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Large Language Model (LLM) Agents have demonstrated remarkable capabilities in task automation and intelligent decision-making, driving the widespread adoption of agent development frameworks such as LangChain and AutoGen.
Generation-augmented retrieval for open-domain question answering
Yuning Mao, Pengcheng He, Xiaodong Liu, Yelong Shen, Jianfeng Gao, Jiawei Han, and Weizhu Chen · 2020
Earlier work this paper cites.
Precise zero-shot dense retrieval without relevance labels
Luyu Gao, Xueguang Ma, Jimmy Lin, and Jamie Callan · 2022
Earlier work this paper cites.
Langchain: Build context-aware reasoning applications
LangChain · 2023
Earlier work this paper cites.
Autogen: Enabling next-gen LLM applications via multi-agent conversation framework
Qingyun Wu, Gagan Bansal, Jieyu Zhang, Yiran Wu, Shaokun Zhang, Erkang Zhu, Beibin Li, Li Jiang, Xiaoyun Zhang, and Chi Wang · 2023
Earlier work this paper cites.
CAMEL: communicative agents for "mind" exploration of large language model society
Guohao Li, Hasan Hammoud, Hani Itani, Dmitrii Khizbullin, and Bernard Ghanem · 2023
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Openagents: An open platform for language agents in the wild, 2023
Tianbao Xie, Fan Zhou, Zhoujun Cheng, Peng Shi, Luoxuan Weng, Yitao Liu, Toh Jing Hua, Junning Zhao, Qian Liu, Che Liu, Leo Z. Liu, Yiheng Xu, Hongjin Su, Dongchan Shin, Caiming Xiong, and Tao Yu · 2023
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React: Synergizing reasoning and acting in language models
Shunyu Yao, Jeffrey Zhao, Dian Yu, Nan Du, Izhak Shafran, Karthik R. Narasimhan, and Yuan Cao · 2023
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Self-consistency improves chain of thought reasoning in language models
Xuezhi Wang, Jason Wei, Dale Schuurmans, Quoc V. Le, Ed H. Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou · 2023
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Gpt-4 technical report, 2023
OpenAI · 2023
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τ \tau -bench: A benchmark for tool-agent-user interaction in real-world domains
Shunyu Yao, Noah Shinn, Pedram Razavi, and Karthik Narasimhan · 2024
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Magentic-one: A generalist multi-agent system for solving complex tasks
Adam Fourney, Gagan Bansal, Hussein Mozannar, Cheng Tan, Eduardo Salinas, Erkang Zhu, Friederike Niedtner, Grace Proebsting, Griffin Bassman, Jack Gerrits, Jacob Alber, Peter Chang, Ricky Loynd, Robert West, Victor Dibia, Ahmed Awadallah, Ece Kamar, Rafah Hosn, and Saleema Amershi · 2024
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Building effective agents
Anthropic · 2024
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Aguvis: Unified pure vision agents for autonomous gui interaction
Yiheng Xu, Zekun Wang, Junli Wang, Dunjie Lu, Tianbao Xie, Amrita Saha, Doyen Sahoo, Tao Yu, and Caiming Xiong · 2024
Cited alongside, same era.
SWE-agent: Agent-computer interfaces enable automated software engineering
John Yang, Carlos E Jimenez, Alexander Wettig, Kilian Lieret, Shunyu Yao, Karthik R Narasimhan, and Ofir Press · 2024
Cited alongside, same era.
WorkArena: How capable are web agents at solving common knowledge work tasks?
Alexandre Drouin, Maxime Gasse, Massimo Caccia, Issam H. Laradji, Manuel Del Verme, Tom Marty, David Vazquez, Nicolas Chapados, and Alexandre Lacoste · 2024
Cited alongside, same era.
Beyond browsing: Api-based web agents
Yueqi Song, Frank Xu, Shuyan Zhou, and Graham Neubig · 2024
Cited alongside, same era.
Embodied agent interface: Benchmarking llms for embodied decision making
Aflow: Automating agentic workflow generation
Jiayi Zhang, Jinyu Xiang, Zhaoyang Yu, Fengwei Teng, Xionghui Chen, Jiaqi Chen, Mingchen Zhuge, Xin Cheng, Sirui Hong, Jinlin Wang, Bingnan Zheng, Bang Liu, Yuyu Luo, and Chenglin Wu · 2024
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GAIA: a benchmark for general AI assistants
Grégoire Mialon, Clémentine Fourrier, Thomas Wolf, Yann LeCun, and Thomas Scialom · 2024
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Os-copilot: Towards generalist computer agents with self-improvement
Zhiyong Wu, Chengcheng Han, Zichen Ding, Zhenmin Weng, Zhoumianze Liu, Shunyu Yao, Tao Yu, and Lingpeng Kong · 2024
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Multi-agent experiment v0.1 msr ai frontiers (autogen team members)
Microsoft · 2024
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Transformers documentation: Agents and toos
HuggingFace · 2024
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Manling Li, Shiyu Zhao, Qineng Wang, Kangrui Wang, Yu Zhou, Sanjana Srivastava, Cem Gokmen, Tony Lee, Li Erran Li, Ruohan Zhang, et al · 2024
Cited alongside, same era.
Educational framework exploring ergonomic, lightweight multi-agent orchestration
OpenAI · 2024
Cited alongside, same era.
Secure open source cloud runtime for ai apps & ai agents
E2B · 2024
Cited alongside, same era.
Litellm: Proxy server (llm gateway) to call 100+ llm apis in openai format
BerriAI · 2024
Cited alongside, same era.
Composio: Production ready toolset for ai agents
Composio · 2024
Cited alongside, same era.
Gptswarm: Language agents as optimizable graphs
Mingchen Zhuge, Wenyi Wang, Louis Kirsch, Francesco Faccio, Dmitrii Khizbullin, and Jürgen Schmidhuber · 2024
Cited alongside, same era.
Langgraph: sbuild resilient language agents as graphs
LangChain · 2024
Cited alongside, same era.
Automated design of agentic systems
Shengran Hu, Cong Lu, and Jeff Clune · 2024
Cited alongside, same era.
Langfun: Oo for llms
Google · 2024
Later among the works it cites.
Autonomous agentic ai: execute multi-step workflows autonomously
H2O.ai · 2024
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Multihop-rag: Benchmarking retrieval-augmented generation for multi-hop queries
Yixuan Tang and Yi Yang · 2024
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Lightrag: Simple and fast retrieval-augmented generation
Zirui Guo, Lianghao Xia, Yanhua Yu, Tu Ao, and Chao Huang · 2024
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Hunter Lightman, Vineet Kosaraju, Yuri Burda, Harrison Edwards, Bowen Baker, Teddy Lee, Jan Leike, John Schulman, Ilya Sutskever, and Karl Cobbe · 2024
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Meet trase systems, the ai agent platform
Trase · 2025
Closest in time.
Minirag: Towards extremely simple retrieval-augmented generation
Tianyu Fan, Jingyuan Wang, Xubin Ren, and Chao Huang · 2025
Closest in time.