v1v2 (latest)

Large Language Models as Biomedical Hypothesis Generators: A Comprehensive Evaluation

12 July 2024

Hu Jinfang

Bowen Zhou

LM&MA

ArXiv (abs)PDF HTML

Papers citing "Large Language Models as Biomedical Hypothesis Generators: A Comprehensive Evaluation"

43 / 43 papers shown

Title
InterFeat: An Automated Pipeline for Finding Interesting Hypotheses in Structured Biomedical Data Dan Ofer Michal Linial Dafna Shahaf 66 1 0 18 May 2025
Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning Yibo Yan Shen Wang Jiahao Huo Jingheng Ye Zhendong Chu Xuming Hu Philip S. Yu Carla P. Gomes B. Selman Qingsong Wen LRM 208 17 0 05 Feb 2025
UltraMedical: Building Specialized Generalists in Biomedicine Kaiyan Zhang Sihang Zeng Ermo Hua Ning Ding Zhang-Ren Chen ... Xuekai Zhu Xingtai Lv Hu Jinfang Zhiyuan Liu Bowen Zhou LM&MA 88 33 0 06 Jun 2024
Mixtral of Experts Albert Q. Jiang Alexandre Sablayrolles Antoine Roux A. Mensch Blanche Savary ... Théophile Gervet Thibaut Lavril Thomas Wang Timothée Lacroix William El Sayed MoE LLMAG 155 1,112 0 08 Jan 2024
Don't Make Your LLM an Evaluation Benchmark Cheater Kun Zhou Yutao Zhu Zhipeng Chen Wentong Chen Wayne Xin Zhao Xu Chen Yankai Lin Ji-Rong Wen Jiawei Han ELM 157 154 0 03 Nov 2023
Skywork: A More Open Bilingual Foundation Model Tianwen Wei Liang Zhao Lichang Zhang Bo Zhu Lijie Wang ... Yongyi Peng Xiaojuan Liang Shuicheng Yan Han Fang Yahui Zhou 85 101 0 30 Oct 2023
MindAgent: Emergent Gaming Interaction Ran Gong Qiuyuan Huang Xiaojian Ma Hoi Vo Zane Durante ... Zilong Zheng Song-Chun Zhu Demetri Terzopoulos Fei-Fei Li Jianfeng Gao LM&Ro 138 68 0 18 Sep 2023
Empowering Private Tutoring by Chaining Large Language Models Yulin Chen Ning Ding Hai-Tao Zheng Zhiyuan Liu Maosong Sun Bowen Zhou AI4Ed KELM ELM 29 11 0 15 Sep 2023
The Rise and Potential of Large Language Model Based Agents: A Survey Zhiheng Xi Wenxiang Chen Xin Guo Wei He Yiwen Ding ... Wenjuan Qin Yongyan Zheng Xipeng Qiu Xuanjing Huan Tao Gui LM&MA LM&Ro 3DV AI4CE 115 955 0 14 Sep 2023
A Survey of Hallucination in Large Foundation Models Vipula Rawte A. Sheth Amitava Das HILM LRM 192 383 0 12 Sep 2023
Large Language Models for Automated Open-domain Scientific Hypotheses Discovery Zonglin Yang Xinya Du Junxian Li Jie Zheng Soujanya Poria Min Zhang LRM 60 57 0 06 Sep 2023
Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models Yue Zhang Yafu Li Leyang Cui Deng Cai Lemao Liu ... Longyue Wang Anh Tuan Luu Wei Bi Freda Shi Shuming Shi RALM LRM HILM 104 577 0 03 Sep 2023
MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework Sirui Hong Mingchen Zhuge Jonathan Chen Xiawu Zheng Yuheng Cheng ... Liyang Zhou Chenyu Ran Lingfeng Xiao Chenglin Wu Jürgen Schmidhuber LLMAG AIFin 97 0 0 01 Aug 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 337 12,044 0 18 Jul 2023
Can LLMs Express Their Uncertainty? An Empirical Evaluation of Confidence Elicitation in LLMs Miao Xiong Zhiyuan Hu Xinyang Lu Yifei Li Jie Fu Junxian He Bryan Hooi 203 446 0 22 Jun 2023
ChatDB: Augmenting LLMs with Databases as Their Symbolic Memory Chenxu Hu Jie Fu Chenzhuang Du Simian Luo Jiaqi Zhao Hang Zhao KELM LLMAG 106 117 0 06 Jun 2023
Auto-GPT for Online Decision Making: Benchmarks and Additional Opinions Hui Yang Sifu Yue Yunzhong He RALM 43 171 0 04 Jun 2023
Ghost in the Minecraft: Generally Capable Agents for Open-World Environments via Large Language Models with Text-based Knowledge and Memory Xizhou Zhu Yuntao Chen Hao Tian Chenxin Tao Weijie Su ... Lewei Lu Xiaogang Wang Yu Qiao Zhaoxiang Zhang Jifeng Dai LLMAG LM&Ro 78 240 0 25 May 2023
On the Planning Abilities of Large Language Models : A Critical Investigation Karthik Valmeekam Matthew Marquez S. Sreedharan Subbarao Kambhampati LLMAG LRM 50 237 0 25 May 2023
