--- id: "/evaluation/beginner/page/6/" title: "Evaluation for beginner learners · page 6" creator: null creator_url: null creator_x: null url: "https://skillissue.dev/evaluation/beginner/page/6/" 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 6 of 14 - ### [ImageNet](/evaluation/benchmarks-and-leaderboards/imagenet/index.md) Creator not supplied; see original source. ImageNet site: the large-scale image classification dataset behind the ImageNet challenge, with download access. Not applicable (entity) · unknown · unknown resource · en - ### [ImageReward](/evaluation/benchmarks-and-leaderboards/imagereward/index.md) Creator not supplied; see original source. ImageReward GitHub repo (NeurIPS 2023): human preference reward model and data for text-to-image evaluation. Not applicable (entity) · unknown · unknown resource · en - ### [ImgEdit](/evaluation/benchmarks-and-leaderboards/imgedit/index.md) Creator not supplied; see original source. ImgEdit GitHub repo from PKU: image-editing dataset and benchmark for evaluating instruction-based editing models. Not applicable (entity) · unknown · unknown resource · en - ### [INCLUDE](/evaluation/benchmarks-and-leaderboards/include/index.md) Creator not supplied; see original source. Cohere Labs INCLUDE dataset: questions from local academic and professional exams in 44 languages for regional knowledge evaluation. Not applicable (entity) · unknown · unknown resource · mul - ### [IndicGLUE](/evaluation/benchmarks-and-leaderboards/indicglue/index.md) Creator not supplied; see original source. AI4Bharat IndicGLUE page: natural-language-understanding benchmark for Indian languages with tasks and datasets. Not applicable (entity) · unknown · unknown resource · mul - ### [IndoMMLU](/evaluation/benchmarks-and-leaderboards/indommlu/index.md) Creator not supplied; see original source. IndoMMLU dataset: questions from Indonesian school exams for evaluating language models on local knowledge. Not applicable (entity) · unknown · unknown resource · id - ### [IndoNLU](/evaluation/benchmarks-and-leaderboards/indonlu/index.md) Creator not supplied; see original source. IndoNLU GitHub repo: Indonesian natural-language-understanding benchmark with tasks, pretrained models and starter code. Not applicable (entity) · unknown · unknown resource · en - ### [InfiniteBench](/evaluation/benchmarks-and-leaderboards/infinitebench/index.md) Creator not supplied; see original source. InfiniteBench GitHub repo: long-context tasks beyond 100K tokens for evaluating language models. Not applicable (entity) · unknown · unknown resource · en - ### [Inspect Evals](/evaluation/benchmarks-and-leaderboards/inspect-evals/index.md) Creator not supplied; see original source. UK AISI inspect_evals GitHub repo: collection of evaluations implemented for the Inspect AI framework. Not applicable (entity) · unknown · unknown resource · en - ### [Inspect (UK AISI)](/evaluation/benchmarks-and-leaderboards/inspect-uk-aisi/index.md) Creator not supplied; see original source. UK AI Security Institute's Inspect: open-source framework for LLM evaluations with tools, sandboxes, scorers and logs. Not applicable (entity) · unknown · unknown resource · en - ### [IPA press release: AI safety evaluation demonstration and environment report meeting](/evaluation/benchmarks-and-leaderboards/ipa-press-release-aisi-tf-meeting-2026-10-09/index.md) Creator not supplied; see original source. IPA press release in Japanese on a briefing about AI safety evaluation trials and its open evaluation environment. Not applicable (entity) · unknown · unknown resource · ja - ### [IrokoBench](/evaluation/benchmarks-and-leaderboards/irokobench/index.md) Creator not supplied; see original source. Masakhane IrokoBench collection on Hugging Face: human-translated NLI, MMLU and math tasks in 16 African languages. Not applicable (entity) · unknown · unknown resource · en - ### [ISP RAS Trusted AI Research Center](/evaluation/benchmarks-and-leaderboards/isp-ras-trusted-ai-research-center/index.md) Creator not supplied; see original source. ISP RAS research center for trustworthy AI: unit of the Russian Academy of Sciences' Institute for System Programming. Not applicable (entity) · unknown · unknown resource · ru - ### [JailbreakBench](/evaluation/benchmarks-and-leaderboards/jailbreakbench/index.md) Creator not supplied; see original source. JailbreakBench site: benchmark and leaderboard tracking jailbreak attacks and defences on LLMs with a fixed set of behaviours. Not applicable (entity) · unknown · unknown resource · en - ### [Japan AI Safety Institute](/evaluation/benchmarks-and-leaderboards/japan-ai-safety-institute/index.md) Creator not supplied; see original source. Japan AI Safety Institute: government body developing AI safety evaluation methods, guides and standards. Not applicable (entity) · unknown · unknown resource · ja - ### [米OpenAI社とMOCを締結しました (Japan AISI)](/evaluation/benchmarks-and-leaderboards/japan-aisi-openai-moc-2026-05-29/index.md) Creator not supplied; see original source. Japan AISI announcement (May 2026): memorandum of cooperation signed