conftrace_

materials science

21 papers

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information extraction (7) large language model (6) named entity recognition (6) domain adaptation (4) text classification (3) entity extraction (2) relation classification (2) scientific literature (2) graph neural network (2) neural network (2)

Papers

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