{"as_of":"2026-08-17T09:34:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:e3f908449558c23e8d0fd9b8849113bef1a95ae97b4c36331bd862f688dee409","coverage":[{"denominator":255,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":100,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-16T11:41:27.824960Z","state":"measured"},{"denominator":100,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":100,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-17T06:30:58.91139+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/2504.14849/citation-record","integrity":"/paper/2504.14849/integrity","json":"/paper/2504.14849/citation-record.json","paper":"/paper/2504.14849"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.486344Z","title":"& Schutze, H.Foundations of statistical natural language processing(MIT press, 1999)","venue":null,"work_id":null,"year":1999},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.486344Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:eeaaf386f8d77e776e88f2abe5dea9bfc234234d2f9a5732acf57f0d03bdfc37","observation_id":"f9e9d7e5-cf31-4502-b739-0a7b3dae208d","resolution":{"observed_at":"2026-08-16T11:41:27.486344Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.490406Z","title":"& Damerau, F","venue":null,"work_id":null,"year":2010},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.490406Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:57a7ff24abda54a0d50d04891de7bf4b07eb3c53736a5d4059601d3645dface1","observation_id":"0d51fb45-6e82-4096-a023-fc9852be23aa","resolution":{"observed_at":"2026-08-16T11:41:27.490406Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.494256Z","title":"& Manning, C","venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.494256Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:803e0ac409131072b1e5519f26881f536d774998ae4d676da5d1fbee6aa9a009","observation_id":"4367c87f-90ce-461e-9022-c834fb36b588","resolution":{"observed_at":"2026-08-16T11:41:27.494256Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.498006Z","title":"& Chowdhary, K","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.498006Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:efdfa764e81fb4ccebbeb9b7eafd616d4d14cc818beea394bfe4b6b81ce740d6","observation_id":"bf526257-c576-45c2-b6a9-51fae51014de","resolution":{"observed_at":"2026-08-16T11:41:27.498006Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.501809Z","title":"& Hinton, G","venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.501809Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:4149627570e2cb46d51ae9a05f05a2b3f5cade5bb48347fd40f93b38b0817639","observation_id":"59dc0c84-e259-4d33-8925-420b8f18398b","resolution":{"observed_at":"2026-08-16T11:41:27.501809Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.505550Z","title":"Deep learning in neural networks: An overview.Neural networks61, 85–117 (2015)","venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.505550Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:ca6373e6833b94dcf272003b2f69fdd4e482de5951de60cadc0e16521595d528","observation_id":"71833386-c333-4846-84fb-ff91fe5ad989","resolution":{"observed_at":"2026-08-16T11:41:27.505550Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.509409Z","title":"& Hinton, G","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.509409Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:151b20dad1c28646d40d564bf0f3a3b43b6783dbdc803697ea1c649f64b4419c","observation_id":"a1a872ef-cd83-4461-8bc5-853d4639d85c","resolution":{"observed_at":"2026-08-16T11:41:27.509409Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.512907Z","title":"URLhttps://doi.org/10","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.512907Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:6ee6a2e84fb79819d46d700c6fdd504aef1fab7f390cb26813b96d1c0039a824","observation_id":"ca4a751a-c995-4172-927e-40f7c96ac732","resolution":{"observed_at":"2026-08-16T11:41:27.512907Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.516329Z","title":"& Pan, F","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.516329Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:28c4d074809170c8b6cc599dd06c11e10eba5bf868adc8f31b23cc70f6e28216","observation_id":"af1ec881-ecce-478e-b3e4-d58d604bf67b","resolution":{"observed_at":"2026-08-16T11:41:27.516329Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.519628Z","title":"& Ginebra, M.