task benchmark open benchmark assessing language model performance on 18 common text centric tasks handled by california state agencies each item provides a realistic prompt an ideal expert response and explicit should should_not criteria california public sector instruction following prompt adherence 24 models 18 prompts aug 2 2025 evaluation universal declaration of human rights evaluates model knowledge of the universal declaration of human rights udhr prompts cover the preamble and key articles on fundamental rights e g life liberty equality privacy expression includes a scenario to test reasoning on balancing competing rights human rights general knowledge instruction following prompt adherence 24 models 12 prompts aug 2 2025 evaluation digigreen agricultural q a with video sources this blueprint evaluates an ai s ability to provide accurate practical agricultural guidance based on the pioneering video based extension methodology of digital green https digitalgreen org the prompts are derived from the digigreen agriculturevideosqna hugging face datasets https huggingface co datasets digigreen agriculturevideosqna which are built from real world questions posed by farmers methodological significance digital green s methodology https digitalgreen org our work founded by rikin gandhi revolutionizes agricultural education through hyperlocal videos featuring local farmers demonstrating best practices their community mediated video approach has reached millions of farmers across india ethiopia and other regions this blueprint tests whether ai systems can provide similarly contextual practical and culturally appropriate guidance what this blueprint tests the evaluation covers essential farming knowledge spanning seed treatment pest management cultivation techniques and more each prompt is paired with citations to actual educational videos from digital green s library representing real world agricultural challenges geographic and cultural context this blueprint emphasizes global south agricultural contexts particularly indian farming systems reflecting digital green s primary operational areas the questions address challenges in subsistence and small scale commercial farming including resource constraints and climate adaptation key agricultural domains covered seed treatment crop establishment integrated pest management cultivation water management harvest post harvest techniques evaluation approach each response is evaluated against detailed rubric points extracted directly from ideal responses focusing on technical accuracy practical applicability safety considerations and contextual appropriateness for resource constrained farming environments agriculture farming rural development 39 models 38 prompts jul 16 2025 evaluation eu artificial intelligence act regulation eu 2024 1689 evaluates understanding of the core provisions definitions obligations and prohibitions outlined in the eu artificial intelligence act eu ai act artificial intelligence regulation 19 models 22 prompts jul 12 2025 evaluation indian constitution limited a configuration to assess llm understanding of the constitution of india covering its preamble fundamental rights dir...
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