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Stanford Study: Self-Consistency Can't Fix Truthfulness

Source
Stanford AI Lab
Date
Stanford AI Lab@StanfordAILab

LLMs are better at predicting what other models will say than what’s actually true. When they’re wrong, they’re wrong together; so polling can’t recover the truth. Check out this paper at ICML! 🇰🇷 https://t.co/IMTA2pZqTK

Why it matters

Shows that sampling multiple models and taking a majority vote, a common technique for boosting accuracy, doesn't help and can even reinforce shared errors when there's no ground-truth verifier.

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