most citedBeyond End-to-End Video Models: An LLM-Based Multi-Agent System for Educational Video Generation

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cs.IR2026

Clarify-Then-Search: A Clarification Benchmark for Deep Search with End-to-End Nugget Restoration

Deqiang Huang, Jingbo Zhou, Xinjiang Lu +3

Deep search is brittle on underspecified user queries: missing constraints such as time, location, scope, or definitions can lead to retrieval drift and incomplete answers. We intr…