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Results show that a conceptually coherent chain and a correct final answer do not by themselves establish multi-hop reasoning, and introduce REALHOP, a diagnose-construct-verify framework that rebinds entities, factorizes selected relations, adds complete competing paths, and places evidence at traceable locations.
BackendForge is introduced, a benchmark of 56 contract-defined backend generation tasks rewritten from real open-source applications that suggests that current LLMs can implement many local API behaviors, but still struggle to produce complete backend services.
This work analyzes real chatbot failures to identify six recurring mechanisms and defines six controlled evaluation modes in Hy-MultiTurn, a Chinese benchmark for deep multi-turn dialogue understanding, which shows that Hy-MultiTurn is broadly challenging.
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