De Finetti
PulseAugur coverage of De Finetti — every cluster mentioning De Finetti across labs, papers, and developer communities, ranked by signal.
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Dutch Books for Language Models
A new paper explores the coherence of probabilistic forecasts made by language models, particularly for life decisions. Researchers used a method based on de Finetti's theorem to identify
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AI evaluation method uses decision theory for label-free assessment
A new paper proposes a method for evaluating and regularizing AI systems, including LLMs, using principles from decision theory. The approach, termed "Revealed Rationality," leverages representation theorems to check if…
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New theory explains correlated verifier cascades in LLM harnesses
A new paper introduces a theory for partially correlated verifier cascades in LLM harnesses, addressing a gap left by the Odds Law. The theory demonstrates that log-odds are concave in the number of verifier gates, and …
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New statistical method quantifies AI benchmark uncertainty
A new research paper published on arXiv introduces a statistical framework for quantifying uncertainty in AI benchmarks. The paper details a method using bounded difference concentration for infinitely exchangeable sequ…