-P","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.519628Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:7d8c88994b0da60d8b20d16dc1f2de940a3fe5536ee267e52d387116fd00ee3a","observation_id":"e6848917-8bb1-4c7c-b0df-9ff3b5b44d06","resolution":{"observed_at":"2026-08-16T11:41:27.519628Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.523054Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.523054Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:4b12f6f65fe2b8818b3d3b9c99970fc52ed5efe7fcd957e1807a0765bdab8e59","observation_id":"202fdd73-3450-4d23-9e6d-e40278595e3f","resolution":{"observed_at":"2026-08-16T11:41:27.523054Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.526238Z","title":"& Zeilinger, A","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.526238Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:fc56b0c84093d801da3d514fd6c9f6e1217a67f9fe58c940e44919d2a66c1235","observation_id":"b60c342a-7bbe-4643-aacd-791458d5ebaa","resolution":{"observed_at":"2026-08-16T11:41:27.526238Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.529622Z","title":"& Stewart, B","venue":null,"work_id":null,"year":2013},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.529622Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:5673d4f92de13b2eb39dee567ec3e1a6a401e78b94b4a3ff9b58eea47851d68b","observation_id":"f8eaea66-d586-47f0-8ae3-cfbfb25621b9","resolution":{"observed_at":"2026-08-16T11:41:27.529622Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.532637Z","title":"& Ausloos, M","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.532637Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:cde9ce90ff86158f53060ad51126f4b82bec7d7ca84602db84a58c9adfae470e","observation_id":"3ff11b90-aade-4569-9514-073dae1d6833","resolution":{"observed_at":"2026-08-16T11:41:27.532637Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.536095Z","title":null,"venue":null,"work_id":null,"year":2005},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.536095Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:407612e372af8974944d619b5d09b3759c01edc2409850d748a026ce07cf04b3","observation_id":"85b85ca9-9cf3-4871-8daa-cb66a7421242","resolution":{"observed_at":"2026-08-16T11:41:27.536095Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.539426Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.539426Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:7fe3a0bd877069127bf4edb02733c662313504a7b53d456146c2a0cc53cf0a92","observation_id":"0acd0864-2aed-4de9-8aad-ed9b4189991b","resolution":{"observed_at":"2026-08-16T11:41:27.539426Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.542706Z","title":null,"venue":null,"work_id":null,"year":2012},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.542706Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:a8c3d1f539fb28a11f804820c0941aec9988161e971826de70a2e13741cb0f17","observation_id":"4d2017b1-6fd8-4838-b46b-e259cd61a6cc","resolution":{"observed_at":"2026-08-16T11:41:27.542706Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.545982Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.545982Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:88fd001ac7ba3e0f117a80448a41e40c56156c5603c67fee5eb6596deb798877","observation_id":"9909ad13-4d0c-444d-b6aa-3a05a0444754","resolution":{"observed_at":"2026-08-16T11:41:27.545982Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.549255Z","title":"J.et al.Large language models in medicine.Nature medicine29, 1930–1940 (2023)","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.549255Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:307111b2f82225d5783915906349b6b6e1e02189e5f52c97b127d89ea4df47dc","observation_id":"99bca84b-564c-4439-b751-c1226eacd656","resolution":{"observed_at":"2026-08-16T11:41:27.549255Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.552290Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.552290Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:be96f12177bc4a9711a5aa57e3c66cf6bcf94c673c2873575b2146891c9d5f08","observation_id":"080c4cdb-080a-4a49-a90b-8376ee7ca574","resolution":{"observed_at":"2026-08-16T11:41:27.552290Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1126/stke.2832005pe21.https://www.science","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:28.495340Z","title":"URLhttps://www.science","venue":null,"work_id":"78a166dc-7c0e-45fe-9aa4-6a9773aa21e7","year":2005},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.555599Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:0641fc2c552ed5e345d635b85ca4e3a10979c2970254412657e45f8f5f465961","observation_id":"44cb7177-631c-4030-b341-8576fa77ba37","resolution":{"observed_at":"2026-08-16T11:41:28.499222Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.558909Z","title":"& Liao, S","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.558909Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:9ec470a544d43337ea9f0c5e81b5a80aa7377cb3ad2dc6b776fccf04aa99cb03","observation_id":"287e4073-5f99-425f-9fcc-b0e5c08faf79","resolution":{"observed_at":"2026-08-16T11:41:27.558909Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.562346Z","title":"& Hope, T","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.562346Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:c8261abae69b2ad43f476d261b762cdd71f74483039d1e19de4f0b1dc57c4b17","observation_id":"9a5ee629-e371-4935-b6f0-e03618b974e4","resolution":{"observed_at":"2026-08-16T11:41:27.562346Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.565713Z","title":"L.et al.Cord-19: The covid-19 open research