Adaptive Consistency Graph for Long-Horizon Agents
Large language model agents can often make reasonable local decisions on short tasks, yet their performance degrades when success requires long sequences of dependent actions and tool calls. During execution, task requirements, historical evidence, and the current execution state may gradually become disconnected, so l...
Jie-Cong Wang, Hao Peng, Zhan-Yi Wang
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