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

Observation f9e9d7e5-cf31-4502-b739-0a7b3dae208d · outbound

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)

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.486344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d51fb45-6e82-4096-a023-fc9852be23aa · outbound

This paper cites & Damerau, F.

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

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.490406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4367c87f-90ce-461e-9022-c834fb36b588 · outbound

This paper cites & Manning, C.

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

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.494256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf526257-c576-45c2-b6a9-51fae51014de · outbound

This paper cites & Chowdhary, K.

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

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.498006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59dc0c84-e259-4d33-8925-420b8f18398b · outbound

This paper cites & Hinton, G.

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

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.501809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71833386-c333-4846-84fb-ff91fe5ad989 · outbound

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

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.505550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1a872ef-cd83-4461-8bc5-853d4639d85c · outbound

This paper cites & Hinton, G.

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

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.509409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca4a751a-c995-4172-927e-40f7c96ac732 · outbound

This paper cites URLhttps://doi.org/10.

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

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.512907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af1ec881-ecce-478e-b3e4-d58d604bf67b · outbound

This paper cites & Pan, F.

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

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.516329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6848917-8bb1-4c7c-b0df-9ff3b5b44d06 · outbound

This paper cites & Ginebra, M.-P.

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

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.519628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 202fdd73-3450-4d23-9e6d-e40278595e3f · outbound

This paper cites an unresolved cited work.

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

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.523054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b60c342a-7bbe-4643-aacd-791458d5ebaa · outbound

This paper cites & Zeilinger, A.

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

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.526238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8eaea66-d586-47f0-8ae3-cfbfb25621b9 · outbound

This paper cites & Stewart, B.

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

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.529622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ff11b90-aade-4569-9514-073dae1d6833 · outbound

This paper cites & Ausloos, M.

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

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.532637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85b85ca9-9cf3-4871-8daa-cb66a7421242 · outbound

This paper cites an unresolved cited work.

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

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.536095Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0acd0864-2aed-4de9-8aad-ed9b4189991b · outbound

This paper cites an unresolved cited work.

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

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.539426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d2017b1-6fd8-4838-b46b-e259cd61a6cc · outbound

This paper cites an unresolved cited work.

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

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.542706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9909ad13-4d0c-444d-b6aa-3a05a0444754 · outbound

This paper cites an unresolved cited work.

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

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.545982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99bca84b-564c-4439-b751-c1226eacd656 · outbound

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

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.549255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 080c4cdb-080a-4a49-a90b-8376ee7ca574 · outbound

This paper cites an unresolved cited work.

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

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.552290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44cb7177-631c-4030-b341-8576fa77ba37 · outbound

This paper cites URLhttps://www.science.

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

Reference 21

Resolution: verified exact; doi, observed 2026-08-16T11:41:28.499222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 287e4073-5f99-425f-9fcc-b0e5c08faf79 · outbound

This paper cites & Liao, S.

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

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.558909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a5ee629-e371-4935-b6f0-e03618b974e4 · outbound

This paper cites & Hope, T.

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

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.562346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0be1e8d0-d36e-4ac4-8ed2-1e85fcaa6c86 · outbound

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

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.565713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad4d38d7-9d8b-442d-82c8-6d15fc5fd095 · outbound

This paper cites an unresolved cited work.

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

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.569127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc80228d-9917-4a54-b76f-f44538a25442 · outbound

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

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.573428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation faed333a-8236-4510-862a-82d328018a87 · outbound

This paper cites an unresolved cited work.

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

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.576846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 824678d0-d99d-451f-b977-5b47369d1c4e · outbound

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

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.580375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4ae0da8-c23f-45ce-b8c6-a0033d62e058 · outbound

This paper cites an unresolved cited work.

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

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.583735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9ea4b4e-9d98-4988-a7c1-4ae202804746 · outbound

This paper cites Efficient Estimation of Word Representations in Vector Space.

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

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.586868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce7cf61d-ea5b-4d54-a62e-30d4c9b0b009 · outbound

This paper cites Distributed Representations of Words and Phrases and their Compositionality.

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

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.590646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c14e7b66-84e4-4b44-ad29-a92a148f0d83 · outbound

This paper cites & Manning, C.

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

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.594223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d88da70c-b7ae-4a96-bb72-7b2fe5283e96 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

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

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.597588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 000d97a1-2968-4070-b12b-a42a129dd555 · outbound

This paper cites A., Pereira, F.

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

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.600756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecc7b178-ac9f-4618-a931-a28f6df54917 · outbound

This paper cites an unresolved cited work.

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

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.604004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c3a3cef-bb8c-4d6f-af36-d35d753839b0 · outbound

This paper cites & Wachter, S.

