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# Evaluation for advanced learners

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

455 resources · page 15 of 15

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### [τ-Bench: Benchmarking AI agents for the real-world (Sierra)](/evaluation/benchmarks-and-leaderboards/sierra-bench-2024-06-20/index.md)

Creator not supplied; see original source.

Sierra post introducing τ-bench, a benchmark of tool-using agents talking to simulated users, with the pass^k reliability metric.

Advanced · unknown · unknown resource · en 

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### [SUPERB](/evaluation/benchmarks-and-leaderboards/superb/index.md)

Creator not supplied; see original source.

arXiv paper (2021) "SUPERB: Speech processing Universal PERformance Benchmark", introducing SUPERB, a benchmark of speech representations across many speech tasks.

Advanced · unknown · unknown resource · en 

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### [SWE-Bench Pro Verified](/evaluation/benchmarks-and-leaderboards/swe-bench-pro-verified-audit/index.md)

Creator not supplied; see original source.

arXiv paper (2026) introducing SWE-Bench Pro Verified, an audited software-engineering benchmark that removes leakage and flawed tasks.

Advanced · unknown · unknown resource · en 

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### [The Leaderboard Illusion](/evaluation/benchmarks-and-leaderboards/the-leaderboard-illusion/index.md)

Creator not supplied; see original source.

arXiv paper (2025) "The Leaderboard Illusion", auditing how private testing and data access distort Chatbot Arena rankings.

Advanced · unknown · unknown resource · en 

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### [Tutor CoPilot: a human-AI approach to real-time expertise](/evaluation/benchmarks-and-leaderboards/tutor-copilot-a-human-ai-approach-to-real-time-expertise/index.md)

Creator not supplied; see original source.

arXiv paper (2024) reporting a randomized field study of Tutor CoPilot, an AI assistant for human tutors.

Advanced · unknown · unknown resource · en 

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### [Inspect](/evaluation/eval-harnesses/uk-ai-security-institute-inspect/index.md)

by [UK AI Security Institute and Meridian Labs](https://inspect.aisi.org.uk/)

Compose evaluation datasets, agents, tools and scorers.

Advanced · West · closed resource · en 

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### [UNLP 2026 Ukrainian NLP workshop paper](/evaluation/benchmarks-and-leaderboards/unlp-2026-ukrainian-nlp-workshop-paper/index.md)

Creator not supplied; see original source.

UNLP 2026 workshop paper (PDF) on Ukrainian NLP evaluation.

Advanced–Expert · unknown · unknown resource · uk|en 

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