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Methodology
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Artificial Intelligence
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Multi-Agent Systems
3306 directly classified papers
Papers per year
2003: 3
2005: 4
2006: 6
2007: 10
2008: 10
2009: 11
2010: 8
2011: 12
2012: 11
2013: 25
2014: 18
2015: 19
2016: 25
2017: 96
2018: 117
2019: 248
2020: 262
2021: 315
2022: 287
2023: 339
2024: 453
2025: 737
2026: 290
Papers
CriticalBrew at CQs-Gen 2025: Collaborative Multi-Agent Generation and Evaluation of Critical Questions for Arguments
ACL 2025
Reinforced IR: A Self-Boosting Framework For Domain-Adapted Information Retrieval
ACL 2025
SkillAggregation: Reference-free LLM-Dependent Aggregation
ACL 2025
My Words Imply Your Opinion: Reader Agent-Based Propagation Enhancement for Personalized Implicit Emotion Analysis
ACL 2025
nvAgent: Automated Data Visualization from Natural Language via Collaborative Agent Workflow
ACL 2025
Debate4MATH: Multi-Agent Debate for Fine-Grained Reasoning in Math
ACL 2025
Should I Trust You? Detecting Deception in Negotiations using Counterfactual RL
ACL 2025
1-2-3 Check: Enhancing Contextual Privacy in LLM via Multi-Agent Reasoning
ACL 2025
PAARS: Persona Aligned Agentic Retail Shoppers
ACL 2025
MURRE: Multi-Hop Table Retrieval with Removal for Open-Domain Text-to-SQL
COLING 2025
HiMATE: A Hierarchical Multi-Agent Framework for Machine Translation Evaluation
EMNLP 2025
Auto-SLURP: A Benchmark Dataset for Evaluating Multi-Agent Frameworks in Smart Personal Assistant
EMNLP 2025
MT-Mol: Multi Agent System with Tool-based Reasoning for Molecular Optimization
EMNLP 2025
Rethinking LLM Uncertainty: A Multi-Agent Approach to Estimating Black-Box Model Uncertainty
EMNLP 2025
Multi-Agent Autonomous Driving Systems with Large Language Models: A Survey of Recent Advances, Resources, and Future Directions
EMNLP 2025
MARIO-0.5B: A Multi-Agent Lightweight Model for Real-Time Open Information Extraction in Low-Resource Settings
EMNLP 2025
DeMAC: Enhancing Multi-Agent Coordination with Dynamic DAG and Manager-Player Feedback
EMNLP 2025
CausalMACE: Causality Empowered Multi-Agents in Minecraft Cooperative Tasks
EMNLP 2025
Debating for Better Reasoning in Vision-Language Models
EMNLP 2025
KELE: A Multi-Agent Framework for Structured Socratic Teaching with Large Language Models
EMNLP 2025
MASTER: Multi-Agent Security Through Exploration of Roles and Topological Structures - A Comprehensive Framework
EMNLP 2025
Judging with Many Minds: Do More Perspectives Mean Less Prejudice? On Bias Amplification and Resistance in Multi-Agent Based LLM-as-Judge
EMNLP 2025
SEE: Continual Fine-tuning with Sequential Ensemble of Experts
ACL 2025
Orchestrating Audio: Multi-Agent Framework for Long-Video Audio Synthesis
EMNLP 2025
Rethinking Information Synthesis in Multimodal Question Answering A Multi-Agent Perspective
IJCNLP 2025
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