Are LLMs Ready for Real-World Materials Discovery?

7 February 2024

Papers citing "Are LLMs Ready for Real-World Materials Discovery?"

18 / 18 papers shown

Title
ChemRxivQuest: A Curated Chemistry Question-Answer Database Extracted from ChemRxiv Preprints Mahmoud Amiri Thomas Bocklitz 33 0 0 08 May 2025
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 T. Foster B. Blaiszik 31 0 0 05 May 2025
MetaScientist: A Human-AI Synergistic Framework for Automated Mechanical Metamaterial Design Jingyuan Qi Z. Jia Minqian Liu Wangzhi Zhan Junkai Zhang ... Muhao Chen Dawei Zhou Ling Li Wei Wang Lifu Huang AI4CE 71 1 0 20 Dec 2024
Towards Scientific Discovery with Generative AI: Progress, Opportunities, and Challenges Chandan K. Reddy Parshin Shojaee 73 3 0 16 Dec 2024
Generative Adversarial Reviews: When LLMs Become the Critic Nicolas Bougie Narimasa Watanabe 65 1 0 09 Dec 2024
MatViX: Multimodal Information Extraction from Visually Rich Articles Ghazal Khalighinejad Sharon Scott Ollie Liu Kelly L. Anderson Rickard Stureborg Aman Tyagi Bhuwan Dhingra 18 0 0 27 Oct 2024
MatExpert: Decomposing Materials Discovery by Mimicking Human Experts Qianggang Ding Santiago Miret Bang Liu MoE 24 7 0 26 Oct 2024
Improving LLM Reasoning through Scaling Inference Computation with Collaborative Verification Zhenwen Liang Ye Liu Tong Niu Xiangliang Zhang Yingbo Zhou Semih Yavuz LRM 30 17 0 05 Oct 2024
The Synergy between Data and Multi-Modal Large Language Models: A Survey from Co-Development Perspective Zhen Qin Daoyuan Chen Wenhao Zhang Liuyi Yao Yilun Huang Bolin Ding Yaliang Li Shuiguang Deng 45 5 0 11 Jul 2024
CiteME: Can Language Models Accurately Cite Scientific Claims? Ori Press Andreas Hochlehnert Ameya Prabhu Vishaal Udandarao Ofir Press Matthias Bethge 24 12 0 10 Jul 2024
MatText: Do Language Models Need More than Text & Scale for Materials Modeling? Nawaf Alampara Santiago Miret K. Jablonka 37 8 0 25 Jun 2024
Evaluating Large Language Models for Material Selection Daniele Grandi Yash Jain Allin Groom Brandon Cramer Christopher McComb 21 7 0 23 Apr 2024
A Survey on Self-Evolution of Large Language Models Zhengwei Tao Ting-En Lin Xiancai Chen Hangyu Li Yuchuan Wu Yongbin Li Zhi Jin Fei Huang Dacheng Tao Jingren Zhou LRM LM&Ro 43 21 0 22 Apr 2024
Are large language models superhuman chemists? Adrian Mirza Nawaf Alampara Sreekanth Kunchapu Benedict Emoekabu Aswanth Krishnan ... Leanne M. Stafast Dinga Wonanke Michael Pieler P. Schwaller K. Jablonka ELM AI4MH LRM LM&MA 18 4 0 01 Apr 2024
LLaMP: Large Language Model Made Powerful for High-fidelity Materials Knowledge Retrieval and Distillation Chiang Yuan Elvis Hsieh Chia-Hong Chou Janosh Riebesell 17 9 0 30 Jan 2024
Flexible, Model-Agnostic Method for Materials Data Extraction from Text Using General Purpose Language Models Maciej P. Polak S. Modi Anna Latosinska Jinming Zhang Ching-Wen Wang Shanonan Wang Ayan Deep Hazra Dane Morgan 6 9 0 09 Feb 2023
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 315 8,261 0 28 Jan 2022
Crystal Diffusion Variational Autoencoder for Periodic Material Generation Tian Xie Xiang Fu O. Ganea Regina Barzilay Tommi Jaakkola DiffM BDL 196 224 0 12 Oct 2021