Buckets:
---
dataset_info:
- config_name: seed_42
features:
- name: qid
dtype: int64
- name: question
dtype: string
- name: answer
dtype: string
- name: messages
list:
- name: channel
dtype: string
- name: content
list:
- name: channel_config
struct:
- name: channel_required
dtype: bool
- name: valid_channels
list: string
- name: conversation_start_date
dtype: string
- name: knowledge_cutoff
dtype: string
- name: model_identity
dtype: string
- name: reasoning_effort
dtype: string
- name: text
dtype: string
- name: tools
struct:
- name: browser
struct:
- name: description
dtype: string
- name: name
dtype: string
- name: tools
list:
- name: description
dtype: string
- name: name
dtype: string
- name: parameters
struct:
- name: properties
struct:
- name: cursor
struct:
- name: default
dtype: int64
- name: type
dtype: string
- name: id
struct:
- name: default
dtype: int64
- name: type
list: string
- name: loc
struct:
- name: default
dtype: int64
- name: type
dtype: string
- name: num_lines
struct:
- name: default
dtype: int64
- name: type
dtype: string
- name: pattern
struct:
- name: type
dtype: string
- name: query
struct:
- name: type
dtype: string
- name: source
struct:
- name: type
dtype: string
- name: topn
struct:
- name: default
dtype: int64
- name: type
dtype: string
- name: view_source
struct:
- name: default
dtype: bool
- name: type
dtype: string
- name: required
list: string
- name: type
dtype: string
- name: type
dtype: string
- name: content_type
dtype: string
- name: name
dtype: string
- name: recipient
dtype: string
- name: role
dtype: string
- name: latency_s
dtype: float64
- name: error
dtype: 'null'
- name: attempts
dtype: int64
- name: status
dtype: string
- name: chunk_idx
dtype: int64
- name: num_chunks
dtype: int64
splits:
- name: train
num_bytes: 1117982919
num_examples: 6102
download_size: 461369938
dataset_size: 1117982919
- config_name: seed_43
features:
- name: qid
dtype: int64
- name: question
dtype: string
- name: answer
dtype: string
- name: messages
list:
- name: channel
dtype: string
- name: content
list:
- name: channel_config
struct:
- name: channel_required
dtype: bool
- name: valid_channels
list: string
- name: conversation_start_date
dtype: string
- name: knowledge_cutoff
dtype: string
- name: model_identity
dtype: string
- name: reasoning_effort
dtype: string
- name: text
dtype: string
- name: tools
struct:
- name: browser
struct:
- name: description
dtype: string
- name: name
dtype: string
- name: tools
list:
- name: description
dtype: string
- name: name
dtype: string
- name: parameters
struct:
- name: properties
struct:
- name: cursor
struct:
- name: default
dtype: int64
- name: type
dtype: string
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struct:
- name: default
dtype: int64
- name: type
list: string
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struct:
- name: default
dtype: int64
- name: type
dtype: string
- name: num_lines
struct:
- name: default
dtype: int64
- name: type
dtype: string
- name: pattern
struct:
- name: type
dtype: string
- name: query
struct:
- name: type
dtype: string
- name: source
struct:
- name: type
dtype: string
- name: topn
struct:
- name: default
dtype: int64
- name: type
dtype: string
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struct:
- name: default
dtype: bool
- name: type
dtype: string
- name: required
list: string
- name: type
dtype: string
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dtype: string
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dtype: string
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dtype: string
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dtype: string
- name: role
dtype: string
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dtype: float64
- name: error
dtype: 'null'
- name: attempts
dtype: int64
- name: status
dtype: string
- name: chunk_idx
dtype: int64
- name: num_chunks
dtype: int64
splits:
- name: train
num_bytes: 1158931340
num_examples: 6102
download_size: 477917292
dataset_size: 1158931340
- config_name: seed_44
features:
- name: qid
dtype: int64
- name: question
dtype: string
- name: answer
dtype: string
- name: messages
list:
- name: channel
dtype: string
- name: content
list:
- name: channel_config
struct:
- name: channel_required
dtype: bool
- name: valid_channels
list: string
- name: conversation_start_date
dtype: string
- name: knowledge_cutoff
dtype: string
- name: model_identity
dtype: string
- name: reasoning_effort
dtype: string
- name: text
dtype: string
- name: tools
struct:
- name: browser
struct:
- name: description
dtype: string
- name: name
dtype: string
- name: tools
list:
- name: description
dtype: string
- name: name
dtype: string
- name: parameters
struct:
- name: properties
struct:
- name: cursor
struct:
- name: default
dtype: int64
- name: type
dtype: string
- name: id
struct:
- name: default
