--- id: "/evaluation-benchmarks/advanced/page/13/" title: "Evaluation & benchmarks for advanced learners · page 13" url: "https://skillissue.dev/evaluation-benchmarks/advanced/page/13/" --- # Evaluation & benchmarks for advanced learners [Beginner](/evaluation-benchmarks/beginner/index.md) [Intermediate](/evaluation-benchmarks/intermediate/index.md) [Advanced](/evaluation-benchmarks/advanced/index.md) [Expert](/evaluation-benchmarks/expert/index.md) 452 resources · page 13 of 15 - ### [VBench](/evaluation/benchmarks-and-leaderboards/vbench/index.md) by [Vchitect](https://vchitect.intern-ai.org.cn/) VBench project page: benchmark suite scoring video generation models on separate quality and alignment dimensions. entity leaderboard West en - ### [VBench-2.0](/evaluation/benchmarks-and-leaderboards/vbench-2-0/index.md) by [Vchitect](https://vchitect.intern-ai.org.cn/) VBench-2.0 project page: video generation benchmark for intrinsic faithfulness, including physics and commonsense consistency. entity benchmark China / International en - ### [VBench Leaderboard (Hugging Face Space)](/evaluation/benchmarks-and-leaderboards/vbench-leaderboard-hf/index.md) by [Vchitect](https://huggingface.co/Vchitect) VBench leaderboard Space: video generation model scores across VBench dimensions, with self-submission. entity leaderboard Singapore/China en - ### [VBench / VBench++ / VBench-2.0](/evaluation/benchmarks-and-leaderboards/vbench-vbench-vbench-2-0/index.md) by [Vchitect](https://vchitect.intern-ai.org.cn/) VBench GitHub repo: evaluation suite for video generation models across many quality and consistency dimensions. entity benchmark Singapore/China (NTU S-Lab + Shanghai AI Lab per memory) en - ### [Vectara Hallucination Leaderboard (HHEM)](/evaluation/benchmarks-and-leaderboards/vectara-hallucination-leaderboard-hhem/index.md) by [Vectara](https://vectara.com) Vectara hallucination leaderboard GitHub repo: hallucination rates of LLMs when summarising documents, scored with HHEM. entity leaderboard US en - ### [Vellum LLM Leaderboard](/evaluation/benchmarks-and-leaderboards/vellum-llm-leaderboard/index.md) by [Vellum](https://vellum.ai/) Vellum LLM leaderboard: compact comparison of models on benchmarks, speed and cost, with an open-source tab. entity leaderboard US en - ### [MME-Benchmarks/Video-MME](/evaluation/benchmarks-and-leaderboards/video-mme/index.md) by [MME Benchmarks](https://github.com/BradyFU/Awesome-Multimodal-Large-Language-Models) Video-MME GitHub repo: benchmark and evaluation resources for multimodal models' understanding of short to long videos. entity benchmark China; international en - ### [Video-MME](/evaluation/benchmarks-and-leaderboards/video-mme-2/index.md) by [Video-MME](https://github.com/Video-MME) Video-MME project site: benchmark for multimodal models on short, medium and long videos with subtitles and audio. entity benchmark China / International en - ### [Video-MME-v2](/evaluation/benchmarks-and-leaderboards/video-mme-v2/index.md) by [Chaoyou Fu et al.](https://orcid.org/0000-0002-0079-7668) Video-MME-v2 paper: a video-understanding benchmark with group-based consistency scoring for multimodal models. entity benchmark China en - ### [Vikhr Arena-Hard (RU) leaderboard](/evaluation/benchmarks-and-leaderboards/vikhr-arena-hard-ru-leaderboard/index.md) by [Vikhr models](https://huggingface.co/Vikhrmodels) Vikhr Arena-Hard Russian leaderboard Hugging Face Space: Russian-language Arena-Hard results for LLMs. entity repo Russia ru - ### [VisualWebArena](/evaluation/benchmarks-and-leaderboards/visualwebarena/index.md) by [Jing Yu Koh (Carnegie Mellon University)](https://jykoh.com/) VisualWebArena project page: benchmark of realistic web tasks where multimodal agents need visual information to succeed. entity benchmark US en - ### [VLMEvalKit](/evaluation/benchmarks-and-leaderboards/vlmevalkit/index.md) by [OpenCompass](https://opencompass.org.cn) OpenCompass VLMEvalKit GitHub repo: evaluation toolkit for large vision-language models. entity repo China zh - ### [VMLU](/evaluation/benchmarks-and-leaderboards/vmlu/index.md) by [VMLU team](https://vmlu.ai/) VMLU site: Vietnamese multitask language-understanding benchmark suite for LLMs from ZaloAI and JAIST. entity benchmark Vietnam; Japan vi - ### [VQA v2](/evaluation/benchmarks-and-leaderboards/vqa-v2/index.md) by [VQA team (Virginia Tech and Georgia Tech)](https://visualqa.org/) VQA site: Visual Question Answering datasets and challenges for answering open questions about images. entity benchmark US / International en - ### [W&B Weave](/evaluation/benchmarks-and-leaderboards/w-b-weave/index.md) by [Weights & Biases](https://wandb.ai) W&B Weave GitHub repo: toolkit for tracing and evaluating AI applications. entity repo US en - ### [Waymo Open Dataset](/evaluation/benchmarks-and-leaderboards/waymo-open-dataset/index.md) by [Waymo](https://waymo.com/) Waymo Open Dataset site: autonomous-driving perception and motion data with annual challenges. entity benchmark US en - ### [Waymo Open Dataset