OpenResearcher: Unleashing AI for Accelerated Scientific Research
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Abstract (arXiv)
The rapid growth of scientific literature imposes significant challenges for researchers endeavoring to stay updated with the latest advancements in their fields and delve into new areas. We introduce OpenResearcher, an innovative platform that leverages Artificial Intelligence (AI) techniques to accelerate the research process by answering diverse questions from researchers. OpenResearcher is built based on Retrieval-Augmented Generation (RAG) to integrate Large Language Models (LLMs) with up-to-date, domain-specific knowledge. Moreover, we develop various tools for OpenResearcher to understand researchers' queries, search from the scientific literature, filter retrieved information, provide accurate and comprehensive answers, and self-refine these answers. OpenResearcher can flexibly use these tools to balance efficiency and effectiveness. As a result, OpenResearcher enables researchers to save time and increase their potential to discover new insights and drive scientific breakthroughs. Demo, video, and code are available at: https://github.com/GAIR-NLP/OpenResearcher.
Key facts. Cited by 23 papers in the map (data through 7 Oct 2026). First posted on arXiv 13 Aug 2024.
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Citing papers per year: 2024: 1; 2025: 19; 2026: 3.
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- 2025From System 1 to System 2: A Survey of Reasoning Large Language Modelscited by 319
- 2025DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environmentscited by 268
- 2025Deep Research Agents: A Systematic Examination And Roadmapcited by 122
- 2025Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RLcited by 75
- 2025Process vs. Outcome Reward: Which is Better for Agentic RAG Reinforcement Learningcited by 68
- 2025Information Gain-based Policy Optimization: A Simple and Effective Approach for Multi-Turn Search Agentscited by 43
- 2025DeepScholar-Bench: A Live Benchmark and Automated Evaluation for Generative Research Synthesiscited by 31
- 2025Atom-Searcher: Enhancing Agentic Deep Research via Fine-Grained Atomic Thought Rewardcited by 25
- 2025Procedural Environment Generation for Tool-Use Agentscited by 21
- 2025AI Scientists Fail Without Strong Implementation Capabilitycited by 20
- 2025Multimodal DeepResearcher: Generating Text-Chart Interleaved Reports From Scratch with Agentic Frameworkcited by 20
- 2024ECon: On the Detection and Resolution of Evidence Conflictscited by 18
11 more
- 2025SciArena: An Open Evaluation Platform for Non-Verifiable Scientific Literature-Grounded Taskscited by 17
- 2025IRIS: Interactive Research Ideation System for Accelerating Scientific Discoverycited by 16
- 2025Agent-as-Tool: A Study on the Hierarchical Decision Making with Reinforcement Learningcited by 9
- 2025DeepPlanner: Scaling Planning Capability for Deep Research Agents via Advantage Shapingcited by 5
- 2025SciRAG: Adaptive, Citation-Aware, and Outline-Guided Retrieval and Synthesis for Scientific Literaturecited by 4
- 2025Scholar Inbox: Personalized Paper Recommendations for Scientistscited by 3
- 2026IDRBench: Benchmarking the Interactive Capabilities of Deep Research Agentscited by 3
- 2025LLM×MapReduce-V3: Enabling Interactive In-Depth Survey Generation through a MCP-Driven Hierarchically Modular Agent Systemcited by 2
- 2026AutoTrainess: Teaching Language Models to Improve Language Models Autonomouslycited by 2
- 2025Preface to the Special Issue of the TAL Journal on Scholarly Document Processingcited by 0
- 2026Contextual Information Policy Optimization for Search Agentscited by 0
- 2026Contextual Information Policy Optimization for Search Agents6 Aug 2026
- 2026AutoTrainess: Teaching Language Models to Improve Language Models Autonomously30 Jun 2026
- 2026IDRBench: Benchmarking the Interactive Capabilities of Deep Research Agents10 Jan 2026
- 2025SciRAG: Adaptive, Citation-Aware, and Outline-Guided Retrieval and Synthesis for Scientific Literature18 Nov 2025
- 2025Information Gain-based Policy Optimization: A Simple and Effective Approach for Multi-Turn Search Agents16 Oct 2025
- 2025DeepPlanner: Scaling Planning Capability for Deep Research Agents via Advantage Shaping14 Oct 2025
- 2025LLM×MapReduce-V3: Enabling Interactive In-Depth Survey Generation through a MCP-Driven Hierarchically Modular Agent System13 Oct 2025
- 2025DeepScholar-Bench: A Live Benchmark and Automated Evaluation for Generative Research Synthesis27 Aug 2025
- 2025Atom-Searcher: Enhancing Agentic Deep Research via Fine-Grained Atomic Thought Reward18 Aug 2025
- 2025Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL6 Aug 2025
- 2025Agent-as-Tool: A Study on the Hierarchical Decision Making with Reinforcement Learning2 Jul 2025
- 2025SciArena: An Open Evaluation Platform for Non-Verifiable Scientific Literature-Grounded Tasks1 Jul 2025
11 more
- 2025Deep Research Agents: A Systematic Examination And Roadmap22 Jun 2025
- 2025Preface to the Special Issue of the TAL Journal on Scholarly Document Processing4 Jun 2025
- 2025Multimodal DeepResearcher: Generating Text-Chart Interleaved Reports From Scratch with Agentic Framework3 Jun 2025
- 2025AI Scientists Fail Without Strong Implementation Capability2 Jun 2025
