--- id: "/evaluation-benchmarks/advanced/page/15/" title: "Evaluation & benchmarks for advanced learners · page 15" url: "https://skillissue.dev/evaluation-benchmarks/advanced/page/15/" --- # 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 15 of 15 - ### [SWE-Bench Pro Verified](/evaluation/benchmarks-and-leaderboards/swe-bench-pro-verified-audit/index.md) by [Pujun Zheng et al. (Shanghai Artificial Intelligence Laboratory)](https://www.shlab.org.cn) arXiv paper (2026) introducing SWE-Bench Pro Verified, an audited software-engineering benchmark that removes leakage and flawed tasks. Advanced learning_resource paper China / International en - ### [The Leaderboard Illusion](/evaluation/benchmarks-and-leaderboards/the-leaderboard-illusion/index.md) by [Shivalika Singh et al. (Cohere)](https://cohere.com) arXiv paper (2025) "The Leaderboard Illusion", auditing how private testing and data access distort Chatbot Arena rankings. Advanced learning_resource paper International en - ### [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) by [Rose E. Wang et al. (Stanford University)](https://www.stanford.edu) arXiv paper (2024) reporting a randomized field study of Tutor CoPilot, an AI assistant for human tutors. Advanced learning_resource paper United States en - ### [UNLP 2026 Ukrainian NLP workshop paper](/evaluation/benchmarks-and-leaderboards/unlp-2026-ukrainian-nlp-workshop-paper/index.md) by [Svitlana Galeshchuk et al.](https://aclanthology.org/people/svitlana-galeshchuk/unverified/) UNLP 2026 workshop paper (PDF) on Ukrainian NLP evaluation. Advanced–Expert learning_resource paper Ukraine uk|en [Previous page](/evaluation-benchmarks/advanced/page/14/index.md) [Plain-text Markdown copy](/evaluation-benchmarks/advanced/page/15/index.md)