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2026 1

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Probabilistic Attribution For Large Language Models

cs.CL · 2026-05-20 · unverdicted · novelty 7.0

Develops a model-agnostic attribution score as the log-ratio of conditional response probabilities with and without a marginalized prompt token, derived via Bayes inversion of next-token distributions, and relates it to conditional entropies.

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  • Probabilistic Attribution For Large Language Models cs.CL · 2026-05-20 · unverdicted · none · ref 31

    Develops a model-agnostic attribution score as the log-ratio of conditional response probabilities with and without a marginalized prompt token, derived via Bayes inversion of next-token distributions, and relates it to conditional entropies.