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Towards an automated workflow in materials science for combining multi-modal simulative and experimental information using data mining and large language models

Towards an automated workflow in materials science for combining multi-modal simulative and experimental information using data mining and large language models

24 February 2025
Balduin Katzer
Steffen Klinder
Katrin Schulz
    AI4CE
ArXivPDFHTML

Papers citing "Towards an automated workflow in materials science for combining multi-modal simulative and experimental information using data mining and large language models"

17 / 17 papers shown
Title
Searching for Best Practices in Retrieval-Augmented Generation
Searching for Best Practices in Retrieval-Augmented Generation
Xiaohua Wang
Zhenghua Wang
Xuan Gao
Feiran Zhang
Yixin Wu
...
Qi Qian
Ruicheng Yin
Changze Lv
Xiaoqing Zheng
Xuanjing Huang
72
50
0
01 Jul 2024
Cephalo: Multi-Modal Vision-Language Models for Bio-Inspired Materials
  Analysis and Design
Cephalo: Multi-Modal Vision-Language Models for Bio-Inspired Materials Analysis and Design
Markus J. Buehler
MLLM
59
13
0
29 May 2024
AMGPT: a Large Language Model for Contextual Querying in Additive
  Manufacturing
AMGPT: a Large Language Model for Contextual Querying in Additive Manufacturing
Achuth Chandrasekhar
Jonathan Chan
Francis Ogoke
Olabode T. Ajenifujah
A. Farimani
43
9
0
24 May 2024
Accelerating Scientific Discovery with Generative Knowledge Extraction,
  Graph-Based Representation, and Multimodal Intelligent Graph Reasoning
Accelerating Scientific Discovery with Generative Knowledge Extraction, Graph-Based Representation, and Multimodal Intelligent Graph Reasoning
Markus J. Buehler
AI4CE
37
21
0
18 Mar 2024
Materials science in the era of large language models: a perspective
Materials science in the era of large language models: a perspective
Ge Lei
Ronan Docherty
Samuel J. Cooper
58
18
0
11 Mar 2024
ProtAgents: Protein discovery via large language model multi-agent
  collaborations combining physics and machine learning
ProtAgents: Protein discovery via large language model multi-agent collaborations combining physics and machine learning
Alireza Ghafarollahi
Markus J. Buehler
LLMAG
AI4CE
43
25
0
27 Jan 2024
Mining experimental data from Materials Science literature with Large
  Language Models: an evaluation study
Mining experimental data from Materials Science literature with Large Language Models: an evaluation study
Luca Foppiano
Guillaume Lambard
Toshiyuki Amagasa
Masashi Ishii
42
11
0
19 Jan 2024
MechGPT, a language-based strategy for mechanics and materials modeling
  that connects knowledge across scales, disciplines and modalities
MechGPT, a language-based strategy for mechanics and materials modeling that connects knowledge across scales, disciplines and modalities
Markus J. Buehler
KELM
41
58
0
16 Oct 2023
14 Examples of How LLMs Can Transform Materials Science and Chemistry: A
  Reflection on a Large Language Model Hackathon
14 Examples of How LLMs Can Transform Materials Science and Chemistry: A Reflection on a Large Language Model Hackathon
Kevin Maik Jablonka
Qianxiang Ai
Alexander H Al-Feghali
S. Badhwar
Joshua D. Bocarsly Andres M Bran
...
Aristana Scourtas
K. J. Schmidt
Ian Foster
Andrew D. White
Ben Blaiszik
83
101
0
09 Jun 2023
Generative Pre-trained Transformer: A Comprehensive Review on Enabling
  Technologies, Potential Applications, Emerging Challenges, and Future
  Directions
Generative Pre-trained Transformer: A Comprehensive Review on Enabling Technologies, Potential Applications, Emerging Challenges, and Future Directions
Gokul Yenduri
M. Ramalingam
G. C. Selvi
Y. Supriya
Gautam Srivastava
...
Rutvij H. Jhaveri
B. Prabadevi
Weizheng Wang
Athanasios V. Vasilakos
Thippa Reddy Gadekallu
AI4CE
LM&MA
50
173
0
11 May 2023
Extracting Accurate Materials Data from Research Papers with
  Conversational Language Models and Prompt Engineering
Extracting Accurate Materials Data from Research Papers with Conversational Language Models and Prompt Engineering
Maciej P. Polak
Dane Morgan
86
169
0
07 Mar 2023
Is ChatGPT a Good NLG Evaluator? A Preliminary Study
Is ChatGPT a Good NLG Evaluator? A Preliminary Study
Jiaan Wang
Yunlong Liang
Fandong Meng
Zengkui Sun
Haoxiang Shi
Zhixu Li
Jinan Xu
Jianfeng Qu
Jie Zhou
LM&MA
ELM
ALM
AI4MH
88
458
0
07 Mar 2023
Accelerating Material Design with the Generative Toolkit for Scientific
  Discovery
Accelerating Material Design with the Generative Toolkit for Scientific Discovery
Matteo Manica
Jannis Born
Joris Cadow
Dimitrios Christofidellis
A. Dave
...
Lauren N. McHugh
Alexy Khrabrov
Payel Das
Seiji Takeda
John Smith
34
26
0
08 Jul 2022
Physics Guided Deep Learning for Generative Design of Crystal Materials
  with Symmetry Constraints
Physics Guided Deep Learning for Generative Design of Crystal Materials with Symmetry Constraints
Yong Zhao
Edirisuriya M Dilanga Siriwardane
Zhenyao Wu
Nihang Fu
Mohammed Al-Fahdi
Ming Hu
Jianjun Hu
AI4CE
45
69
0
27 Mar 2022
MiniLM: Deep Self-Attention Distillation for Task-Agnostic Compression
  of Pre-Trained Transformers
MiniLM: Deep Self-Attention Distillation for Task-Agnostic Compression of Pre-Trained Transformers
Wenhui Wang
Furu Wei
Li Dong
Hangbo Bao
Nan Yang
Ming Zhou
VLM
87
1,230
0
25 Feb 2020
SciBERT: A Pretrained Language Model for Scientific Text
SciBERT: A Pretrained Language Model for Scientific Text
Iz Beltagy
Kyle Lo
Arman Cohan
81
2,948
0
26 Mar 2019
Attention Is All You Need
Attention Is All You Need
Ashish Vaswani
Noam M. Shazeer
Niki Parmar
Jakob Uszkoreit
Llion Jones
Aidan Gomez
Lukasz Kaiser
Illia Polosukhin
3DV
443
129,831
0
12 Jun 2017
1