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.