dataset.ArXiv(2020)","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.565713Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:242dd31eab9e3aabf0dd607385ec91340dac46ebf396f81ff4b2c6cdcd42e702","observation_id":"0be1e8d0-d36e-4ac4-8ed2-1e85fcaa6c86","resolution":{"observed_at":"2026-08-16T11:41:27.565713Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.569127Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.569127Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:4ea29cc4765b02ac320b6913cf33646546cc10ceb09651ad237b131d49af1839","observation_id":"ad4d38d7-9d8b-442d-82c8-6d15fc5fd095","resolution":{"observed_at":"2026-08-16T11:41:27.569127Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.573428Z","title":"E.et al.Language models for the prediction of sars-cov-2 inhibitors.The International Journal of High Performance Computing Applications36, 587–602 (2022)","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.573428Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:0930b2d87f8e201f35c473af7b8f779356fe964457fdd4506ad49ce035c13db5","observation_id":"dc80228d-9917-4a54-b76f-f44538a25442","resolution":{"observed_at":"2026-08-16T11:41:27.573428Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.576846Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.576846Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:2f569559d8bad9f652aaaa5d9c6179d1dce13f3f8aea6cf503fc6511f308868e","observation_id":"faed333a-8236-4510-862a-82d328018a87","resolution":{"observed_at":"2026-08-16T11:41:27.576846Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.580375Z","title":"D.et al.Assessment of chemistry knowledge in large language models that generate code.Digital Discovery2, 368–376 (2023)","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.580375Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:e61da022357b75e0d693dcceddf5c4d12b3b5f76c226d47eb3b0c317737b43b5","observation_id":"824678d0-d99d-451f-b977-5b47369d1c4e","resolution":{"observed_at":"2026-08-16T11:41:27.580375Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.583735Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.583735Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:f785d2b18049d4e7170a5bbf56187c86dea4911ac3ad039051fa2370704f9e30","observation_id":"f4ae0da8-c23f-45ce-b8c6-a0033d62e058","resolution":{"observed_at":"2026-08-16T11:41:27.583735Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1301.3781","last_updated":"2013-09-07T00:30:40Z","snapshot_observed_at":"2026-07-06T03:04:11.148340Z","submitted_at":"2013-01-16T18:24:43Z","title":"Efficient Estimation of Word Representations in Vector Space","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1301.3781","snapshot_observed_at":"2026-08-16T11:41:27.586868Z","title":"& Dean, J","venue":null,"work_id":null,"year":2013},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.586868Z"},"links":{"cited_paper":"/paper/1301.3781","citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:b587414708e778b77366e9aedfbd95d5bc2b5a6fa9fef65db8ff468dee192193","observation_id":"b9ea4b4e-9d98-4988-a7c1-4ae202804746","resolution":{"observed_at":"2026-08-16T11:41:27.586868Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1310.4546","last_updated":"2013-10-16T23:28:53Z","snapshot_observed_at":"2026-08-15T16:15:42.317049Z","submitted_at":"2013-10-16T23:28:53Z","title":"Distributed Representations of Words and Phrases and their Compositionality","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1310.4546","snapshot_observed_at":"2026-08-16T11:41:27.590646Z","title":"& Dean, J","venue":null,"work_id":null,"year":2013},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.590646Z"},"links":{"cited_paper":"/paper/1310.4546","citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:298b8bd2c7e23fc6f130f3f55d76f31342e6de082467bc056cad9ec70d72f5f3","observation_id":"ce7cf61d-ea5b-4d54-a62e-30d4c9b0b009","resolution":{"observed_at":"2026-08-16T11:41:27.590646Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.594223Z","title":"& Manning, C","venue":null,"work_id":null,"year":2014},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.594223Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:7436bd0e41775d4b61c210073878d8c3c1f4a599927dbdf2a3f802fba102c784","observation_id":"c14e7b66-84e4-4b44-ad29-a92a148f0d83","resolution":{"observed_at":"2026-08-16T11:41:27.594223Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1810.04805","last_updated":"2019-05-24T20:37:26Z","snapshot_observed_at":"2026-08-14T18:16:28.847993Z","submitted_at":"2018-10-11T00:50:01Z","title":"BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1810.04805","snapshot_observed_at":"2026-08-16T11:41:27.597588Z","title":"& Toutanova, K","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.597588Z"},"links":{"cited_paper":"/paper/1810.04805","citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:c0fe62b07071bd1192590cd8914e949b74ca60a45f8a7c23d1c024ae7ded3ad5","observation_id":"d88da70c-b7ae-4a96-bb72-7b2fe5283e96","resolution":{"observed_at":"2026-08-16T11:41:27.597588Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.600756Z","title":"A., Pereira, F","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.600756Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:f8d132c0990386e10cff2c28140cc87df8820152dae93a68a5b2ced7c73850d6","observation_id":"000d97a1-