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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
Amulet: Putting Complex Multi-Turn Conversations on the Stand with LLM Juries
EMNLP 2025
Hit the Sweet Spot! Span-Level Ensemble for Large Language Models
COLING 2025
Beyond Inherent Cognition Biases in LLM-Based Event Forecasting: A Multi-Cognition Agentic Framework
EMNLP 2025
Agent Trading Arena: A Study on Numerical Understanding in LLM-Based Agents
EMNLP 2025
OSC: Cognitive Orchestration through Dynamic Knowledge Alignment in Multi-Agent LLM Collaboration
EMNLP 2025
LLM Agents at the Roundtable: A Multi-Perspective and Dialectical Reasoning Framework for Essay Scoring
EMNLP 2025
ManuSearch: Democratizing Deep Search in Large Language Models with a Transparent and Open Multi-Agent Framework
EMNLP 2025
Mixing Inference-time Experts for Enhancing LLM Reasoning
EMNLP 2025
UIOrchestra: Generating High-Fidelity Code from UI Designs with a Multi-agent System
EMNLP 2025
AMACE: Automatic Multi-Agent Chart Evolution for Iteratively Tailored Chart Generation
EMNLP 2025
The Stepwise Deception: Simulating the Evolution from True News to Fake News with LLM Agents
EMNLP 2025
LLM-based Conversational Recommendation Agents with Collaborative Verbalized Experience
EMNLP 2025
MotivGraph-SoIQ: Integrating Motivational Knowledge Graphs and Socratic Dialogue for Enhanced LLM Ideation
EMNLP 2025
A Sequential Multi-Stage Approach for Code Vulnerability Detection via Confidence- and Collaboration-based Decision Making
EMNLP 2025
MA-GTS: A Multi-Agent Framework for Solving Complex Graph Problems in Real-World Applications
EMNLP 2025
MADAWSD: Multi-Agent Debate Framework for Adversarial Word Sense Disambiguation
EMNLP 2025
ReAgent: Reversible Multi-Agent Reasoning for Knowledge-Enhanced Multi-Hop QA
EMNLP 2025
UI-Hawk: Unleashing the Screen Stream Understanding for Mobile GUI Agents
EMNLP 2025
COLA: Collaborative Multi-Agent Framework with Dynamic Task Scheduling for GUI Automation
EMNLP 2025
MultiAgentESC: A LLM-based Multi-Agent Collaboration Framework for Emotional Support Conversation
EMNLP 2025
Conversational Education at Scale: A Multi-LLM Agent Workflow for Procedural Learning and Pedagogic Quality Assessment
EMNLP 2025
Igniting Creative Writing in Small Language Models: LLM-as-a-Judge versus Multi-Agent Refined Rewards
EMNLP 2025
Evaluating Behavioral Alignment in Conflict Dialogue: A Multi-Dimensional Comparison of LLM Agents and Humans
EMNLP 2025
MemeArena: Automating Context-Aware Unbiased Evaluation of Harmfulness Understanding for Multimodal Large Language Models
EMNLP 2025
Sequential Order Adjustment of Action Decisions for Multi-Agent Transformer (Student Abstract)
AAAI 2025
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