AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors (2023 · 217 citations)
Single LLM-driven agents such as AutoGPT can handle many tasks alone. Earlier multi-agent studies, however, were tied to narrow tasks and fixed agent roles. AgentVerse is a general framework, modelled on how human teams solve problems, in which a group of LLM agents works through repeated rounds, formalised as a…
Literature Meets Data: A Synergistic Approach to Hypothesis Generation (2025 · 12 citations)
LLM-based hypothesis generation has mostly followed one of two paths. Theory-driven methods mine published papers but adapt poorly to new data. Data-driven methods induce patterns from labeled examples but may overfit a single dataset. The authors ask whether combining the two helps, and they build what they call the…

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Updated 1 November 2026