From Word2Vec to Transformers: Text-Derived Composition Embeddings for Filtering Combinatorial Electrocatalysts
Fuente:
arXiv
Enregistré dans:
| Auteurs principaux: | Zhang, Lei, Stricker, Markus |
|---|---|
| Format: | Preprint |
| Publié: |
2026
|
| Sujets: | |
| Accès en ligne: | |
| Tags: |
Ajouter un tag
Pas de tags, Soyez le premier à ajouter un tag!
|
Documents similaires
Iterative Corpus Refinement for Materials Property Prediction Based on Scientific Texts
par: Zhang, Lei, et autres
Publié: (2025)
par: Zhang, Lei, et autres
Publié: (2025)
Electrocatalyst discovery through text mining and multi-objective optimization
par: Zhang, Lei, et autres
Publié: (2025)
par: Zhang, Lei, et autres
Publié: (2025)
MatNexus: A Comprehensive Text Mining and Analysis Suite for Materials Discover
par: Zhang, Lei, et autres
Publié: (2023)
par: Zhang, Lei, et autres
Publié: (2023)
Sampling Latent Material-Property Information From LLM-Derived Embedding Representations
par: Gilligan, Luke P. J., et autres
Publié: (2024)
par: Gilligan, Luke P. J., et autres
Publié: (2024)
Composition-property extrapolation for compositionally complex solid solutions based on word embeddings
par: Zhang, Lei, et autres
Publié: (2024)
par: Zhang, Lei, et autres
Publié: (2024)
Spoken Word2Vec: Learning Skipgram Embeddings from Speech
par: Sayeed, Mohammad Amaan, et autres
Publié: (2023)
par: Sayeed, Mohammad Amaan, et autres
Publié: (2023)
Vec2Summ: Text Summarization via Probabilistic Sentence Embeddings
par: Li, Mao, et autres
Publié: (2025)
par: Li, Mao, et autres
Publié: (2025)
Text to Band Gap: Pre-trained Language Models as Encoders for Semiconductor Band Gap Prediction
par: Yeh, Ying-Ting, et autres
Publié: (2025)
par: Yeh, Ying-Ting, et autres
Publié: (2025)
Text-to-Battery Recipe: A language modeling-based protocol for automatic battery recipe extraction and retrieval
par: Lee, Daeun, et autres
Publié: (2024)
par: Lee, Daeun, et autres
Publié: (2024)
Materials science in the era of large language models: a perspective
par: Lei, Ge, et autres
Publié: (2024)
par: Lei, Ge, et autres
Publié: (2024)
Semantic Embeddings of Chemical Elements for Enhanced Materials Inference and Discovery
par: Jia, Yunze, et autres
Publié: (2025)
par: Jia, Yunze, et autres
Publié: (2025)
Graph-Aware Isomorphic Attention for Adaptive Dynamics in Transformers
par: Buehler, Markus J.
Publié: (2025)
par: Buehler, Markus J.
Publié: (2025)
Flexible, Model-Agnostic Method for Materials Data Extraction from Text Using General Purpose Language Models
par: Polak, Maciej P., et autres
Publié: (2023)
par: Polak, Maciej P., et autres
Publié: (2023)
Fine-tuning large language models for domain adaptation: Exploration of training strategies, scaling, model merging and synergistic capabilities
par: Lu, Wei, et autres
Publié: (2024)
par: Lu, Wei, et autres
Publié: (2024)
Language-Native Materials Processing Design by Lightly Structured Text Database and Reasoning Large Language Model
par: Liu, Yuze, et autres
Publié: (2025)
par: Liu, Yuze, et autres
Publié: (2025)
Employing constrained non-negative matrix factorization for microstructure segmentation
par: Chauniyal, Ashish, et autres
Publié: (2024)
par: Chauniyal, Ashish, et autres
Publié: (2024)
DiSCoMaT: Distantly Supervised Composition Extraction from Tables in Materials Science Articles
par: Gupta, Tanishq, et autres
Publié: (2022)
par: Gupta, Tanishq, et autres
Publié: (2022)
Agentic Deep Graph Reasoning Yields Self-Organizing Knowledge Networks
par: Buehler, Markus J.
Publié: (2025)
par: Buehler, Markus J.