Gorilla: Large Language Model Connected with Massive APIs Shishir G. Patil Tianjun Zhang Xin Wang Joseph E. Gonzalez ELM CLL ALM SyDa 86 566 0 24 May 2023
Tree of Thoughts: Deliberate Problem Solving with Large Language Models Shunyu Yao Dian Yu Jeffrey Zhao Izhak Shafran Thomas Griffiths Yuan Cao Karthik Narasimhan LM&Ro LRM AI4CE 153 2,025 0 17 May 2023
Improving Language Model Negotiation with Self-Play and In-Context Learning from AI Feedback Yao Fu Hao-Chun Peng Tushar Khot Mirella Lapata LLMAG 71 185 0 17 May 2023
Emergent autonomous scientific research capabilities of large language models Daniil A. Boiko R. MacKnight Gabe Gomes ELM LM&Ro AI4CE LLMAG 153 127 0 11 Apr 2023
Generative Agents: Interactive Simulacra of Human Behavior J. Park Joseph C. O'Brien Carrie J. Cai Meredith Ringel Morris Percy Liang Michael S. Bernstein LM&Ro AI4CE 399 1,961 0 07 Apr 2023
HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in Hugging Face Yongliang Shen Kaitao Song Xu Tan Dongsheng Li Weiming Lu Yueting Zhuang MLLM 122 908 0 30 Mar 2023
G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment Yang Liu Dan Iter Yichong Xu Shuohang Wang Ruochen Xu Chenguang Zhu ELM ALM LM&MA 181 1,205 0 29 Mar 2023
ChatGPT Outperforms Crowd-Workers for Text-Annotation Tasks Fabrizio Gilardi Meysam Alizadeh M. Kubli AI4MH 118 923 0 27 Mar 2023
Reflexion: Language Agents with Verbal Reinforcement Learning Noah Shinn Federico Cassano Beck Labash A. Gopinath Karthik Narasimhan Shunyu Yao LLMAG KELM 135 1,314 0 20 Mar 2023
The Life Cycle of Knowledge in Big Language Models: A Survey Boxi Cao Hongyu Lin Xianpei Han Le Sun KELM 84 28 0 14 Mar 2023
Goal Driven Discovery of Distributional Differences via Language Descriptions Ruiqi Zhong Peter Zhang Steve Li Jinwoo Ahn Dan Klein Jacob Steinhardt 87 51 0 28 Feb 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 1.5K 13,420 0 27 Feb 2023
Semantic Uncertainty: Linguistic Invariances for Uncertainty Estimation in Natural Language Generation Lorenz Kuhn Y. Gal Sebastian Farquhar UQLM 192 307 0 19 Feb 2023
Toolformer: Language Models Can Teach Themselves to Use Tools Timo Schick Jane Dwivedi-Yu Roberto Dessì Roberta Raileanu Maria Lomeli Luke Zettlemoyer Nicola Cancedda Thomas Scialom SyDa RALM 162 1,766 0 09 Feb 2023
GFlowNets for AI-Driven Scientific Discovery Moksh Jain T. Deleu Jason S. Hartford Cheng-Hao Liu Alex Hernandez-Garcia Yoshua Bengio AI4CE 78 53 0 01 Feb 2023
Self-Instruct: Aligning Language Models with Self-Generated Instructions Yizhong Wang Yeganeh Kordi Swaroop Mishra Alisa Liu Noah A. Smith Daniel Khashabi Hannaneh Hajishirzi ALM SyDa LRM 134 2,240 0 20 Dec 2022
Galactica: A Large Language Model for Science Ross Taylor Marcin Kardas Guillem Cucurull Thomas Scialom Anthony Hartshorn Elvis Saravia Andrew Poulton Viktor Kerkez Robert Stojnic ELM ReLM 114 774 0 16 Nov 2022
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 431 2,946 0 06 Oct 2022
TALM: Tool Augmented Language Models Aaron T Parisi Yao-Min Zhao Noah Fiedel KELM RALM LLMAG 88 148 0 24 May 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 823 9,644 0 28 Jan 2022
WebGPT: Browser-assisted question-answering with human feedback Reiichiro Nakano Jacob Hilton S. Balaji Jeff Wu Ouyang Long ... Gretchen Krueger Kevin Button Matthew Knight B. Chess John Schulman ALM RALM 189 1,285 0 17 Dec 2021
Measuring Massive Multitask Language Understanding Dan Hendrycks Collin Burns Steven Basart Andy Zou Mantas Mazeika Basel Alomair Jacob Steinhardt ELM RALM 182 4,553 0 07 Sep 2020
Jointly Measuring Diversity and Quality in Text Generation Models Ehsan Montahaei Danial Alihosseini M. Baghshah 61 77 0 08 Apr 2019
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 529 19,237 0 20 Jul 2017