Large Language Models for Automated Open-domain Scientific Hypotheses Discovery

6 September 2023

Xinya Du

Papers citing "Large Language Models for Automated Open-domain Scientific Hypotheses Discovery"

35 / 35 papers shown

Title
34 Examples of LLM Applications in Materials Science and Chemistry: Towards Automation, Assistants, Agents, and Accelerated Scientific Discovery Yoel Zimmermann Adib Bazgir Alexander H Al-Feghali Mehrad Ansari L. C. Brinson ... Shang Zhu Jan Janssen Calvin Li Ian Foster Ben Blaiszik 64 0 0 05 May 2025
Towards Automated Scoping of AI for Social Good Projects Jacob Emmerson Rayid Ghani Zheyuan Ryan Shi 142 0 0 28 Apr 2025
ResearchCodeAgent: An LLM Multi-Agent System for Automated Codification of Research Methodologies Shubham Gandhi Dhruv Shah Manasi S. Patwardhan L. Vig Gautam M. Shroff LLMAG AI4CE 143 0 0 28 Apr 2025
Spark: A System for Scientifically Creative Idea Generation Aishik Sanyal Samuel Schapiro Sumuk Shashidhar Royce Moon Lav R. Varshney Dilek Hakkani-Tur LRM 33 0 0 25 Apr 2025
Paper2Code: Automating Code Generation from Scientific Papers in Machine Learning Minju Seo Jinheon Baek Seongyun Lee Sung Ju Hwang AI4CE 39 0 0 24 Apr 2025
PriM: Principle-Inspired Material Discovery through Multi-Agent Collaboration Zheyuan Lai Yingming Pu 40 0 0 09 Apr 2025
ResearchBench: Benchmarking LLMs in Scientific Discovery via Inspiration-Based Task Decomposition Y. Liu Zonglin Yang Tong Xie Jinjie Ni Ben Gao Y. Li Shixiang Tang Wanli Ouyang Erik Cambria Dongzhan Zhou 31 2 0 27 Mar 2025
FutureGen: LLM-RAG Approach to Generate the Future Work of Scientific Article Ibrahim Al Azher Miftahul Jannat Mokarrama Zhishuai Guo Sagnik Ray Choudhury Hamed Alhoori LLMAG 51 1 0 20 Mar 2025
Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions Mourad Gridach Jay Nanavati Khaldoun Zine El Abidine Lenon Mendes Christina Mack 52 6 0 12 Mar 2025
DeepReview: Improving LLM-based Paper Review with Human-like Deep Thinking Process Minjun Zhu Yixuan Weng Linyi Yang Yue Zhang ALM LRM 63 3 0 11 Mar 2025
From Hypothesis to Publication: A Comprehensive Survey of AI-Driven Research Support Systems Zekun Zhou Xiaocheng Feng L. Huang Xiachong Feng Ziyun Song ... Baoxin Wang Dayong Wu Guoping Hu Ting Liu Bing Qin AI4TS 69 1 0 03 Mar 2025
LAG: LLM agents for Leaderboard Auto Generation on Demanding Jian Wu J. Zhang Dongyuan Li Linyi Yang Aoxiao Zhong Renhe Jiang Qingsong Wen Yue Zhang LLMAG 72 0 0 25 Feb 2025
All That Glitters is Not Novel: Plagiarism in AI Generated Research Tarun Gupta Danish Pruthi 52 2 0 23 Feb 2025
Automatic Evaluation Metrics for Artificially Generated Scientific Research Niklas Höpner Leon Eshuijs Dimitrios Alivanistos Giacomo Zamprogno Ilaria Tiddi 49 0 0 14 Feb 2025
Learning to Generate Research Idea with Dynamic Control Ruochen Li Liqiang Jing Chi Han Jiawei Zhou Xinya Du LRM 87 3 0 19 Dec 2024
On the Role of Model Prior in Real-World Inductive Reasoning Zhuo Liu Ding Yu Hangfeng He LRM 79 0 0 18 Dec 2024
IdeaBench: Benchmarking Large Language Models for Research Idea Generation Sikun Guo Amir Hassan Shariatmadari Guangzhi Xiong Albert Huang Eric Xie Stefan Bekiranov Aidong Zhang LM&MA 36 6 0 31 Oct 2024