Publié: (2025)
Accelerating Combinatorial Electrocatalyst Discovery with Bayesian Optimization: A Case Study in the Quaternary System Ni-Pd-Pt-Ru for the Oxygen Evolution Reaction
par: Thelen, F., et autres
Publié: (2025)
par: Thelen, F., et autres
Publié: (2025)
Multi-modal data-driven microstructure characterization
par: Zhang, Qi, et autres
Publié: (2026)
par: Zhang, Qi, et autres
Publié: (2026)
Language Models Implement Simple Word2Vec-style Vector Arithmetic
par: Merullo, Jack, et autres
Publié: (2023)
par: Merullo, Jack, et autres
Publié: (2023)
BeamPERL: Parameter-Efficient RL with Verifiable Rewards Specializes Compact LLMs for Structured Beam Mechanics Reasoning
par: Hage, Tarjei Paule, et autres
Publié: (2026)
par: Hage, Tarjei Paule, et autres
Publié: (2026)
Higher-Order Knowledge Representations for Agentic Scientific Reasoning
par: Stewart, Isabella A., et autres
Publié: (2026)
par: Stewart, Isabella A., et autres
Publié: (2026)
LLMs-Powered Accurate Extraction, Querying and Intelligent Management of Literature derived 2D Materials Data
par: Shang, Lijun, et autres
Publié: (2025)
par: Shang, Lijun, et autres
Publié: (2025)
LLM2Vec-Gen: Generative Embeddings from Large Language Models
par: BehnamGhader, Parishad, et autres
Publié: (2026)
par: BehnamGhader, Parishad, et autres
Publié: (2026)
Claim2Vec: Embedding Fact-Check Claims for Multilingual Similarity and Clustering
par: Panchendrarajan, Rrubaa, et autres
Publié: (2026)
par: Panchendrarajan, Rrubaa, et autres
Publié: (2026)
PolyJarvis: LLM Agent for Autonomous Polymer MD Simulations
par: Zhao, Alexander, et autres
Publié: (2026)
par: Zhao, Alexander, et autres
Publié: (2026)
MaterialFigBENCH: benchmark dataset with figures for evaluating college-level materials science problem-solving abilities of multimodal large language models
par: Yoshitake, Michiko, et autres
Publié: (2026)
par: Yoshitake, Michiko, et autres
Publié: (2026)
Dislocation cartography: Representations and unsupervised classification of dislocation networks with unique fingerprints
par: Udofia, Benjamin, et autres
Publié: (2024)
par: Udofia, Benjamin, et autres
Publié: (2024)
Extracting Accurate Materials Data from Research Papers with Conversational Language Models and Prompt Engineering
par: Polak, Maciej P., et autres
Publié: (2023)
par: Polak, Maciej P., et autres
Publié: (2023)
Reconstructing Materials Tetrahedron: Challenges in Materials Information Extraction
par: Hira, Kausik, et autres
Publié: (2023)
par: Hira, Kausik, et autres
Publié: (2023)
LLM4Mat-Bench: Benchmarking Large Language Models for Materials Property Prediction
par: Rubungo, Andre Niyongabo, et autres
Publié: (2024)
par: Rubungo, Andre Niyongabo, et autres
Publié: (2024)
Single and Multi-Hop Question-Answering Datasets for Reticular Chemistry with GPT-4-Turbo
par: Rampal, Nakul, et autres
Publié: (2024)
par: Rampal, Nakul, et autres
Publié: (2024)
MaterialBENCH: Evaluating College-Level Materials Science Problem-Solving Abilities of Large Language Models
par: Yoshitake, Michiko, et autres
Publié: (2024)
par: Yoshitake, Michiko, et autres
Publié: (2024)
Reliable End-to-End Material Information Extraction from the Literature with Source-Tracked Multi-Stage Large Language Models
par: Wang, Xin, et autres
Publié: (2025)
par: Wang, Xin, et autres
Publié: (2025)
MaterioMiner -- An ontology-based text mining dataset for extraction of process-structure-property entities
par: Durmaz, Ali Riza, et autres
Publié: (2024)
par: Durmaz, Ali Riza, et autres
Publié: (2024)
Large language models in materials science and the need for open-source approaches
par: Yang, Fengxu, et autres
Publié: (2025)
par: Yang, Fengxu, et autres
Publié: (2025)
NLP for Knowledge Discovery and Information Extraction from Energetics Corpora
par: VanGessel, Francis G., et autres
Publié: (2024)
par: VanGessel, Francis G., et autres
Publié: (2024)
Adsorb-Agent: Autonomous Identification of Stable Adsorption Configurations via Large Language Model Agent
par: Ock, Janghoon, et autres
Publié: (2024)
par: Ock, Janghoon, et autres
Publié: (2024)
Tokenization Strategies for Low-Resource Agglutinative Languages in Word2Vec: Case Study on Turkish and Finnish
par: Hu, Jinfan Frank
Publié: (2025)
par: Hu, Jinfan Frank
Publié: (2025)
Documents similaires
-
Iterative Corpus Refinement for Materials Property Prediction Based on Scientific Texts
par: Zhang, Lei, et autres
Publié: (2025) -
Electrocatalyst discovery through text mining and multi-objective optimization
par: Zhang, Lei, et autres
Publié: (2025) -
MatNexus: A Comprehensive Text Mining and Analysis Suite for Materials Discover
par: Zhang, Lei, et autres
Publié: (2023) -
Sampling Latent Material-Property Information From LLM-Derived Embedding Representations
par: Gilligan, Luke P. J., et autres
Publié: (2024) -
Composition-property extrapolation for compositionally complex solid solutions based on word embeddings
par: Zhang, Lei, et autres
Publié: (2024)