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

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.607275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6948086d-abb6-4dcc-923e-36966367207a · outbound

This paper cites Accessed: 2023- 04-14.

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

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.610363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40defcc0-315a-4608-8f1e-e04538910062 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

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

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.613489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44dc04b6-243c-49c3-8bdb-d1bfd3cdad53 · outbound

This paper cites an unresolved cited work.

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

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.617263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2df97999-12f8-4d68-ab09-741c722e3b26 · outbound

This paper cites an unresolved cited work.

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

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.620338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4363ded-0f4e-4886-999b-f6bbbd69128f · outbound

This paper cites URLhttps://doi.org/10.1021/acs.

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

Reference 41

Resolution: malformed identifier; no resolver link, observed 2026-08-16T11:41:27.623675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1842cfb9-64ad-44d5-96c3-d80c6ae5956e · outbound

This paper cites an unresolved cited work.

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

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.627091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bebcc710-7eb7-406d-a6a1-62ba63e2605c · outbound

This paper cites K.et al.Semantic text mining in early drug discovery for type 2 diabetes.

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

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.630376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d725713a-f6b6-4436-b057-887d41d1b946 · outbound

This paper cites an unresolved cited work.

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

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.633879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e5be018-0b3a-4f82-83b1-eeaebb41b6ac · outbound

This paper cites an unresolved cited work.

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

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.637106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation daf1de9b-38b0-4c44-b8dc-563e9e1ed021 · outbound

This paper cites an unresolved cited work.

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

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.640360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6577d204-3642-4f44-87a8-746a4961241a · outbound

This paper cites & Pei, Z.

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

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.644251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a4a9ac2-403a-4151-b24d-53b555323a06 · outbound

This paper cites an unresolved cited work.

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

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.647858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 208e978e-9c6c-4e10-ba7b-957434ccd21e · outbound

This paper cites & Vincent, A.

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

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.651234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ffaf348-1aec-4e23-ba42-9aa1940d7824 · outbound

This paper cites an unresolved cited work.

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

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.654615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdd9b80e-6f20-48ba-aff5-1169dd1efe55 · outbound

This paper cites an unresolved cited work.

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

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.658039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03effc95-a7b3-4ce2-b6b2-b04e67af4b09 · outbound

This paper cites P., Raabe, D.

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

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.661324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c205c737-8505-450a-9c15-b99d547afe28 · outbound

This paper cites an unresolved cited work.

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

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.664692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 191b2cef-833d-479a-8821-0bb499f869af · outbound

This paper cites an unresolved cited work.

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

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.668156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23b66121-0f62-4578-80bd-e5c9f2a3e76a · outbound

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

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.672056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efb5f681-92e2-4e28-8a15-05ac116acc8e · outbound

This paper cites an unresolved cited work.

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

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.675540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a577c4cf-9e8a-426c-b3a7-d44527423543 · outbound

This paper cites an unresolved cited work.

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

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.679351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b21fc81-5bfe-4460-b63d-5fa4bd347e2f · outbound

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

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.682694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b33ac96-5a87-4194-8e2a-033b8864743c · outbound

This paper cites an unresolved cited work.

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

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.686104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation edfd6eda-fb17-4c07-8af5-841000830e8b · outbound

This paper cites an unresolved cited work.

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

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.690131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd503a21-4488-4b5e-bdec-2e777e9109db · outbound

This paper cites Scientific reports7, 10458 (2017).

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

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.693837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bbb3afd-cbeb-4241-a485-ab8fb83e3dcc · outbound

This paper cites A., Alman, D.

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

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.697540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0397b82-c701-4003-a104-eef35d10f8bb · outbound

This paper cites an unresolved cited work.

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

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.700836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fba1ca85-f229-47be-b1f0-e3b2f96b863f · outbound

This paper cites an unresolved cited work.

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

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.704122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 857d41e7-b808-422b-9d74-ff9945f57a5b · outbound

This paper cites & Yin, J.

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

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.707562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a09671bf-5f0a-456f-b933-10a9e91ce70c · outbound

This paper cites & Yin, J.

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

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.710860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba7fdd00-62f4-43fa-b05e-f3924d82c7db · outbound

This paper cites an unresolved cited work.

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

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.714064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a12e115-73ff-4131-86bb-0076aa511ae4 · outbound

This paper cites Mechanisms and machine learning for magnesium alloys design.

Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities Mechanisms and machine learning for magnesium alloys design

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.717403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67519963-352a-4b67-8676-f5205d6c6316 · outbound

This paper cites an unresolved cited work.

