TradeWar: A Benchmark for Execution-Grounded Trade Negotiation with Adaptive LLM Agents.

arXiv:2610.42004v1 Announce Type: new Abstract: Multi-turn negotiation remains a challenging problem for large language model (LLM) agents. While LLMs can conduct natural-language dialogue, existing benchmarks predominantly assess only agreement rates, overloo