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Complex questions often require multi-hop reasoning that connects facts distributed across sources or distant regions of a long context through intermediate steps. Benchmarks commonly evaluate this ability with questions built around predefined reasoning chains, treating a correct answer as evidence that the intended c...
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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