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#Hungarian Algorithm

MatchTIR: Fine-Grained Supervision for Tool-Integrated Reasoning via Bipartite Matching

Changle Qu, Sunhao Dai et al.Jan 15arXiv

MatchTIR teaches AI agents to judge each tool call step-by-step instead of giving the same reward to every step.

#Tool-Integrated Reasoning#Credit Assignment#Bipartite Matching