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

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.720579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73f99108-35e8-4815-8b1b-e70df636c074 · outbound

This paper cites an unresolved cited work.

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

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.723990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bda6ea3c-1cc3-46fd-950e-8765e18f8aed · outbound

This paper cites E., Cui, H.

Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities E., Cui, H

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.727567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85b30ee9-2418-46cd-88ac-ba203f174fca · outbound

This paper cites an unresolved cited work.

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

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.730723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4002d8ef-ad48-4f8e-92b6-fbdca3eb2715 · outbound

This paper cites & Risko, C.

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

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.734048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06d05403-a683-4363-83d6-16f8deea7555 · outbound

This paper cites A.et al.Data-driven materials research enabled by natural language process- ing and information extraction.Applied Physics Reviews7, 041317 (2020).

Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities A.et al.Data-driven materials research enabled by natural language process- ing and information extraction.Applied Physics Reviews7, 041317 (2020)

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.737186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6876611d-3787-4ab5-89a1-daff760aedc6 · outbound

This paper cites Iscience24, 102155 (2021).

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

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.740561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e2fac7f-84c6-4f85-9fbb-58ed868aa429 · outbound

This paper cites an unresolved cited work.

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

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.743842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7fcb5dc-9d2b-4c7b-96b0-ff5aef078a30 · outbound

This paper cites Deep learning for natural language processing: advantages and challenges.Na- tional Science Review5, 24–26 (2018).

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

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.747226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26728fda-b9d3-4484-8c2b-61e8e5b4b4b7 · outbound

This paper cites an unresolved cited work.

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

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.750452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4eb1d0c4-3172-4d04-bb63-78ef8c4bb002 · outbound

This paper cites an unresolved cited work.

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

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.753955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4c6e4a7-500f-4726-84ce-d4333fe139ee · outbound

This paper cites & Ling, C.

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

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.757263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1d52e1f-c3cc-428c-a7f6-e1b82aef5765 · outbound

This paper cites & Krishnan, N.

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

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.760577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5324e426-0c15-4be6-b7fe-60c5f17edd4a · outbound

This paper cites an unresolved cited work.

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

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.763787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ccd7663d-76e6-4e5b-a209-d8843f668d22 · outbound

This paper cites an unresolved cited work.

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

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.767143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b376ce5f-1c1a-4c03-9ec1-a54adaab4257 · outbound

This paper cites & Zhang, L.

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

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.770364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 842affa3-2805-4dbf-956e-9fd2c0c8a673 · outbound

This paper cites L., Guo, Y.

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

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.773818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a9a30a4-a8aa-4408-8d72-e739dcbd862c · outbound

This paper cites & Huang, L.

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

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.777190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bdcb1d7-a2df-4b38-8b32-44240e173f85 · outbound

This paper cites an unresolved cited work.

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

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.780890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ba320ff-4b91-443b-9c4c-ec215dad7e7c · outbound

This paper cites an unresolved cited work.

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

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.784227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07d8b1be-7ef3-4a11-81a4-f51e2f161486 · outbound

This paper cites J., Jain, A.

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

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.787719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad2ecd83-4555-43c6-9758-be56d384f014 · outbound

This paper cites & Altman, R.

Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities & Altman, R

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.791289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3639b105-0d60-4c22-a51b-474caf74bcad · outbound

This paper cites an unresolved cited work.

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

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.794384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e13b4f9f-4944-41ae-bbee-c9ad67f8c22c · outbound

This paper cites & Collier, N.

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

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.797737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17798ed2-ec8c-4d9a-926d-a69010881b00 · outbound

This paper cites an unresolved cited work.

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

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.801190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6f6746f-2900-4e89-a4fb-f0b753422fe9 · outbound

This paper cites & Chung, K.

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

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.804549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a60db36-a6ee-4592-9cba-38540d721dea · outbound

This paper cites & Zhang, Y.

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

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.808186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 228d4513-44f1-4ebb-8099-882378ffced3 · outbound

This paper cites an unresolved cited work.

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

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.811656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 672b14bc-e724-4f32-a899-9946b645611d · outbound

This paper cites an unresolved cited work.

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

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.814894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 279c0050-f64d-4edf-b3cb-9d1cdd1c4b8c · outbound

This paper cites an unresolved cited work.

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

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.818177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f6b2c11-e081-4e6c-b164-f26ab9c12dc9 · outbound

This paper cites The use of ai-supported chatbot in psychology.Available at SSRN 4331367 (2023).

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

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.821644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1f71cc7-fe8a-489f-b88e-47ca31110f33 · outbound

This paper cites & Karaarslan, E.

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

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-16T11:41:27.824960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers