A comprehensive collection of Agent-related research papers accepted by EMNLP 2024, covering various directions such as Multi-Agent Systems, Agent Design, GUI-Agent, Chatbot-Agent, Game-Agents and more. Welcome to join AgentSpace community for academic exchanges and collaborations. This project is continuously being updated, please stay tuned!
由AgentSpace整理EMNLP 2024 Agent领域论文合集，涵盖多智能体、智能体设计、图形界面智能体、对话智能体、游戏智能体等多个研究方向。欢迎加入AgentSpace社区参与学术交流。本项目持续更新中，敬请关注！
| Title of paper | Date of publication | Paper link | Code link |
|---|---|---|---|
| Grounding Language in Multi-Perspective Referential Communication | 2024-10-04 | https://arxiv.org/pdf/2410.03959 | https://github.com/zinengtang/MulAgentRef |
| Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate | 2024-10-09 | https://arxiv.org/pdf/2305.19118 | https://github.com/Skytliang/Multi-Agents-Debate |
| Small LLMs Are Weak Tool Learners: A Multi-LLM Agent | 2024-02-16 | https://arxiv.org/pdf/2401.07324 | https://github.com/X-PLUG/Multi-LLM-Agent |
| LongAgent: Scaling Language Models to 128k Context through Multi-Agent Collaboration | 2024-03-14 | https://arxiv.org/pdf/2402.11550 | https://github.com/zuucan/NeedleInAHaystack-PLUS |
| MAgIC: Investigation of Large Language Model Powered Multi-Agent in Cognition, Adaptability, Rationality and Collaboration | 2024-11-27 | https://arxiv.org/pdf/2311.08562 | https://github.com/cathyxl/MAgIC |
| Neeko: Leveraging Dynamic LoRA for Efficient Multi-Character Role-Playing Agent | 2024-12-15 | https://arxiv.org/pdf/2402.13717v3 | https://github.com/weiyifan1023/Neeko |
| Title of paper | Date of publication | Paper link | Code link |
|---|---|---|---|
| AssistantBench: Can Web Agents Solve Realistic and Time-Consuming Tasks? | 2024-10-21 | https://arxiv.org/pdf/2407.15711 | https://assistantbench.github.io/ |
| Small Agent Can Also Rock! Empowering Small Language Models as Hallucination Detector | 2024-06-17 | https://arxiv.org/pdf/2406.11277 | https://github.com/RUCAIBox/HaluAgent |
| TPTU-v2: Boosting Task Planning and Tool Usage of Large Language Model-based Agents in Real-world Systems | 2023-11-19 | https://arxiv.org/pdf/2311.11315 | Upcoming update |
| Middleware for LLMs: Tools Are Instrumental for Language Agents in Complex Environments | 2024-10-04 | https://arxiv.org/pdf/2402.14672 | https://github.com/OSU-NLP-Group/Middleware |
| Title of paper | Date of publication | Paper link | Code link |
|---|---|---|---|
| SUPER: Evaluating Agents on Setting Up and Executing Tasks from Research Repositories | 2024-09-11 | https://arxiv.org/pdf/2409.07440 | https://github.com/allenai/super-benchmark |
| AgentReview: Exploring Peer Review Dynamics with LLM Agents | 2024-10-13 | https://arxiv.org/pdf/2406.12708 | https://github.com/Ahren09/AgentReview |
| SciAgent: Tool-augmented Language Models for Scientific Reasoning | 2024-02-21 | https://export.arxiv.org/pdf/2402.11451 | Upcoming update |
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