This work proposes WebSwarm, a progressive recursive delegation framework that jointly constructs task decomposition, recursive expansion, and agent collaboration during inference and consistently outperforms single-agent and multi-agent baselines on deep, wide, and interleaved deep-and-wide tasks.
This paper explores the usage paradigms of LLM text detectors for RAG and highlights key limitations of off-the-shelf or directly fine-tuned detectors.
Zhaoheng Huang, Yutao Zhu, Ji-Rong Wen et al.· Annual Meeting of the Associ...· 0 citations
This work introduces SearchOS, a system-level multi-agent framework that turns fragile, implicit search progress into explicit, persistent, and shared state, and introduces a Search Tool Middleware Harness that intercepts model and tool interactions to record grounded evidence and react to stalls or budget exhaustion.