challenges](/evaluation/benchmarks-and-leaderboards/waymo-open-dataset-challenges/index.md) by [Waymo](https://waymo.com/) Waymo Open Dataset challenges: autonomous-driving tasks and leaderboards on perception, prediction and planning. entity leaderboard US (commercial) en - ### [WeatherBench 2](/evaluation/benchmarks-and-leaderboards/weatherbench-2/index.md) by [Google Research](https://research.google/) Google Research WeatherBench 2: benchmark, datasets and metrics for comparing data-driven global weather forecasting models. entity benchmark US / International en - ### [WebArena](/evaluation/benchmarks-and-leaderboards/webarena/index.md) by [WebArena team (Carnegie Mellon University)](https://webarena.dev/) WebArena: suite of self-hosted website environments for benchmarking autonomous web agents. entity leaderboard West en - ### [WILDS](/evaluation/benchmarks-and-leaderboards/wilds/index.md) by [WILDS team (Stanford University)](https://wilds.stanford.edu/) WILDS benchmark site from Stanford: real-world datasets with natural distribution shifts across domains such as medicine and ecology. entity benchmark US / International en - ### [Windows Agent Arena](/evaluation/benchmarks-and-leaderboards/windows-agent-arena/index.md) by [Microsoft](https://opensource.microsoft.com) Windows Agent Arena GitHub repo from Microsoft: scalable Windows OS environment for testing multimodal computer-use agents. entity benchmark US (Microsoft) en - ### [WorkArena](/evaluation/benchmarks-and-leaderboards/workarena/index.md) by [ServiceNow](https://www.servicenow.com) ServiceNow WorkArena GitHub repo: benchmark of web agents on common enterprise knowledge-work tasks. entity repo Canada / US en - ### [WorldLens](/evaluation/benchmarks-and-leaderboards/worldlens/index.md) by [worldbench](https://worldbench.github.io/worldlens) WorldLens GitHub repo (CVPR 2026): evaluations of driving world models across generation and reconstruction. entity repo Singapore / China / International en - ### [WorldScore](/evaluation/benchmarks-and-leaderboards/worldscore/index.md) by [Haoyi Duan](https://haoyi-duan.github.io) WorldScore project page: unified benchmark for 3D, 4D and video world generation on controllability, quality and dynamics. entity leaderboard West en - ### [WorldScore Leaderboard (Hugging Face Space)](/evaluation/benchmarks-and-leaderboards/worldscore-leaderboard-hf/index.md) by [Haoyi Duan](https://huggingface.co/Howieeeee) WorldScore leaderboard Space: current model rankings on the WorldScore world-generation benchmark. entity leaderboard US en - ### [ZeroBench](/evaluation/benchmarks-and-leaderboards/zerobench/index.md) by [zerobench](https://github.com/zerobench) ZeroBench project page: visual reasoning benchmark designed so current multimodal models score near zero. entity benchmark UK (academic) en - ### [Zindi](/evaluation/benchmarks-and-leaderboards/zindi/index.md) by [Zindi](https://zindi.world/) Zindi: competition platform hosting data-science and AI challenges with datasets and metrics, focused on Africa. entity benchmark Africa-origin; international en - ### [ChinAI #315: Abandoned? Checking in on Three Key AI Safety Benchmarks](/evaluation/benchmarks-and-leaderboards/chinai-315-abandoned-check-on-chinese-safety-benchmarks/index.md) by [Jeffrey Ding (ChinAI)](https://chinai.substack.com/) ChinAI newsletter issue checking whether three Chinese AI safety benchmarks are still maintained. Beginner–Expert learning_resource blog China subject en - ### [ChinAI #351: CAICT launches 2026 AI Safety Evaluations](/evaluation/benchmarks-and-leaderboards/chinai-351-caict-2026-ai-safety-evaluations/index.md) by [Jeffrey Ding (ChinAI)](https://chinai.substack.com/) ChinAI newsletter issue 351 on CAICT's 2026 AI safety evaluations and lessons from its 2025 assessments. Beginner–Expert learning_resource newsletter China [STATE] subject en - ### [FLI AI Safety Index Summer 2026 (PDF)](/evaluation/benchmarks-and-leaderboards/fli-ai-safety-index-summer-2026-pdf/index.md) by [Future of Life Institute](https://futureoflife.org/) Future of Life Institute AI Safety Index Summer 2026 full report (PDF) with company grades by domain. Beginner–Expert learning_resource paper US en - ### [Wikipedia: AI safety institutes](/evaluation/benchmarks-and-leaderboards/wikipedia-ai-safety-institutes/index.md) by [Wikipedia (Wikimedia Foundation)](https://www.wikipedia.org/) Wikipedia article on AI safety institutes: state-backed bodies that evaluate AI safety, listed by country. Intermediate–Advanced learning_resource docs Global en - ### [Accuracy incentives and hallucinations](/evaluation/benchmarks-and-leaderboards/accuracy-incentives-and-hallucinations/index.md) by [Adam Tauman Kalai et al. (OpenAI)](https://openai.com/) Nature paper (2026) showing that accuracy-only evaluation of LLMs incentivises hallucination. Advanced learning_resource paper US en [Previous page](/evaluation-benchmarks/advanced/page/12/index.md) [Next page](/evaluation-benchmarks/advanced/page/14/index.md) [Plain-text Markdown copy](/evaluation-benchmarks/advanced/page/13/index.md)