{"type":"analysis","id":"analysis:research-two-sycophancy-benchmarks-rank-models-oppositely-because-they-measure-flattery","slug":"research-two-sycophancy-benchmarks-rank-models-oppositely-because-they-measure-flattery","title":"Two sycophancy benchmarks rank models oppositely because they measure flattery and backing down","description":"TrueStandard's -0.57 rank correlation against AA-PersonalityBench checks out on its own data, but the tests differ in task, scoring and reasoning settings, and no one has run a matched comparison.","published_at":"2026-11-09T17:00:00.000Z","updated_at":"2026-11-09T17:00:00.000Z","record_date":"2026-11-09","topics":["reasoning","prompts","benchmarks","research"],"source_urls":["https://truestandard.ai/blog/why-sycophancy-benchmarks-disagree","https://artificialanalysis.ai/methodology/aa-personalitybench","https://truestandard.ai/ai-sycophancy-benchmark","https://artificialanalysis.ai/evaluations/aa-personalitybench/traits/sycophantic"],"language":"en","routes":{"html":"https://newruntime.com/analysis/research-two-sycophancy-benchmarks-rank-models-oppositely-because-they-measure-flattery/","markdown":"https://newruntime.com/analysis/research-two-sycophancy-benchmarks-rank-models-oppositely-because-they-measure-flattery.md","json":"https://newruntime.com/analysis/research-two-sycophancy-benchmarks-rank-models-oppositely-because-they-measure-flattery.json"},"author":{"role":"author","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"]},"editorial_provenance":{"desk":"authorial","target_ref":"deep_research:34050f8d-a8a8-450a-8eb8-6b7041c24a45","authorial_article_id":"34050f8d-a8a8-450a-8eb8-6b7041c24a45"},"next_reads":[{"type":"topic","path":"/topics/prompts/","url":"https://newruntime.com/topics/prompts/","title":"Prompts","reason":"Explore the prompts topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/prompts.md","json_url":"https://newruntime.com/topics/prompts.json"},{"type":"collection","path":"/analysis/","url":"https://newruntime.com/analysis/","title":"Analysis","reason":"Open the latest authorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/analysis.json"},{"type":"collection","path":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}