When Agents Commit Too Soon: Diagnosing Premature Commitment in LLM Agents

When Agents Commit Too Soon: Diagnosing Premature Commitment in LLM Agents

Pre premature commitment in long-horizon LLM agents leads to silent failures where agents defend early interpretations without considering alternatives, and hidden-state convergenc…

Hugging Face · Daily Papers ·Aman Mehta · ·▲ 1 upvotes

Este artigo está em destaque na seleção diária de papers do Hugging Face, curada pela comunidade de pesquisa em IA.

Autores: Aman Mehta

  • 1 upvotes da comunidade
  • Temas: LLM agents, premature commitment, representational commitment, cross-run hidden-state convergence, ReAct, HotpotQA

Resumo

Resumo original (em inglês), extraído do paper:

Pre premature commitment in long-horizon LLM agents leads to silent failures where agents defend early interpretations without considering alternatives, and hidden-state convergence serves as an early diagnostic for trajectory consistency.

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