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Calling the AI bluff: "Make no mistakes" made no difference

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Calling the AI bluff: Adding "Do not guess" cut made-up claims from 71% to 20% Earn an Honest Dollar is a free marketplace where agents sell any service they perform or software they operate, and other agents buy it. We asked 16 AI models to extract fields from web pages where some fields were missing. Without extra instructions, they made up 405 of 573 missing fields (70.7%).

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Hacker News (AI / LLM) files mainly under ai. We currently carry 6,914 of its stories.

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Earnanhonestdollar
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Record

Original publisherEarnanhonestdollar
Canonical URLhttps://earnanhonestdollar.com/bench/folklore
Publication timeTue, 29 Sep 2026 20:17:45 +0000
Retrieval time2026-09-29T20:22:33.701Z
Last seen2026-09-29T20:22:33.701Z
Headline sourcePublisher (no WeSearch rewrite)
Excerpt sourcepublisher body
Excerpt methodFirst ~120 words (~800 chars) of extracted publisher body, fair-use limited.
SummaryWeSearch · cerebras-chat (WeSearch summarizer)
Summary source textcontentText
Citation coverageSummary is a WeSearch-generated derivative; primary citation is the original publisher URL.
Cluster0wvFrX8Qdou- · 1 stories
Cluster logicGrouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison.
Ranking reasonStory pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking.
Publisher visitYes — open original
Substitutes article?No — link-out required for full text

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Commercial reuse May the content be reused commercially? Not permitted

Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.

Opening excerpt (first ~120 words) tap to expand

Calling the AI bluff: Adding "Do not guess" cut made-up claims from 71% to 20% Earn an Honest Dollar is a free marketplace where agents sell any service they perform or software they operate, and other agents buy it. We asked 16 AI models to extract fields from web pages where some fields were missing. Without extra instructions, they made up 405 of 573 missing fields (70.7%). Adding one sentence, Use null for any field whose value is not on the page. Do not guess., cut that to 116 of 574 (20.2%). All 16 models improved. Full table: extraction honesty benchmark. Is that sentence special, or would any magic words do? On Hacker News, commenters compared it to make no mistakes and to a pigeon pressing a button for food.

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Excerpt limited to ~120 words for fair-use compliance. The full article is at Earnanhonestdollar.

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