--- id: "/evaluation/beginner/page/4/" title: "Evaluation for beginner learners · page 4" creator: null creator_url: null creator_x: null url: "https://skillissue.dev/evaluation/beginner/page/4/" level: null level_max: null category: null subcategory: null region: null license: null license_scope: null access: null models: null source_date: null date_added: null resource_kind: null verification_basis: null access_evidence: null domain_top: null domain_sub: null last_verified: null --- # Evaluation for beginner learners [Beginner](/evaluation/beginner/index.md) [Intermediate](/evaluation/intermediate/index.md) [Advanced](/evaluation/advanced/index.md) [Expert](/evaluation/expert/index.md) 420 resources · page 4 of 14 - ### [CyberGym](/evaluation/benchmarks-and-leaderboards/cybergym/index.md) Creator not supplied; see original source. Berkeley CyberGym GitHub repo: evaluation of AI agents on real software vulnerabilities. Not applicable (entity) · unknown · unknown resource · en - ### [CyberSecEval 4](/evaluation/benchmarks-and-leaderboards/cyberseceval/index.md) Creator not supplied; see original source. Meta CyberSecEval 4 documentation: open benchmarks for cybersecurity risks and capabilities of LLMs. Not applicable (entity) · unknown · unknown resource · en - ### [Cyberspace Administration of China (网信办)](/evaluation/benchmarks-and-leaderboards/cyberspace-administration-of-china/index.md) Creator not supplied; see original source. Cyberspace Administration of China official site: regulator publishing China's internet and AI rules. Not applicable (entity) · unknown · unknown resource · zh - ### [D4RL](/evaluation/benchmarks-and-leaderboards/d4rl/index.md) Creator not supplied; see original source. Farama D4RL GitHub repo: reference environments and datasets for offline reinforcement learning. Not applicable (entity) · unknown · unknown resource · en - ### [data.gouv.fr "IA culturelles"](/evaluation/benchmarks-and-leaderboards/data-gouv-fr-ia-culturelles/index.md) 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. Not applicable (entity) · unknown · unknown resource · fr - ### [SuperCLUE benchmark results (DataLearner)](/evaluation/benchmarks-and-leaderboards/datalearner-superclue-mirror/index.md) Creator not supplied; see original source. DataLearner page mirroring SuperCLUE Chinese LLM leaderboard scores across releases. Not applicable (entity) · unknown · unknown resource · zh - ### [DeepEval](/evaluation/benchmarks-and-leaderboards/deepeval/index.md) Creator not supplied; see original source. Confident AI DeepEval GitHub repo: framework for unit-testing and evaluating LLM outputs with metrics. Not applicable (entity) · unknown · unknown resource · en - ### [Lapa LLM developers have created a leaderboard comparing AI models (dev.ua)](/evaluation/benchmarks-and-leaderboards/dev-ua-on-the-ukrainian-leaderboard-2025-12-23/index.md) Creator not supplied; see original source. dev.ua report on a leaderboard ranking LLMs on Ukrainian language skill, by the Lapa LLM developers. Not applicable (entity) · unknown · unknown resource · en|uk - ### [DocVQA](/evaluation/benchmarks-and-leaderboards/docvqa/index.md) Creator not supplied; see original source. DocVQA site: document visual question answering challenges and datasets built from real document images. Not applicable (entity) · unknown · unknown resource · en - ### [DPG-Bench (TencentQQGYLab/ELLA)](/evaluation/benchmarks-and-leaderboards/dpg-bench/index.md) Creator not supplied; see original source. TencentQQGYLab ELLA GitHub repo: LLM-equipped diffusion models and the DPG-Bench dense prompt benchmark. Not applicable (entity) · unknown · unknown resource · en - ### [DREAM Challenges](/evaluation/benchmarks-and-leaderboards/dream-challenges/index.md) Creator not supplied; see original source. Sage Bionetworks page for DREAM Challenges: community biomedical challenges with held-out data and evaluation protocols. Not applicable (entity) · unknown · unknown resource · en - ### [DreamBench++](/evaluation/benchmarks-and-leaderboards/dreambench/index.md) Creator not supplied; see original source. DreamBench++ project page: a human-aligned benchmark for personalised, subject-driven image generation. Not applicable (entity) · unknown · unknown resource · en - ### [EditBench](/evaluation/benchmarks-and-leaderboards/editbench/index.md) Creator not supplied; see original source. Google Research page for Imagen Editor and EditBench, a benchmark for text-guided image inpainting with human evaluation. Not applicable (entity) · unknown · unknown resource · en - ### [EgoSchema](/evaluation/benchmarks-and-leaderboards/egoschema/index.md) Creator not supplied; see original source. EgoSchema site: long-form egocentric video question answering for testing long-range video understanding. Not applicable (entity) · unknown · unknown resource · en - ### [EleutherAI LM Evaluation Harness](/evaluation/eval-harnesses/eleutherai-lm-evaluation-harness/index.md) Creator not supplied; see original source. EleutherAI lm-evaluation-harness GitHub repo: framework for few-shot evaluation of language models on many benchmarks. Not applicable (entity) · unknown · unknown resource · en - ### [encodechka](/evaluation/benchmarks-and-leaderboards/encodechka/index.md) Creator