dtype: int64
- name: type
list: string
- name: loc
struct:
- name: default
dtype: int64
- name: type
dtype: string
- name: num_lines
struct:
- name: default
dtype: int64
- name: type
dtype: string
- name: pattern
struct:
- name: type
dtype: string
- name: query
struct:
- name: type
dtype: string
- name: source
struct:
- name: type
dtype: string
- name: topn
struct:
- name: default
dtype: int64
- name: type
dtype: string
- name: view_source
struct:
- name: default
dtype: bool
- name: type
dtype: string
- name: required
list: string
- name: type
dtype: string
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dtype: string
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dtype: string
- name: name
dtype: string
- name: recipient
dtype: string
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dtype: string
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dtype: float64
- name: error
dtype: string
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dtype: int64
- name: status
dtype: string
- name: chunk_idx
dtype: int64
- name: num_chunks
dtype: int64
splits:
- name: train
num_bytes: 1108145493
num_examples: 6102
download_size: 456027149
dataset_size: 1108145493
- config_name: seed_45
features:
- name: qid
dtype: int64
- name: question
dtype: string
- name: answer
dtype: string
- name: messages
list:
- name: channel
dtype: string
- name: content
list:
- name: channel_config
struct:
- name: channel_required
dtype: bool
- name: valid_channels
list: string
- name: conversation_start_date
dtype: string
- name: knowledge_cutoff
dtype: string
- name: model_identity
dtype: string
- name: reasoning_effort
dtype: string
- name: text
dtype: string
- name: tools
struct:
- name: browser
struct:
- name: description
dtype: string
- name: name
dtype: string
- name: tools
list:
- name: description
dtype: string
- name: name
dtype: string
- name: parameters
struct:
- name: properties
struct:
- name: cursor
struct:
- name: default
dtype: int64
- name: type
dtype: string
- name: id
struct:
- name: default
dtype: int64
- name: type
list: string
- name: loc
struct:
- name: default
dtype: int64
- name: type
dtype: string
- name: num_lines
struct:
- name: default
dtype: int64
- name: type
dtype: string
- name: pattern
struct:
- name: type
dtype: string
- name: query
struct:
- name: type
dtype: string
- name: source
struct:
- name: type
dtype: string
- name: topn
struct:
- name: default
dtype: int64
- name: type
dtype: string
- name: view_source
struct:
- name: default
dtype: bool
- name: type
dtype: string
- name: required
list: string
- name: type
dtype: string
- name: type
dtype: string
- name: content_type
dtype: string
- name: name
dtype: string
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dtype: string
- name: role
dtype: string
- name: latency_s
dtype: float64
- name: error
dtype: 'null'
- name: attempts
dtype: int64
- name: status
dtype: string
- name: chunk_idx
dtype: int64
- name: num_chunks
dtype: int64
splits:
- name: train
num_bytes: 1106900749
num_examples: 6102
download_size: 455271833
dataset_size: 1106900749
- config_name: seed_46
features:
- name: qid
dtype: int64
- name: question
dtype: string
- name: answer
dtype: string
- name: messages
list:
- name: channel
dtype: string
- name: content
list:
- name: channel_config
struct:
- name: channel_required
dtype: bool
- name: valid_channels
list: string
- name: conversation_start_date
dtype: string
- name: knowledge_cutoff
dtype: string
- name: model_identity
dtype: string
- name: reasoning_effort
dtype: string
- name: text
dtype: string
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struct:
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struct:
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struct:
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struct:
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list: string
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struct:
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dtype: int64
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dtype: string
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struct:
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dtype: int64
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dtype: string
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struct:
- name: type
dtype: string
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struct:
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dtype: string
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struct:
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dtype: string
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struct:
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dtype: int64
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struct:
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dtype: string
