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1 | | -- title: "DeepAnalyze: Agentic Large Language Models for Autonomous Data Science" |
2 | | - authors: "Shaolei Zhang, Ju Fan, Meihao Fan, Guoliang Li, Xiaoyong Du" |
3 | | - venue: "arXiv 2025" |
| 1 | +- title: 'LLM-Based Data Science Agents: A Survey of Capabilities, Challenges, and Future Directions' |
| 2 | + authors: Mizanur Rahman, Amran Bhuiyan, Mohammed Saidul Islam, Md Tahmid Rahman Laskar, Ridwan Mahbub, Ahmed Masry, Shafiq |
| 3 | + Joty, Enamul Hoque |
| 4 | + venue: arXiv 2025 |
| 5 | + tags: |
| 6 | + - survey |
4 | 7 | links: |
5 | | - paper: "https://arxiv.org/abs/2510.16872" |
6 | | - github: "https://github.com/ruc-datalab/DeepAnalyze" |
7 | | - website: "https://ruc-deepanalyze.github.io/" |
8 | | - |
9 | | -- title: "WebDS: An End-to-End Benchmark for Web-based Data Science" |
10 | | - authors: "Ethan Hsu, Hong Meng Yam, Ines Bouissou, Aaron Murali John, Raj Thota, Josh Koe, Vivek Sarath Putta, G K Dharesan, Alexander Spangher, Shikhar Murty, Tenghao Huang, Christopher D. Manning" |
11 | | - venue: "arXiv 2025" |
| 8 | + paper: https://arxiv.org/abs/2510.04023 |
| 9 | + github: '' |
| 10 | + website: '' |
| 11 | +- title: 'DeepAnalyze: Agentic Large Language Models for Autonomous Data Science' |
| 12 | + authors: Shaolei Zhang, Ju Fan, Meihao Fan, Guoliang Li, Xiaoyong Du |
| 13 | + venue: arXiv 2025 |
12 | 14 | links: |
13 | | - paper: "https://arxiv.org/abs/2508.01222" |
14 | | - github: "" |
15 | | - website: "" |
16 | | - |
17 | | -- title: "AutoMind: Adaptive Knowledgeable Agent for Automated Data Science" |
18 | | - authors: "Yixin Ou, Yujie Luo, Jingsheng Zheng, Lanning Wei, Zhuoyun Yu, Shuofei Qiao, Jintian Zhang, Da Zheng, Yuren Mao, Yunjun Gao, Huajun Chen, Ningyu Zhang" |
19 | | - venue: "arXiv 2025" |
| 15 | + paper: https://arxiv.org/abs/2510.16872 |
| 16 | + github: https://github.com/ruc-datalab/DeepAnalyze |
| 17 | + website: https://ruc-deepanalyze.github.io/ |
| 18 | +- title: 'WebDS: An End-to-End Benchmark for Web-based Data Science' |
| 19 | + authors: Ethan Hsu, Hong Meng Yam, Ines Bouissou, Aaron Murali John, Raj Thota, Josh Koe, Vivek Sarath Putta, G K Dharesan, |
| 20 | + Alexander Spangher, Shikhar Murty, Tenghao Huang, Christopher D. Manning |
| 21 | + venue: arXiv 2025 |
20 | 22 | links: |
21 | | - paper: "https://arxiv.org/abs/2506.10974" |
22 | | - github: "https://github.com/innovatingAI/AutoMind" |
23 | | - website: "https://innovatingai.github.io/" |
24 | | - |
25 | | -- title: "DA-Code: Agent Data Science Code Generation Benchmark for Large Language Models" |
26 | | - authors: "Yiming Huang, Jianwen Luo, Yan Yu, Yitong Zhang, Fangyu Lei, Yifan Wei, Shizhu He, Lifu Huang, Xiao Liu, Jun Zhao, Kang Liu" |
27 | | - venue: "EMNLP 2024" |
| 23 | + paper: https://arxiv.org/abs/2508.01222 |
| 24 | + github: '' |
| 25 | + website: '' |
| 26 | +- title: 'AutoMind: Adaptive Knowledgeable Agent for Automated Data Science' |
| 27 | + authors: Yixin Ou, Yujie Luo, Jingsheng Zheng, Lanning Wei, Zhuoyun Yu, Shuofei Qiao, Jintian Zhang, Da Zheng, Yuren Mao, |
| 28 | + Yunjun Gao, Huajun Chen, Ningyu Zhang |
| 29 | + venue: arXiv 2025 |
28 | 30 | links: |
29 | | - paper: "https://aclanthology.org/2024.emnlp-main.748/" |
30 | | - github: "https://github.com/yiyihum/da-code" |
31 | | - website: "https://da-code-bench.github.io/" |
| 31 | + paper: https://arxiv.org/abs/2506.10974 |
| 32 | + github: https://github.com/innovatingAI/AutoMind |
| 33 | + website: https://innovatingai.github.io/ |
| 34 | +- title: 'DA-Code: Agent Data Science Code Generation Benchmark for Large Language Models' |
| 35 | + authors: Yiming Huang, Jianwen Luo, Yan Yu, Yitong Zhang, Fangyu Lei, Yifan Wei, Shizhu He, Lifu Huang, Xiao Liu, Jun Zhao, |
| 36 | + Kang Liu |
| 37 | + venue: EMNLP 2024 |
| 38 | + links: |
| 39 | + paper: https://aclanthology.org/2024.emnlp-main.748/ |
| 40 | + github: https://github.com/yiyihum/da-code |
| 41 | + website: https://da-code-bench.github.io/ |
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