not supplied; see original source. encodechka GitHub repo: benchmark of Russian sentence encoders across tasks, with a results table. Not applicable (entity) · unknown · unknown resource · en - ### [Epoch AI Benchmarking Hub](/evaluation/benchmarks-and-leaderboards/epoch-ai-benchmarking-hub/index.md) Creator not supplied; see original source. Epoch AI Benchmarking Hub: results of AI models on challenging benchmarks, run by Epoch and others, with methods. Not applicable (entity) · unknown · unknown resource · en - ### [HealthBench Professional: Benchmark review (Epoch AI)](/evaluation/benchmarks-and-leaderboards/epoch-ai-healthbench-professional-review/index.md) Creator not supplied; see original source. Epoch AI review of HealthBench Professional, auditing sampled tasks for errors and assessing the benchmark's reliability. Not applicable (entity) · unknown · unknown resource · en - ### [EU AI Office](/evaluation/benchmarks-and-leaderboards/eu-ai-office/index.md) Creator not supplied; see original source. European Commission page on the EU AI Office, which supervises general-purpose AI models under the EU AI Act. Not applicable (entity) · unknown · unknown resource · en - ### [EuroEval/EuroEval](/evaluation/benchmarks-and-leaderboards/euroeval/index.md) Creator not supplied; see original source. EuroEval GitHub repo: a benchmarking framework for language models across European languages, with reproducible datasets. Not applicable (entity) · unknown · unknown resource · en - ### [EuroEval](/evaluation/benchmarks-and-leaderboards/euroeval-ex-scandeval/index.md) Creator not supplied; see original source. EuroEval: benchmark and leaderboards for language models across 30+ European languages. Not applicable (entity) · unknown · unknown resource · mul - ### [EuroEval HF org](/evaluation/benchmarks-and-leaderboards/euroeval-hf-org/index.md) Creator not supplied; see original source. EuroEval Hugging Face organisation hosting European language model evaluation datasets and results. Not applicable (entity) · unknown · unknown resource · mul - ### [European LLM Leaderboard (Eurolingua)](/evaluation/benchmarks-and-leaderboards/eurolingua-european-llm-leaderboard-ex-opengpt-x/index.md) Creator not supplied; see original source. Eurolingua European LLM Leaderboard Hugging Face Space: model results on benchmarks in European languages. Not applicable (entity) · unknown · unknown resource · eu|mul - ### [EvalCrafter](/evaluation/benchmarks-and-leaderboards/evalcrafter/index.md) Creator not supplied; see original source. EvalCrafter project page: a framework for evaluating text-to-video models with automatic metrics and human ratings. Not applicable (entity) · unknown · unknown resource · en - ### [EvalPlus](/evaluation/benchmarks-and-leaderboards/evalplus/index.md) Creator not supplied; see original source. EvalPlus site: HumanEval+ and MBPP+ with extended test cases for more accurate evaluation of code LLMs. Not applicable (entity) · unknown · unknown resource · en - ### [EvalScope](/evaluation/benchmarks-and-leaderboards/evalscope/index.md) Creator not supplied; see original source. ModelScope EvalScope GitHub repo: framework for evaluating model quality and inference performance. Not applicable (entity) · unknown · unknown resource · zh - ### [FAR.AI AI Security Leaderboard](/evaluation/benchmarks-and-leaderboards/far-ai-ai-security-leaderboard/index.md) Creator not supplied; see original source. FAR.AI AI Security Leaderboard comparing model safeguards against a taxonomy of attacks with a published methodology. Not applicable (entity) · unknown · unknown resource · en - ### [FinanceBench](/evaluation/benchmarks-and-leaderboards/financebench/index.md) Creator not supplied; see original source. FinanceBench GitHub repo from Patronus AI: open-book financial question answering over public company filings. Not applicable (entity) · unknown · unknown resource · en - ### [FinanceBench (Patronus AI)](/evaluation/benchmarks-and-leaderboards/financebench-patronus-ai/index.md) Creator not supplied; see original source. Patronus AI announcement of FinanceBench, question answering over public financial filings to measure LLM failures. Not applicable (entity) · unknown · unknown resource · en - ### [FlagEval](/evaluation/benchmarks-and-leaderboards/flageval/index.md) Creator not supplied; see original source. BAAI FlagEval GitHub repo: large model evaluation system covering many models and tasks. Not applicable (entity) · unknown · unknown resource · zh - ### [FlagEval (BAAI)](/evaluation/benchmarks-and-leaderboards/flageval-baai/index.md) Creator not supplied; see original source. FlagEval: Beijing Academy of Artificial Intelligence platform for evaluating large models. Not applicable (entity) · unknown · unknown resource · en - ### [Flames](/evaluation/benchmarks-and-leaderboards/flames/index.md) Creator not supplied; see original source. Flames GitHub repo: an adversarial Chinese benchmark of prompts on fairness, safety, morality, legality and data protection. Not applicable (entity) · unknown · unknown resource · zh [Previous page](/evaluation/beginner/page/3/index.md) [Next page](/evaluation/beginner/page/5/index.md) [Plain-text Markdown copy](/evaluation/beginner/page/4/index.md)