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dtype: int64
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dtype: int64
splits:
- name: train
num_bytes: 1135517221
num_examples: 6102
download_size: 468875734
dataset_size: 1135517221
- config_name: seed_47
features:
- name: qid
dtype: int64
- name: question
dtype: string
- name: answer
dtype: string
- name: messages
list:
- name: channel
dtype: string
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list:
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struct:
- name: channel_required
dtype: bool
- name: valid_channels
list: string
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dtype: string
- name: knowledge_cutoff
dtype: string
- name: model_identity
dtype: string
- name: reasoning_effort
dtype: string
- name: text
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struct:
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struct:
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list:
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struct:
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struct:
- name: cursor
struct:
- name: default
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struct:
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list: string
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struct:
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struct:
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dtype: int64
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dtype: string
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struct:
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dtype: string
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struct:
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struct:
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struct:
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dtype: string
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splits:
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num_bytes: 1179953502
num_examples: 6102
download_size: 487937315
dataset_size: 1179953502
- config_name: seed_48
features:
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dtype: int64
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dtype: string
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list:
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list:
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struct:
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list: string
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struct:
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splits:
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num_bytes: 1171147444
num_examples: 6102
download_size: 483010306
dataset_size: 1171147444
- config_name: seed_49
features:
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list:
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list:
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struct:
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dtype: bool
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list: string
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splits:
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num_examples: 6102
download_size: 461516938
dataset_size: 1120741628
- config_name: seed_50
features:
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list:
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list:
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struct:
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dtype: bool
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list: string
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splits:
- name: train
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num_examples: 6102
download_size: 470031205
dataset_size: 1139271069
- config_name: seed_51
features:
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list:
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struct:
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list: string
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struct:
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struct:
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dtype: int64
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dtype: string
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dtype: int64
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dtype: int64
splits:
- name: train
num_bytes: 1154584409
num_examples: 6102
download_size: 475934015
dataset_size: 1154584409
- config_name: seed_52
features:
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dtype: int64
- name: question
dtype: string
- name: answer
dtype: string
- name: messages
list:
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dtype: string
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list:
