Evaluation
Measure model capabilities and application behavior with explicit criteria.
- Benchmarks And Leaderboards (512)
- Eval Harnesses (3)
- Application Evals (2)
- Llm As Judge (1)
- Agent Evals (1)
519 resources · page 4 of 17
CyberGym
Creator not supplied; see original source.
Berkeley CyberGym GitHub repo: evaluation of AI agents on real software vulnerabilities.
CyberSecEval 4
Creator not supplied; see original source.
Meta CyberSecEval 4 documentation: open benchmarks for cybersecurity risks and capabilities of LLMs.
Cyberspace Administration of China (网信办)
Creator not supplied; see original source.
Cyberspace Administration of China official site: regulator publishing China's internet and AI rules.
D4RL
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Farama D4RL GitHub repo: reference environments and datasets for offline reinforcement learning.
data.gouv.fr "IA culturelles"
Creator not supplied; see original source.
data.gouv.fr topic page for the French Ministry of Culture's IA culturelles challenge, linking related open datasets.
SuperCLUE benchmark results (DataLearner)
Creator not supplied; see original source.
DataLearner page mirroring SuperCLUE Chinese LLM leaderboard scores across releases.
DeepEval
Creator not supplied; see original source.
Confident AI DeepEval GitHub repo: framework for unit-testing and evaluating LLM outputs with metrics.
Lapa LLM developers have created a leaderboard comparing AI models (dev.ua)
Creator not supplied; see original source.
dev.ua report on a leaderboard ranking LLMs on Ukrainian language skill, by the Lapa LLM developers.
DocVQA
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DocVQA site: document visual question answering challenges and datasets built from real document images.
DPG-Bench (TencentQQGYLab/ELLA)
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TencentQQGYLab ELLA GitHub repo: LLM-equipped diffusion models and the DPG-Bench dense prompt benchmark.
DREAM Challenges
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Sage Bionetworks page for DREAM Challenges: community biomedical challenges with held-out data and evaluation protocols.
DreamBench++
Creator not supplied; see original source.
DreamBench++ project page: a human-aligned benchmark for personalised, subject-driven image generation.
EditBench
Creator not supplied; see original source.
Google Research page for Imagen Editor and EditBench, a benchmark for text-guided image inpainting with human evaluation.
EgoSchema
Creator not supplied; see original source.
EgoSchema site: long-form egocentric video question answering for testing long-range video understanding.
EleutherAI LM Evaluation Harness
Creator not supplied; see original source.
EleutherAI lm-evaluation-harness GitHub repo: framework for few-shot evaluation of language models on many benchmarks.
encodechka
Creator not supplied; see original source.
encodechka GitHub repo: benchmark of Russian sentence encoders across tasks, with a results table.
Epoch AI Benchmarking Hub
Creator not supplied; see original source.
Epoch AI Benchmarking Hub: results of AI models on challenging benchmarks, run by Epoch and others, with methods.
HealthBench Professional: Benchmark review (Epoch AI)
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Epoch AI review of HealthBench Professional, auditing sampled tasks for errors and assessing the benchmark's reliability.
EU AI Office
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European Commission page on the EU AI Office, which supervises general-purpose AI models under the EU AI Act.
EuroEval/EuroEval
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EuroEval GitHub repo: a benchmarking framework for language models across European languages, with reproducible datasets.
EuroEval
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EuroEval: benchmark and leaderboards for language models across 30+ European languages.
EuroEval HF org
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EuroEval Hugging Face organisation hosting European language model evaluation datasets and results.
European LLM Leaderboard (Eurolingua)
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Eurolingua European LLM Leaderboard Hugging Face Space: model results on benchmarks in European languages.
EvalCrafter
Creator not supplied; see original source.
EvalCrafter project page: a framework for evaluating text-to-video models with automatic metrics and human ratings.
EvalPlus
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EvalPlus site: HumanEval+ and MBPP+ with extended test cases for more accurate evaluation of code LLMs.
EvalScope
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ModelScope EvalScope GitHub repo: framework for evaluating model quality and inference performance.
FAR.AI AI Security Leaderboard
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FAR.AI AI Security Leaderboard comparing model safeguards against a taxonomy of attacks with a published methodology.
FinanceBench
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FinanceBench GitHub repo from Patronus AI: open-book financial question answering over public company filings.
FinanceBench (Patronus AI)
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Patronus AI announcement of FinanceBench, question answering over public financial filings to measure LLM failures.
FlagEval
Creator not supplied; see original source.
BAAI FlagEval GitHub repo: large model evaluation system covering many models and tasks.
FlagEval (BAAI)
Creator not supplied; see original source.
FlagEval: Beijing Academy of Artificial Intelligence platform for evaluating large models.
Flames
Creator not supplied; see original source.
Flames GitHub repo: an adversarial Chinese benchmark of prompts on fairness, safety, morality, legality and data protection.