conftrace_

materials science

20 papers

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information extraction (1090) large language model (13587) named entity recognition (2813) domain adaptation (4595) text classification (6793) entity extraction (258) relation classification (180) scientific literature (114) graph neural network (3962) neural network (6616)

Papers

CodeDistiller: Automatically Generating Code Libraries for Scientific Coding Agents ACL 2026
Matter-of-Fact: A Benchmark for Verifying the Feasibility of Literature-Supported Claims in Materials Science EMNLP 2025
Mat-Instructions: A Large-Scale Inorganic Material Instruction Dataset for Large Language Models IJCAI 2025
LLaMP: Large Language Model Made Powerful for High-fidelity Materials Knowledge Retrieval EMNLP 2025
A Unified Framework for N-ary Property Information Extraction in Materials Science EMNLP 2025
SEED: Semantic Knowledge Transfer for Language Model Adaptation to Materials Science EMNLP 2024
Construction and Application of Materials Knowledge Graph in Multidisciplinary Materials Science via Large Language Model NIPS 2024
MELT: Materials-aware Continued Pre-training for Language Model Adaptation to Materials Science EMNLP 2024
End-to-End Phase Field Model Discovery Combining Experimentation, Crowdsourcing, Simulation and Learning AAAI 2024
Toward Reliable Ad-hoc Scientific Information Extraction: A Case Study on Two Materials Dataset ACL 2024
HoneyComb: A Flexible LLM-Based Agent System for Materials Science EMNLP 2024
HoneyBee: Progressive Instruction Finetuning of Large Language Models for Materials Science EMNLP 2023
MatSci-NLP: Evaluating Scientific Language Models on Materials Science Language Tasks Using Text-to-Schema Modeling ACL 2023
MuLMS-AZ: An Argumentative Zoning Dataset for the Materials Science Domain ACL 2023
DiSCoMaT: Distantly Supervised Composition Extraction from Tables in Materials Science Articles ACL 2023
PcMSP: A Dataset for Scientific Action Graphs Extraction from Polycrystalline Materials Synthesis Procedure Text EMNLP 2022
Equivariant Networks for Crystal Structures NIPS 2022
Extracting Material Property Measurement Data from Scientific Articles EMNLP 2021
Device Fabrication Knowledge Extraction from Materials Science Literature AAAI 2021
The SOFC-Exp Corpus and Neural Approaches to Information Extraction in the Materials Science Domain ACL 2020