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struct:
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dtype: bool
- name: valid_channels
list: string
- name: conversation_start_date
dtype: string
- name: knowledge_cutoff
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- name: model_identity
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license: mit
---
<div style="display: flex; align-items: center; justify-content: center; gap: 8px;">
<img src="imgs/or-logo1.png" style="height: 84px; width: auto;">
<img src="imgs/openresearcher-title.svg" style="height: 84px; width: auto;">
</div>
<div align="center">
<a href="https://arxiv.org/abs/2603.20278"><img src="https://img.shields.io/badge/arXiv-B31B1B?style=for-the-badge&logo=arXiv&logoColor=white" alt="Blog"></a>
<a href="https://huggingface.co/papers/2603.20278"><img src="https://img.shields.io/badge/Paper-FFD966?style=for-the-badge&logo=huggingface&logoColor=ffffff" alt="Model"></a>
<!-- <a href="https://huggingface.co/papers/2603.20278"><img src="https://img.shields.io/badge/arXiv-B31B1B?style=for-the-badge&logo=arXiv&logoColor=white" alt="Blog"></a> -->
<a href="https://x.com/zhuofengli96475/status/2036475211063648414"><img src="https://img.shields.io/badge/Twitter-000000?style=for-the-badge&logo=X&logoColor=white" alt="Blog"></a>
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<a href="https://github.com/TIGER-AI-Lab/OpenResearcher"><img src="https://img.shields.io/badge/Github-181717?style=for-the-badge&logo=github&logoColor=white" alt="Blog"></a>
<a href="https://huggingface.co/datasets/OpenResearcher/OpenResearcher-Dataset"><img src="https://img.shields.io/badge/Dataset-FFB7B2?style=for-the-badge&logo=huggingface&logoColor=ffffff" alt="Dataset"></a>
<a href="https://huggingface.co/OpenResearcher/Nemotron-3-Nano-30B-A3B"><img src="https://img.shields.io/badge/Model-FFD966?style=for-the-badge&logo=huggingface&logoColor=ffffff" alt="Model"></a>
<a href="https://huggingface.co/spaces/OpenResearcher/OpenResearcher"><img src="https://img.shields.io/badge/Demo-F97316.svg?style=for-the-badge&logo=gradio&logoColor=white" alt="Demo"></a>
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<a href="https://huggingface.co/datasets/OpenResearcher/OpenResearcher-Eval-Logs/tree/main"><img src="https://img.shields.io/badge/Eval%20Logs-755BB4?style=for-the-badge&logo=google-sheets&logoColor=white" alt="Eval Logs"></a>
</div>
</div>
<div align="center" style="padding: 10px 0 -4px; display: flex; align-items: center; justify-content: center; gap: 16px;">
<div style="width: 60px; height: 2px; background: linear-gradient(90deg, transparent, #E24B4A);"></div>
<span style="font-size: 22px; font-weight: 600; color: #E24B4A;">Adopted by NVIDIA's Nemotron family of models!</span>
<div style="width: 60px; height: 2px; background: linear-gradient(90deg, #E24B4A, transparent);"></div>
</div>
<p align="center">
🤗 <a href="https://huggingface.co/collections/TIGER-Lab/openresearcher" target="_blank">HuggingFace</a> ｜<img src="imgs/slack.png" width="14px" style="display:inline;"> <a href="https://join.slack.com/t/openresearcher/shared_invite/zt-3p0r32cky-PqtZkVjjWIAI14~XwcRMfQ" target="_blank">Slack</a> | <img src="imgs/wechat.svg" width="14px" style="display:inline;"> <a href="https://github.com/TIGER-AI-Lab/OpenResearcher/blob/main/assets/imgs/wechat_group.jpg" target="_blank">WeChat</a>
</p>
## Overview
**OpenResearcher** is a fully open agentic large language model (30B-A3B) designed for **long-horizon deep research** scenarios. It achieves an impressive **54.8%** accuracy on [BrowseComp-Plus](https://huggingface.co/spaces/Tevatron/BrowseComp-Plus), surpassing performance of `GPT-4.1`, `Claude-Opus-4`, `Gemini-2.5-Pro`, `DeepSeek-R1` and `Tongyi-DeepResearch`. It also demonstrates **leading performance** across a range of deep research benchmarks, including BrowseComp, GAIA, WebWalkerQA, and xbench-DeepSearch. We **fully open-source** the training and evaluation recipe—including data, model, training methodology, and evaluation framework for everyone to progress deep research.
## OpenResearcher Training Dataset
Our training dataset consists of **96K** high-quality long-horizon DeepResearch trajectories with **100+ turns** generated by GPT-OSS-120B using its [native browser tools](https://docs.vllm.ai/projects/recipes/en/latest/OpenAI/GPT-OSS.html#usage:~:text=Limitation%20section%20below.-,Tool%20Use,-%C2%B6). To enable scalable and cost-efficient data generation, we deploy a self-hosted search engine over carefully constructed ~11B-token [corpus](https://huggingface.co/datasets/OpenResearcher/OpenResearcher-Corpus)
, completely eliminating reliance on external search APIs.
## Format
Each row in the dataset contains the following fields:
- **qid (int64)**: A unique identifier for each question or task.
