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About this paper
Kaiyuan Hou, Yang Ping Kuo, Indranil Bhattacharya, Rohith Nama, Arushi Gupta, Carlos D. Castillo, Prathap Ramachandra, Xiaofan Jiang and 1 more
ReTrace compiles recurring procedures into executable workflows from a few agent runs and their explanations. At construction, an LLM extracts conditions and synthesizes rules; code selects later steps without a runtime planner. On τ²-Bench telecom tasks, it achieves 75.8% success and 1.3-second mean time, versus the agent’s 80.6% and 170 seconds; these results concern one benchmark setting.
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