Interpretable Language Modeling via Induction-head Ngram Models Eunji Kim Sriya Mantena Weiwei Yang Chandan Singh Sungroh Yoon Jianfeng Gao 49 0 0 31 Oct 2024
Nova: An Iterative Planning and Search Approach to Enhance Novelty and Diversity of LLM Generated Ideas Xiang Hu Hongyu Fu Jinge Wang Yifeng Wang Zhikun Li Renjun Xu Yu Lu Yaochu Jin Lili Pan Zhenzhong Lan LRM 22 13 0 18 Oct 2024
Chain of Ideas: Revolutionizing Research Via Novel Idea Development with LLM Agents Long Li Weiwen Xu Jiayan Guo Ruochen Zhao Xingxuan Li ... Ronghao Dang Deli Zhao Yu Rong Tian Feng Lidong Bing LRM AI4CE 36 18 0 17 Oct 2024
MOOSE-Chem: Large Language Models for Rediscovering Unseen Chemistry Scientific Hypotheses Zonglin Yang Wanhao Liu Ben Gao Tong Xie Y. Li Wanli Ouyang Soujanya Poria Erik Cambria Dongzhan Zhou LRM 37 14 0 09 Oct 2024
IdeaSynth: Iterative Research Idea Development Through Evolving and Composing Idea Facets with Literature-Grounded Feedback Kevin Pu K. J. Kevin Feng Tovi Grossman Tom Hope Bhavana Dalvi Mishra Matt Latzke Jonathan Bragg Joseph Chee Chang Pao Siangliulue 27 10 0 05 Oct 2024
Explaining Datasets in Words: Statistical Models with Natural Language Parameters Ruiqi Zhong Heng Wang Dan Klein Jacob Steinhardt 37 6 0 13 Sep 2024
MLR-Copilot: Autonomous Machine Learning Research based on Large Language Models Agents Ruochen Li Teerth Patel Qingyun Wang Xinya Du LLMAG MU 27 21 0 26 Aug 2024
Large Language Models as Biomedical Hypothesis Generators: A Comprehensive Evaluation Biqing Qi Kaiyan Zhang Kai Tian Haoxiang Li Zhang-Ren Chen Sihang Zeng Ermo Hua Hu Jinfang Bowen Zhou LM&MA 40 8 0 12 Jul 2024
A Comprehensive Survey of Scientific Large Language Models and Their Applications in Scientific Discovery Yu Zhang Xiusi Chen Bowen Jin Sheng Wang Shuiwang Ji Wei Wang Jiawei Han 44 27 0 16 Jun 2024
ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models Jinheon Baek S. Jauhar Silviu Cucerzan Sung Ju Hwang AI4CE LLMAG LM&Ro 34 38 0 11 Apr 2024
Hypothesis Generation with Large Language Models Yangqiaoyu Zhou Haokun Liu Tejes Srivastava Hongyuan Mei Chenhao Tan LRM 33 25 0 05 Apr 2024
Planning and Editing What You Retrieve for Enhanced Tool Learning Tenghao Huang Dongwon Jung Muhao Chen KELM 26 7 0 30 Mar 2024
Rethinking Interpretability in the Era of Large Language Models Chandan Singh J. Inala Michel Galley Rich Caruana Jianfeng Gao LRM AI4CE 77 62 0 30 Jan 2024
Large Language Models are Zero Shot Hypothesis Proposers Biqing Qi Kaiyan Zhang Haoxiang Li Kai Tian Sihang Zeng Zhang-Ren Chen Bowen Zhou 24 27 0 10 Nov 2023
Emergent autonomous scientific research capabilities of large language models Daniil A. Boiko R. MacKnight Gabe Gomes ELM LM&Ro AI4CE LLMAG 104 118 0 11 Apr 2023
Logical Reasoning over Natural Language as Knowledge Representation: A Survey Zonglin Yang Xinya Du Rui Mao Jinjie Ni Erik Cambria LRM ReLM 21 24 0 21 Mar 2023
Language Models as Inductive Reasoners Zonglin Yang Li Dong Xinya Du Hao Cheng Erik Cambria Xiaodong Liu Jianfeng Gao Furu Wei ReLM LRM 30 31 0 21 Dec 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 313 11,953 0 04 Mar 2022