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# Evaluation

Measure model capabilities and application behavior with explicit criteria.

- [Benchmarks And Leaderboards](/evaluation/benchmarks-and-leaderboards/index.md) (512)

- [Eval Harnesses](/evaluation/eval-harnesses/index.md) (3)

- [Application Evals](/evaluation/application-evals/index.md) (2)

- [Llm As Judge](/evaluation/llm-as-judge/index.md) (1)

- [Agent Evals](/evaluation/agent-evals/index.md) (1)

[Beginner](/evaluation/beginner/index.md) [Intermediate](/evaluation/intermediate/index.md) [Advanced](/evaluation/advanced/index.md) [Expert](/evaluation/expert/index.md)

519 resources · page 17 of 17

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### [Open ASR Leaderboard paper](/evaluation/benchmarks-and-leaderboards/open-asr-leaderboard-paper/index.md)

Creator not supplied; see original source.

arXiv PDF (2025) of the Open ASR Leaderboard paper: evaluation method, datasets and results for speech recognition models.

Expert · unknown · unknown resource · en 

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### [RoboArena paper page (Penn)](/evaluation/benchmarks-and-leaderboards/roboarena-paper-page-penn/index.md)

Creator not supplied; see original source.

RoboArena paper page (University of Pennsylvania): distributed real-world evaluation of generalist robot policies.

Expert · unknown · unknown resource · en 

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### [Frontier AI Risk Management Framework in Practice (Shanghai AI Lab)](/evaluation/benchmarks-and-leaderboards/shanghai-ai-lab-frontier-ai-risk-management-framework-technical-report/index.md)

Creator not supplied; see original source.

arXiv paper (2025) by Shanghai AI Laboratory applying its Frontier AI Risk Management Framework to analyse model risks.

Expert · unknown · unknown resource · en 

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### [TaxPraBen: Chinese real-world tax practice](/evaluation/benchmarks-and-leaderboards/taxpraben-chinese-real-world-tax-practice/index.md)

Creator not supplied; see original source.

ACL 2026 paper introducing TaxPraBen, a benchmark of LLMs on Chinese real-world tax practice tasks.

Expert · unknown · unknown resource · en 

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### [VBench-2.0 paper](/evaluation/benchmarks-and-leaderboards/vbench-2-0-paper/index.md)

Creator not supplied; see original source.

arXiv HTML version of the VBench-2.0 paper (2025) evaluating video generation on physics, commonsense and faithfulness.

Expert · unknown · unknown resource · en 

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### [When Rubrics Fail](/evaluation/benchmarks-and-leaderboards/when-rubrics-fail-medical-eval-hallucination/index.md)

Creator not supplied; see original source.

arXiv PDF (2026) "When Rubrics Fail", a critique of rubric-based evaluation in medical LLM benchmarks.

Expert · unknown · unknown resource · en 

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### [Who Validates the Validators? (Shankar et al.)](/evaluation/benchmarks-and-leaderboards/who-validates-the-validators-shankar-et-al/index.md)

Creator not supplied; see original source.

arXiv paper (2024) by Shankar et al. on aligning LLM-assisted evaluators with human preferences and criteria drift.

Expert · unknown · unknown resource · en 

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