From Automation to Autonomy: A Survey on Large Language Models in Scientific Discovery

19 May 2025

Papers citing "From Automation to Autonomy: A Survey on Large Language Models in Scientific Discovery"

23 / 23 papers shown

Title
Science Hierarchography: Hierarchical Organization of Science Literature Muhan Gao Jash Shah Weiqi Wang Daniel Khashabi 146 1 0 18 Apr 2025
Can LLMs Generate Tabular Summaries of Science Papers? Rethinking the Evaluation Protocol Weiqi Wang Jiefu Ou Yangqiu Song Benjamin Van Durme Daniel Khashabi LMTD 125 2 0 14 Apr 2025
The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search Yutaro Yamada R. T. Lange Cong Lu Shengran Hu Chris Xiaoxuan Lu Jakob Foerster Jeff Clune David Ha 111 24 0 10 Apr 2025
Hierarchically Encapsulated Representation for Protocol Design in Self-Driving Labs Yu-Zhe Shi Mingchen Liu Fanxu Meng Qiao Xu Zhangqian Bi Kun He Lecheng Ruan Qining Wang 95 2 0 04 Apr 2025
Advancing AI-Scientist Understanding: Making LLM Think Like a Physicist with Interpretable Reasoning Yinggan Xu Hana Kimlee Yijia Xiao Di Luo AI4CE LRM 72 2 0 02 Apr 2025
SciReplicate-Bench: Benchmarking LLMs in Agent-driven Algorithmic Reproduction from Research Papers Yanzheng Xiang Hanqi Yan Shuyin Ouyang Lin Gui Yulan He 133 4 0 31 Mar 2025
CLAIMCHECK: How Grounded are LLM Critiques of Scientific Papers? Jiefu Ou William Gantt Walden Kate Sanders Zhengping Jiang Kaiser Sun ... Weiqi Wang Chandler May Hannah Recknor Daniel Khashabi Benjamin Van Durme 72 1 0 27 Mar 2025
ResearchBench: Benchmarking LLMs in Scientific Discovery via Inspiration-Based Task Decomposition Yong Liu Zonglin Yang Tong Xie Jinjie Ni Ben Gao Yuezun Li Shixiang Tang Wanli Ouyang Min Zhang Dongzhan Zhou 113 11 0 27 Mar 2025
Iterative Hypothesis Generation for Scientific Discovery with Monte Carlo Nash Equilibrium Self-Refining Trees Gollam Rabby Diyana Muhammed Prasenjit Mitra Sören Auer 79 2 0 25 Mar 2025
CodeScientist: End-to-End Semi-Automated Scientific Discovery with Code-based Experimentation Peter Alexander Jansen Oyvind Tafjord Marissa Radensky Pao Siangliulue Tom Hope Bhavana Dalvi Mishra Bodhisattwa Prasad Majumder Daniel S. Weld Peter Clark 79 7 0 20 Mar 2025
GraphEval: A Lightweight Graph-Based LLM Framework for Idea Evaluation Tao Feng Yihang Sun Jiaxuan You 161 1 0 16 Mar 2025
Can Large Language Models Help Experimental Design for Causal Discovery? Junyi Li Yongqiang Chen Chenxi Liu Qianyi Cai Tongliang Liu Bo Han Kun Zhang Hui Xiong CML 95 2 0 03 Mar 2025
IMPROVE: Iterative Model Pipeline Refinement and Optimization Leveraging LLM Experts Eric Xue Zeyi Huang Zeyi Huang Haohan Wang Yong Jae Lee Haohan Wang 154 1 0 25 Feb 2025
Auto-Bench: An Automated Benchmark for Scientific Discovery in LLMs Tingting Chen Srinivas Anumasa Beibei Lin Vedant Shah Anirudh Goyal Dianbo Liu LLMAG 131 2 0 24 Feb 2025
Superintelligent Agents Pose Catastrophic Risks: Can Scientist AI Offer a Safer Path? Yoshua Bengio Michael K. Cohen Damiano Fornasiere J. Ghosn Pietro Greiner ... Jesse Richardson Oliver E. Richardson Marc-Antoine Rondeau P. St-Charles David Williams-King 108 18 0 21 Feb 2025
AIDE: AI-Driven Exploration in the Space of Code Zhengyao Jiang Dominik Schmidt Dhruv Srikanth Dixing Xu Ian Kaplan Deniss Jacenko Yuxiang Wu 144 16 0 18 Feb 2025
Gravity-Bench-v1: A Benchmark on Gravitational Physics Discovery for Agents Nolan Koblischke Hyunseok Jang Kristen Menou M. Ali-Dib 153 2 0 30 Jan 2025
Agent Laboratory: Using LLM Agents as Research Assistants Samuel Schmidgall Yusheng Su Zihan Wang Xingwu Sun Jialian Wu Xiaodong Yu Jiang Liu Michael Moor Zicheng Liu Emad Barsoum LLMAG 96 60 2 08 Jan 2025
DrugAgent: Automating AI-aided Drug Discovery Programming through LLM Multi-Agent Collaboration Sizhe Liu Yaojie Lu Siyu Chen Xiyang Hu Jieyu Zhao Tianfan Fu Yue Zhao LLMAG 195 14 0 24 Nov 2024
BudgetMLAgent: A Cost-Effective LLM Multi-Agent system for Automating Machine Learning Tasks Shubham Gandhi Manasi Patwardhan Lovekesh Vig Gautam M. Shroff LLMAG 132 1 0 12 Nov 2024
Text2Chart31: Instruction Tuning for Chart Generation with Automatic Feedback Fatemeh Pesaran Zadeh Juyeon Kim Jin-Hwa Kim Gunhee Kim ALM 126 5 0 05 Oct 2024
ChartX & ChartVLM: A Versatile Benchmark and Foundation Model for Complicated Chart Reasoning Renqiu Xia Bo Zhang Hancheng Ye Xiangchao Yan Qi Liu ... Min Dou Botian Shi Junchi Yan Junchi Yan Yu Qiao LRM 182 68 0 19 Feb 2024
LitLLM: A Toolkit for Scientific Literature Review Shubham Agarwal I. Laradji Laurent Charlin Christopher Pal Krishnamurthy DJ Dvijotham Jason Stanley Laurent Charlin Christopher Pal 100 33 0 02 Feb 2024