{"id":41391,"date":"2026-06-16T23:27:09","date_gmt":"2026-06-16T21:27:09","guid":{"rendered":"https:\/\/www.graviton.at\/letterswaplibrary\/free-dataset-3250-graded-llm-runs-on-whether-models-trust-in-context-docs-over-the-actual-code\/"},"modified":"2026-06-16T23:27:09","modified_gmt":"2026-06-16T21:27:09","slug":"free-dataset-3250-graded-llm-runs-on-whether-models-trust-in-context-docs-over-the-actual-code","status":"publish","type":"post","link":"https:\/\/www.graviton.at\/letterswaplibrary\/free-dataset-3250-graded-llm-runs-on-whether-models-trust-in-context-docs-over-the-actual-code\/","title":{"rendered":"Free Dataset: 3250 Graded LLM Runs On Whether Models Trust In-context Docs Over The Actual Code"},"content":{"rendered":"<p><!-- SC_OFF --><\/p>\n<div class=\"md\">\n<p>I ran a benchmark for a tool I built and figured the dataset might be useful to others. It took ~$100 of API credits to produce.<\/p>\n<p>The test is simple: I give the agent a document describing a piece of code it can&#8217;t directly see, then record whether it double-checks the doc against the real code or just takes the doc&#8217;s word for it. The doc is sometimes accurate and sometimes out of date, so the data captures how each model handles documentation it can and can&#8217;t trust. The writeup covers what I found; the dataset lets you check it or look for your own patterns.<\/p>\n<p><a href=\"https:\/\/github.com\/Connorrmcd6\/surface-bench\/blob\/main\/results\/confirmatory-20260616T172420Z\/raw.jsonl\">Dataset<\/a><br \/> <a href=\"https:\/\/github.com\/Connorrmcd6\/surface-bench\/blob\/main\/PAPER.md\">Outcome<\/a><\/p>\n<p>Star the repo if it&#8217;s useful. Cheers.<\/p>\n<\/div>\n<p><!-- SC_ON -->   submitted by   <a href=\"https:\/\/www.reddit.com\/user\/AverageGradientBoost\"> \/u\/AverageGradientBoost <\/a> <br \/> <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1u7pp66\/free_dataset_3250_graded_llm_runs_on_whether\/\">[link]<\/a><\/span>   <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1u7pp66\/free_dataset_3250_graded_llm_runs_on_whether\/\">[comments]<\/a><\/span><\/p><div class='watch-action'><div class='watch-position align-right'><div class='action-like'><a class='lbg-style1 like-41391 jlk' href='javascript:void(0)' data-task='like' data-post_id='41391' data-nonce='1c691d6265' rel='nofollow'><img class='wti-pixel' src='https:\/\/www.graviton.at\/letterswaplibrary\/wp-content\/plugins\/wti-like-post\/images\/pixel.gif' title='Like' \/><span class='lc-41391 lc'>0<\/span><\/a><\/div><\/div> <div class='status-41391 status align-right'><\/div><\/div><div class='wti-clear'><\/div>","protected":false},"excerpt":{"rendered":"<p>I ran a benchmark for a tool I built and figured the dataset might be useful to&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[85],"tags":[],"class_list":["post-41391","post","type-post","status-publish","format-standard","hentry","category-datatards","wpcat-85-id"],"_links":{"self":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/41391","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/comments?post=41391"}],"version-history":[{"count":0,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/41391\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/media?parent=41391"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/categories?post=41391"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/tags?post=41391"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}