MatSci-NLP: Evaluating Scientific Language Models on Materials Science
Language Tasks Using Text-to-Schema Modeling

MatSci-NLP: Evaluating Scientific Language Models on Materials Science Language Tasks Using Text-to-Schema Modeling

14 May 2023

Bang Liu

Papers citing "MatSci-NLP: Evaluating Scientific Language Models on Materials Science Language Tasks Using Text-to-Schema Modeling"

18 / 18 papers shown

Title
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 50 3 0 12 Mar 2025
Towards Fully-Automated Materials Discovery via Large-Scale Synthesis Dataset and Expert-Level LLM-as-a-Judge Heegyu Kim Taeyang Jeon Seungtaek Choi Jihoon Hong Dongwon Jeon ... Jisu Bae Chihoon Lee Yunseo Kim Jinsung Park Hyunsouk Cho ELM 55 0 1 23 Feb 2025
Efficient Scientific Full Text Classification: The Case of EICAT Impact Assessments Marc Felix Brinner Sina Zarrieß 76 1 0 10 Feb 2025
STAYKATE: Hybrid In-Context Example Selection Combining Representativeness Sampling and Retrieval-based Approach -- A Case Study on Science Domains Chencheng Zhu Kazutaka Shimada Tomoki Taniguchi Tomoko Ohkuma 33 0 0 31 Dec 2024
MatExpert: Decomposing Materials Discovery by Mimicking Human Experts Qianggang Ding Santiago Miret Bang Liu MoE 32 7 0 26 Oct 2024
MELT: Materials-aware Continued Pre-training for Language Model Adaptation to Materials Science Junho Kim Yeachan Kim Jun-Hyung Park Yerim Oh Suho Kim S. Lee CLL AI4CE 21 2 0 19 Oct 2024
FoodPuzzle: Developing Large Language Model Agents as Flavor Scientists Tenghao Huang Donghee Lee John Sweeney Jiatong Shi Emily Steliotes Matthew Lange Jonathan May Muhao Chen 34 2 0 19 Sep 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 29 4 0 01 Apr 2024
Extracting Polymer Nanocomposite Samples from Full-Length Documents Ghazal Khalighinejad Defne Çirci L. C. Brinson Bhuwan Dhingra 17 2 0 01 Mar 2024
Are LLMs Ready for Real-World Materials Discovery? Santiago Miret N. M. A. Krishnan 35 27 0 07 Feb 2024
Quokka: An Open-source Large Language Model ChatBot for Material Science Xianjun Yang Stephen D. Wilson Linda R. Petzold OSLM 25 2 0 02 Jan 2024
LLM-Prop: Predicting Physical And Electronic Properties Of Crystalline Solids From Their Text Descriptions Andre Niyongabo Rubungo Craig Arnold Barry P. Rand Adji Bousso Dieng AI4CE 20 27 0 21 Oct 2023
HoneyBee: Progressive Instruction Finetuning of Large Language Models for Materials Science Yu Song Santiago Miret Huan Zhang Bang Liu ALM 11 17 0 12 Oct 2023
Reconstructing Materials Tetrahedron: Challenges in Materials Information Extraction Kausik Hira Mohd Zaki Dhruvil Sheth Mausam Mausam N. M. A. Krishnan 11 8 0 12 Oct 2023
On the importance of catalyst-adsorbate 3D interactions for relaxed energy predictions Alvaro Carbonero Alexandre Duval Victor Schmidt Santiago Miret Alex Hernandez-Garcia Yoshua Bengio David Rolnick 25 0 0 10 Oct 2023
MatSciML: A Broad, Multi-Task Benchmark for Solid-State Materials Modeling Kin Long Kelvin Lee Carmelo Gonzales Marcel Nassar Matthew Spellings Mikhail Galkin Santiago Miret 25 15 0 12 Sep 2023
MatSciBERT: A Materials Domain Language Model for Text Mining and Information Extraction Tanishq Gupta Mohd Zaki N. M. A. Krishnan Mausam 44 176 0 30 Sep 2021
PubMedQA: A Dataset for Biomedical Research Question Answering Qiao Jin Bhuwan Dhingra Zhengping Liu William W. Cohen Xinghua Lu 205 806 0 13 Sep 2019