- 2025Procedural Environment Generation for Tool-Use Agents21 May 2025
- 2025Process vs. Outcome Reward: Which is Better for Agentic RAG Reinforcement Learning20 May 2025
- 2025IRIS: Interactive Research Ideation System for Accelerating Scientific Discovery23 Apr 2025
- 2025Scholar Inbox: Personalized Paper Recommendations for Scientists11 Apr 2025
- 2025DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments4 Apr 2025
- 2025From System 1 to System 2: A Survey of Reasoning Large Language Models24 Feb 2025
- 2024ECon: On the Detection and Resolution of Evidence Conflicts5 Oct 2024
- 2025Deep Research Agents: A Systematic Examination And Roadmapcited by 122
- 2025Information Gain-based Policy Optimization: A Simple and Effective Approach for Multi-Turn Search Agentscited by 43
- 2025Procedural Environment Generation for Tool-Use Agentscited by 21
- 2025Multimodal DeepResearcher: Generating Text-Chart Interleaved Reports From Scratch with Agentic Frameworkcited by 20
- 2026IDRBench: Benchmarking the Interactive Capabilities of Deep Research Agentscited by 3
- 2025LLM×MapReduce-V3: Enabling Interactive In-Depth Survey Generation through a MCP-Driven Hierarchically Modular Agent Systemcited by 2
- 2026AutoTrainess: Teaching Language Models to Improve Language Models Autonomouslycited by 2
- 2026Contextual Information Policy Optimization for Search Agentscited by 0
- 2026Contextual Information Policy Optimization for Search Agents6 Aug 2026
- 2026AutoTrainess: Teaching Language Models to Improve Language Models Autonomously30 Jun 2026
- 2026IDRBench: Benchmarking the Interactive Capabilities of Deep Research Agents10 Jan 2026
- 2025Information Gain-based Policy Optimization: A Simple and Effective Approach for Multi-Turn Search Agents16 Oct 2025
- 2025LLM×MapReduce-V3: Enabling Interactive In-Depth Survey Generation through a MCP-Driven Hierarchically Modular Agent System13 Oct 2025
- 2025Deep Research Agents: A Systematic Examination And Roadmap22 Jun 2025
- 2025Multimodal DeepResearcher: Generating Text-Chart Interleaved Reports From Scratch with Agentic Framework3 Jun 2025
- 2025Procedural Environment Generation for Tool-Use Agents21 May 2025
- 2025From System 1 to System 2: A Survey of Reasoning Large Language Modelscited by 319
- 2025Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RLcited by 75
- 2025Atom-Searcher: Enhancing Agentic Deep Research via Fine-Grained Atomic Thought Rewardcited by 25
- 2025Agent-as-Tool: A Study on the Hierarchical Decision Making with Reinforcement Learningcited by 9
- 2025DeepPlanner: Scaling Planning Capability for Deep Research Agents via Advantage Shapingcited by 5
- 2025DeepPlanner: Scaling Planning Capability for Deep Research Agents via Advantage Shaping14 Oct 2025
- 2025Atom-Searcher: Enhancing Agentic Deep Research via Fine-Grained Atomic Thought Reward18 Aug 2025
- 2025Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL6 Aug 2025
- 2025Agent-as-Tool: A Study on the Hierarchical Decision Making with Reinforcement Learning2 Jul 2025
- 2025From System 1 to System 2: A Survey of Reasoning Large Language Models24 Feb 2025
- 2025DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environmentscited by 268
- 2025DeepScholar-Bench: A Live Benchmark and Automated Evaluation for Generative Research Synthesiscited by 31
- 2025AI Scientists Fail Without Strong Implementation Capabilitycited by 20
- 2024ECon: On the Detection and Resolution of Evidence Conflictscited by 18
- 2025SciArena: An Open Evaluation Platform for Non-Verifiable Scientific Literature-Grounded Taskscited by 17
- 2025IRIS: Interactive Research Ideation System for Accelerating Scientific Discoverycited by 16
- 2025SciRAG: Adaptive, Citation-Aware, and Outline-Guided Retrieval and Synthesis for Scientific Literaturecited by 4
- 2025Scholar Inbox: Personalized Paper Recommendations for Scientistscited by 3
- 2025Preface to the Special Issue of the TAL Journal on Scholarly Document Processingcited by 0
- 2025SciRAG: Adaptive, Citation-Aware, and Outline-Guided Retrieval and Synthesis for Scientific Literature18 Nov 2025
- 2025DeepScholar-Bench: A Live Benchmark and Automated Evaluation for Generative Research Synthesis27 Aug 2025
- 2025SciArena: An Open Evaluation Platform for Non-Verifiable Scientific Literature-Grounded Tasks1 Jul 2025
- 2025Preface to the Special Issue of the TAL Journal on Scholarly Document Processing4 Jun 2025
- 2025AI Scientists Fail Without Strong Implementation Capability2 Jun 2025
- 2025IRIS: Interactive Research Ideation System for Accelerating Scientific Discovery23 Apr 2025
- 2025Scholar Inbox: Personalized Paper Recommendations for Scientists11 Apr 2025
- 2025DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments4 Apr 2025
- 2024ECon: On the Detection and Resolution of Evidence Conflicts5 Oct 2024
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- 2026AutoResearchBench: Benchmarking AI Agents on Complex Scientific Literature Discovery
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- 2025Introducing ORKG ASK: an AI-driven Scholarly Literature Search and Exploration System Taking a Neuro-Symbolic Approach
- 2025AI4Research: A Survey of Artificial Intelligence for Scientific Research
- 2025WisPaper: Your AI Scholar Search Engine
- 2025HiPerRAG: High-Performance Retrieval Augmented Generation for Scientific Insights