Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities | Paper Citation Record

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This paper cites & Schutze, H.Foundations of statistical natural language processing(MIT press, 1999).

Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities & Schutze, H.Foundations of statistical natural language processing(MIT press, 1999)

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This paper cites & Damerau, F.

Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities & Damerau, F

Reference 2

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities & Manning, C

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This paper cites & Chowdhary, K.

Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities & Chowdhary, K

Reference 4

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities & Hinton, G

Reference 5

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This paper cites Deep learning in neural networks: An overview.Neural networks61, 85–117 (2015).

Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities Deep learning in neural networks: An overview.Neural networks61, 85–117 (2015)

Reference 6

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities & Hinton, G

Reference 7

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities URLhttps://doi.org/10

Reference 8

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities & Pan, F

Reference 9

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities & Ginebra, M.-P

Reference 10

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities Unresolved cited work

Reference 11

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities & Zeilinger, A

Reference 12

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities & Stewart, B

Reference 13

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities & Ausloos, M

Reference 14

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Reference 15

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Reference 16

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Reference 17

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Reference 18

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This paper cites J.et al.Large language models in medicine.Nature medicine29, 1930–1940 (2023).

Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities J.et al.Large language models in medicine.Nature medicine29, 1930–1940 (2023)

Reference 19

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Reference 20

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities URLhttps://www.science

Reference 21

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities & Liao, S

Reference 22

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities & Hope, T

Reference 23

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This paper cites L.et al.Cord-19: The covid-19 open research dataset.ArXiv(2020).

Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities L.et al.Cord-19: The covid-19 open research dataset.ArXiv(2020)

Reference 24

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities Unresolved cited work

Reference 25

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This paper cites E.et al.Language models for the prediction of sars-cov-2 inhibitors.The International Journal of High Performance Computing Applications36, 587–602 (2022).

Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities E.et al.Language models for the prediction of sars-cov-2 inhibitors.The International Journal of High Performance Computing Applications36, 587–602 (2022)

Reference 26

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Reference 27

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This paper cites D.et al.Assessment of chemistry knowledge in large language models that generate code.Digital Discovery2, 368–376 (2023).

Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities D.et al.Assessment of chemistry knowledge in large language models that generate code.Digital Discovery2, 368–376 (2023)

Reference 28

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Reference 29

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities Efficient Estimation of Word Representations in Vector Space

Reference 30

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities Distributed Representations of Words and Phrases and their Compositionality

Reference 31

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities & Manning, C

Reference 32

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 33

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities A., Pereira, F

Reference 34

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Reference 35

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities & Wachter, S

Reference 36

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities Accessed: 2023- 04-14

Reference 37

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities LLaMA: Open and Efficient Foundation Language Models

Reference 38

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Reference 39

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities URLhttps://doi.org/10.1021/acs

Reference 41

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities K.et al.Semantic text mining in early drug discovery for type 2 diabetes

Reference 43

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Reference 45

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Reference 46

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities & Pei, Z

Reference 47

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities & Vincent, A

Reference 49

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Reference 51

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities P., Raabe, D

Reference 52

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Reference 53

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This paper cites Multicomponent high-entropy cantor alloys.Progress in Materials Science 100754 (2020).

Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities Multicomponent high-entropy cantor alloys.Progress in Materials Science 100754 (2020)

Reference 55

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Reference 56

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Reference 57

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This paper cites The materials science behind sustainable metals and alloys.Chemical Reviews (2023).

Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities The materials science behind sustainable metals and alloys.Chemical Reviews (2023)

Reference 58

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Reference 59

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Reference 60

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities Scientific reports7, 10458 (2017)

Reference 61

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities A., Alman, D

Reference 62

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Reference 63

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities & Yin, J

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Reference 68

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Reference 71

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Reference 73

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Reference 74

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities Iscience24, 102155 (2021)

Reference 75

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities Deep learning for natural language processing: advantages and challenges.Na- tional Science Review5, 24–26 (2018)

Reference 77

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities & Ling, C

Reference 80

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities & Krishnan, N

Reference 81

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities & Zhang, L

Reference 84

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities L., Guo, Y

Reference 85

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Reference 86

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities J., Jain, A

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities & Chung, K

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities The use of ai-supported chatbot in psychology.Available at SSRN 4331367 (2023)

Reference 99

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Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities & Karaarslan, E

Reference 100

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