with OpenAI. Not applicable (entity) · unknown · unknown resource · ja - ### [JGLUE](/evaluation/benchmarks-and-leaderboards/jglue/index.md) Creator not supplied; see original source. JGLUE GitHub repo from Yahoo Japan: Japanese general language understanding benchmark built natively in Japanese. Not applicable (entity) · unknown · unknown resource · ja - ### [JudgeBench](/evaluation/benchmarks-and-leaderboards/judgebench/index.md) Creator not supplied; see original source. JudgeBench GitHub repo: benchmark for evaluating LLM-based judges on verifiable response-comparison tasks. Not applicable (entity) · unknown · unknown resource · en - ### [Kazakh LLM leaderboard](/evaluation/benchmarks-and-leaderboards/kazakh-llm-leaderboard/index.md) Creator not supplied; see original source. Kaz LLM Leaderboard Hugging Face Space: Kazakh-language benchmark results with model submissions. Not applicable (entity) · unknown · unknown resource · kk - ### [KazMMLU](/evaluation/benchmarks-and-leaderboards/kazmmlu/index.md) Creator not supplied; see original source. KazMMLU paper: a knowledge benchmark of Kazakhstan-specific questions in Kazakh and Russian for evaluating language models. Not applicable (entity) · unknown · unknown resource · kk|ru - ### [KITTI Vision Benchmark Suite](/evaluation/benchmarks-and-leaderboards/kitti-vision-benchmark-suite/index.md) Creator not supplied; see original source. KITTI Vision Benchmark Suite: real driving data and leaderboards for stereo, optical flow, odometry and object detection. Not applicable (entity) · unknown · unknown resource · en - ### [KLUE](/evaluation/benchmarks-and-leaderboards/klue/index.md) Creator not supplied; see original source. KLUE GitHub repo: Korean natural-language-understanding benchmark with eight tasks and baseline code. Not applicable (entity) · unknown · unknown resource · ko - ### [KMMLU](/evaluation/benchmarks-and-leaderboards/kmmlu/index.md) Creator not supplied; see original source. KMMLU paper: a Korean multitask knowledge benchmark written natively in Korean rather than translated from English MMLU. Not applicable (entity) · unknown · unknown resource · en - ### [KMMLU-Redux and KMMLU-Pro](/evaluation/benchmarks-and-leaderboards/kmmlu-redux-and-kmmlu-pro/index.md) Creator not supplied; see original source. Paper introducing KMMLU-Redux, a corrected version of KMMLU, and KMMLU-Pro, built from Korean professional licensing exams. Not applicable (entity) · unknown · unknown resource · en - ### [KMMLU-Redux / KMMLU-Pro](/evaluation/benchmarks-and-leaderboards/kmmlu-redux-kmmlu-pro/index.md) Creator not supplied; see original source. LG AI Research publication page for KMMLU-Redux and KMMLU-Pro, Korean benchmarks built from professional licensing exams. Not applicable (entity) · unknown · unknown resource · ko - ### [Korea AISI](/evaluation/benchmarks-and-leaderboards/korea-aisi/index.md) Creator not supplied; see original source. Korea AI Safety Institute: government institute for AI safety evaluation, research and international cooperation. Not applicable (entity) · unknown · unknown resource · ko - ### [La Leaderboard](/evaluation/benchmarks-and-leaderboards/la-leaderboard/index.md) Creator not supplied; see original source. La Leaderboard Hugging Face Space: evaluation of LLMs on Spanish and other languages of Spain and Latin America. Not applicable (entity) · unknown · unknown resource · es|ca|eu|gl - ### [LAB-Bench](/evaluation/benchmarks-and-leaderboards/lab-bench-github/index.md) Creator not supplied; see original source. LAB-Bench GitHub repo from FutureHouse: practical biology-research tasks such as literature, sequence and protocol questions. Not applicable (entity) · unknown · unknown resource · en - ### [langfuse/langfuse](/evaluation/benchmarks-and-leaderboards/langfuse-repo/index.md) Creator not supplied; see original source. Langfuse GitHub repo: open-source LLM tracing, evaluation and observability platform. Not applicable (entity) · unknown · unknown resource · en - ### [lechmazur Confabulations](/evaluation/benchmarks-and-leaderboards/lechmazur-confabulations/index.md) Creator not supplied; see original source. lechmazur Confabulations GitHub repo: document-based benchmark measuring how often LLMs hallucinate answers in RAG settings. Not applicable (entity) · unknown · unknown resource · en - ### [LegalBench](/evaluation/benchmarks-and-leaderboards/legalbench/index.md) Creator not supplied; see original source. LegalBench site from Stanford: collaboratively built benchmark of legal-reasoning tasks for evaluating LLMs on US law. Not applicable (entity) · unknown · unknown resource · en - ### [LIBERO](/evaluation/benchmarks-and-leaderboards/libero/index.md) Creator not supplied; see original source. LIBERO project site: robot manipulation task suites in simulation for evaluating knowledge transfer in lifelong robot learning. Not applicable (entity) · unknown · unknown resource · en [Previous page](/evaluation/beginner/page/5/index.md) [Next page](/evaluation/beginner/page/7/index.md) [Plain-text Markdown copy](/evaluation/beginner/page/6/index.md)