- **question (string)**: The original deepresearch question compiled from [MiroVerse](https://huggingface.co/datasets/miromind-ai/MiroVerse-v0.1).
- **answer (string)**: The final answer to the question.
- **messages (list)**: A list of messages representing the GPT-OSS 120B deep research trajectory, including intermediate reasoning steps, tool calls, observations, and model responses throughout the problem-solving process.
## Core Contributors
<table>
<tr>
<td align="center">
<a href="https://zhuofeng-li.github.io/">
<img src="https://github.com/Zhuofeng-Li.png" width="75px;" alt="Zhuofeng Li"/>
<br />
<sub><b>Zhuofeng Li</b></sub>
</a>
</td>
<td align="center">
<a href="https://github.com/jdf-prog">
<img src="https://github.com/jdf-prog.png" width="75px;" alt="Dongfu Jiang"/>
<br />
<sub><b>Dongfu Jiang</b></sub>
</a>
</td>
</td>
<td align="center">
<a href="https://mxueguang.github.io/">
<img src="https://mxueguang.github.io/images/profile.jpg" width="75px;" alt="Xueguang"/>
<br />
<sub><b>Xueguang Ma</b></sub>
</a>
</td>
<td align="center">
<a href="https://isaacghx.github.io/about/">
<img src="https://github.com/IsaacGHX.png" width="75px;" alt="Haoxiang Zhang"/>
<br />
<sub><b>Haoxiang Zhang</b></sub>
</a>
</td>
<td align="center">
<a href="https://github.com/erenup">
<img src="https://github.com/erenup.png" width="75px;" alt="Ping Nie"/>
<br />
<sub><b>Ping Nie</b></sub>
</a>
</td>
</tr>
</table>
## Advisors
<table>
<tr>
<td align="center">
<a href="https://github.com/wenhuchen">
<img src="https://github.com/wenhuchen.png" width="75px;" alt="Wenhu Chen"/>
<br />
<sub><b>Wenhu Chen</b></sub>
</a>
</td>
<td align="center">
<a href="https://yuzhimanhua.github.io/">
<img src="https://yuzhimanhua.github.io/profile_pic.jpg" width="75px;" alt="Yu Zhang"/>
<br />
<sub><b>Yu Zhang</b></sub>
</a>
</td>
</tr>
</table>
## Acknowledgements
<div align="center">
<img src="https://raw.githubusercontent.com/TIGER-AI-Lab/OpenResearcher/main/assets/imgs/ack.png" alt="Deep Research Benchmark Results" width="100%">
</div>
## Citation
```bibtex
@article{li2026openresearcher,
title={{OpenResearcher: A Fully Open Pipeline for Long-Horizon Deep Research Trajectory Synthesis}},
author={Li, Zhuofeng and Jiang, Dongfu and Ma, Xueguang and Zhang, Haoxiang and Nie, Ping and Zhang, Yuyu and Zou, Kai and Xie, Jianwen and Zhang, Yu and Chen, Wenhu},
journal={arXiv preprint arXiv:2603.20278},
year={2026}
}
```
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- name: default
dtype: int64
- name: type
list: string
- name: loc
struct:
- name: default
dtype: int64
- name: type
dtype: string
- name: num_lines
struct:
- name: default
dtype: int64
- name: type
dtype: string
- name: pattern
struct:
- name: type
dtype: string
- name: query
struct:
- name: type
dtype: string
- name: source
struct:
- name: type
dtype: string
- name: topn
struct:
- name: default
dtype: int64
- name: type
dtype: string
- name: view_source
struct:
- name: default
dtype: bool
- name: type
dtype: string
- name: required
list: string
Xet Storage Details
- Size:
- 61.4 kB
- Xet hash:
- 6d8feb0e881c9eead60c41dd752f2d6446c82f6c37105573f31f7fc437ac4860
·
Xet efficiently stores files, intelligently splitting them into unique chunks and accelerating uploads and downloads. More info.