{"type":"post","id":"xybench-helping-with-the-problem-behind-the-question-172bdf","slug":"xybench-helping-with-the-problem-behind-the-question-172bdf","title":"XYBench: Helping with the problem behind the question","description":"Ai2 has released XYBench, a benchmark of 8,115 questions designed to test whether AI assistants recognize when a user’s proposed approach conflicts with the goal they are trying to reach.","retrieval_nugget":"Ai2 has released XYBench, a benchmark of 8,115 questions designed to test whether AI assistants recognize when a user’s proposed approach conflicts with the goal they are trying to reach. Its results show that models can often identify a better answer when choosing between options, yet still tend to emphasize the user’s mistaken approach when generating one themselves.","published_at":"2026-11-13","updated_at":"2026-11-13","record_date":"2026-11-13","date_kind":"published_at","topics":["claude"],"entities":["Ai2","XYBench","Carnegie Mellon University","NVIDIA","Johns Hopkins University","Claude Sonnet 4.6","GPT-5"],"related_patterns":["ai-engineering-evaluations-are-splitting-into-task-specific"],"novelty_label":"new_fact","what_changed":"Ai2 introduced XYBench, an 8,115-question benchmark testing whether AI assistants recognize misconceptions and redirect users toward solutions that address their actual goals.","prior_refs":["https://newruntime.com/posts/ai2-released-statebench-a-benchmark-splitting-state-tracking-2c9c2e/"],"source_url":"https://allenai.org/blog/xybench","source_urls":["https://allenai.org/blog/xybench"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:xybench-helping-with-the-problem-behind-the-question-172bdf","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/xybench-helping-with-the-problem-behind-the-question-172bdf/","markdown":"https://newruntime.com/posts/xybench-helping-with-the-problem-behind-the-question-172bdf.md","json":"https://newruntime.com/posts/xybench-helping-with-the-problem-behind-the-question-172bdf.json"},"markdown_url":"https://newruntime.com/posts/xybench-helping-with-the-problem-behind-the-question-172bdf.md","next_reads":[{"type":"topic","path":"/topics/claude/","url":"https://newruntime.com/topics/claude/","title":"Claude","reason":"Explore the claude topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/claude.md","json_url":"https://newruntime.com/topics/claude.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}