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Multi-Agent Systems

3306 directly classified papers

Papers per year

Papers

MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming ACL 2025
Hit the Sweet Spot! Span-Level Ensemble for Large Language Models COLING 2025
AnyMAC: Cascading Flexible Multi-Agent Collaboration via Next-Agent Prediction EMNLP 2025
PToco: Prefix-based Token-level Collaboration Enhances Reasoning for Multi-LLMs COLING 2025
Separate the Wheat from the Chaff: Winnowing Down Divergent Views in Retrieval Augmented Generation EMNLP 2025
Courtroom-LLM: A Legal-Inspired Multi-LLM Framework for Resolving Ambiguous Text Classifications COLING 2025
A Chain-of-Task Framework for Instruction Tuning of LLMs Based on Chinese Grammatical Error Correction COLING 2025
Error Detection in Medical Note through Multi Agent Debate ACL 2025
MMD-ERE: Multi-Agent Multi-Sided Debate for Event Relation Extraction COLING 2025
Last-iterate Convergence in Regularized Graphon Mean Field Game AAAI 2025
Explain-Analyze-Generate: A Sequential Multi-Agent Collaboration Method for Complex Reasoning COLING 2025
Collaborative Beam Search: Enhancing LLM Reasoning via Collective Consensus EMNLP 2025
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems EMNLP 2025
EffiQA: Efficient Question-Answering with Strategic Multi-Model Collaboration on Knowledge Graphs COLING 2025
Dr.ECI: Infusing Large Language Models with Causal Knowledge for Decomposed Reasoning in Event Causality Identification COLING 2025
111DUT at SemEval-2025 Task 8:Hierarchical Chain-of-Thought Reasoning and Multi-Model Deliberation for Robust TableQA ACL 2025
C2KD: Cross-layer and Cross-head Knowledge Distillation for Small Language Model-based Recommendation ACL 2025
Augmenting Multi-Agent Communication with State Delta Trajectory EMNLP 2025
Mind the (Belief) Gap: Group Identity in the World of LLMs ACL 2025
DischargeSim: A Simulation Benchmark for Educational Doctor–Patient Communication at Discharge EMNLP 2025
PADO: Personality-induced multi-Agents for Detecting OCEAN in human-generated texts COLING 2025
TUBA: Cross-Lingual Transferability of Backdoor Attacks in LLMs with Instruction Tuning ACL 2025
War of Thoughts: Competition Stimulates Stronger Reasoning in Large Language Models ACL 2025
MURRE: Multi-Hop Table Retrieval with Removal for Open-Domain Text-to-SQL COLING 2025
MAC-SQL: A Multi-Agent Collaborative Framework for Text-to-SQL COLING 2025