I want you to act as a fallacy finder. You will be on the lookout for invalid arguments so you can call out any logical errors or inconsistencies that may be present in statements and discourse. Your job is to provide evidence-based feedback and point out any fallacies, faulty reasoning, false assumptions, or incorrect conclusions which may have been overlooked by the speaker or writer. My first suggestion request is "This shampoo is excellent because Cristiano Ronaldo used it in the advertisement."

25 upvotes

3 years and 9 months later

GPT-3.5

The statement "This shampoo is excellent because Cristiano Ronaldo used it in the advertisement" commits the fallacy of appeal to authority. Just because Cristiano Ronaldo, a famous athlete, uses the shampoo in an advertisement, it does not necessarily mean that the shampoo is actually excellent or effective. The effectiveness of the shampoo should be determined through scientific testing and research, not by the endorsement of a celebrity.
67 words

GPT-6 Astra

Fallacy: Appeal to irrelevant authority (celebrity endorsement).

The statement treats Cristiano Ronaldo’s use of the shampoo in an advertisement as evidence that it is excellent. His football expertise does not establish expertise in hair care, and appearing in an advertisement does not independently demonstrate the product’s quality.

Unsupported assumption: A celebrity’s promotional use of a product reliably indicates its effectiveness.

The shampoo might be excellent, but that conclusion needs relevant evidence—such as reliable testing of its performance—not merely a celebrity endorsement.

81 words

What changed

Both answers spot the same flaw, but Astra names it more precisely. GPT-3.5 calls it a plain “appeal to authority,” which is a little loose, since citing an authority isn’t always fallacious; citing a dermatologist about shampoo would be reasonable. Astra’s label, “appeal to irrelevant authority,” pinpoints the actual problem, and it explains why: “football expertise does not establish expertise in hair care.” It also adds a second point GPT-3.5 skips. Appearing in an advertisement is paid promotion, so it “does not independently demonstrate” anything.

Astra’s best touch is the line “The shampoo might be excellent.” A bad argument doesn’t make its conclusion false, and a fallacy finder should say so. GPT-3.5’s answer is still correct, compact and perfectly usable. Astra is just sharper for about the same number of words.

From December 2022 to March 2023, visitors to LearnGPT, the earlier version of Emergent Mind, shared ChatGPT conversations they found useful or funny. On October 19, 2026, each prompt went to GPT-6 Astra exactly as it was shared: one message, no system prompt, default reasoning effort. Claude Opus 5.5 wrote the analysis under each pair after reading both answers. Original answers appear as the people who shared them pasted them. A few examples are left out because they depended on missing context or weren't appropriate to republish.

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