2968-4070-b12b-a42a129dd555","resolution":{"observed_at":"2026-08-16T11:41:27.600756Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.604004Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.604004Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:103e79036ebafac60c6a4a9a1520b4929d004d1db65716c13c775eb5a53b2901","observation_id":"ecc7b178-ac9f-4618-a931-a28f6df54917","resolution":{"observed_at":"2026-08-16T11:41:27.604004Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.607275Z","title":"& Wachter, S","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.607275Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:1ebbf02b1447b24b4aeb748ceac246c0bab689a59a58c417f89a060b081ee138","observation_id":"5c3a3cef-bb8c-4d6f-af36-d35d753839b0","resolution":{"observed_at":"2026-08-16T11:41:27.607275Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.610363Z","title":"Accessed: 2023- 04-14","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.610363Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:71da07ef48182c9be6219f0c2ee2121b984dacaa035f54b1b26e29611ed5a881","observation_id":"6948086d-abb6-4dcc-923e-36966367207a","resolution":{"observed_at":"2026-08-16T11:41:27.610363Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2302.13971","last_updated":"2023-02-27T17:11:15Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-02-27T17:11:15Z","title":"LLaMA: Open and Efficient Foundation Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2302.13971","snapshot_observed_at":"2026-08-16T11:41:27.613489Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.613489Z"},"links":{"cited_paper":"/paper/2302.13971","citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:7a681ee518f76cb370f2cb6212b6d2de28621b8888c9a293c105390205ecf6b7","observation_id":"40defcc0-315a-4608-8f1e-e04538910062","resolution":{"observed_at":"2026-08-16T11:41:27.613489Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.617263Z","title":null,"venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.617263Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:9a689afbe0189787ef571b4ff20bfb13065b9195db7b29560bc5523cae079ae2","observation_id":"44dc04b6-243c-49c3-8bdb-d1bfd3cdad53","resolution":{"observed_at":"2026-08-16T11:41:27.617263Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.620338Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.620338Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:78964ad5cbe4a98206c7c8609d6406373522eb9a89874625557dc0d91a4de6a8","observation_id":"2df97999-12f8-4d68-ab09-741c722e3b26","resolution":{"observed_at":"2026-08-16T11:41:27.620338Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.623675Z","title":"URLhttps://doi.org/10.1021/acs","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.623675Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:0d3a5098c10ad558a4cc6c17f3f37b24e4759177d64756acbbfd3906dee3bf20","observation_id":"e4363ded-0f4e-4886-999b-f6bbbd69128f","resolution":{"observed_at":"2026-08-16T11:41:27.623675Z","resolver_source":null,"status":"malformed_identifier"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.627091Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.627091Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:34da671a7138b3fed99baaaaef83e879f6e8f0748bdca08a9923a96b1f8c7887","observation_id":"1842cfb9-64ad-44d5-96c3-d80c6ae5956e","resolution":{"observed_at":"2026-08-16T11:41:27.627091Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.630376Z","title":"K.et al.Semantic text mining in early drug discovery for type 2 diabetes","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.630376Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:d86c22c74b5a1d884b25b05a9493ff63eb177afbe3c7273e86fe0707f8dccc34","observation_id":"bebcc710-7eb7-406d-a6a1-62ba63e2605c","resolution":{"observed_at":"2026-08-16T11:41:27.630376Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.633879Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.633879Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:cc674e5d9ba89ae472033f5bf002476b67620952eda8199d6b5b125e9ab14937","observation_id":"d725713a-f6b6-4436-b057-887d41d1b946","resolution":{"observed_at":"2026-08-16T11:41:27.633879Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.637106Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.637106Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:5b5909e6fdcf6485137c3be30bceae2619d502bf908589aad3cc35072d06dd0b","observation_id":"4e5be018-0b3a-4f82-83b1-eeaebb41b6ac","resolution":{"observed_at":"2026-08-16T11:41:27.637106Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.640360Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.640360Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:0915fc4b4d3dbc334e83247b10e927e944fa3df77b12ea66dbddcbc486641d6f","observation_id":"daf1de9b-38b0-4c44-b8dc-563e9e1ed021","resolution":{"observed_at":"2026-08-16T11:41:27.640360Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.644251Z","title":"& Pei, Z","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.644251Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:b25d13da29637212c155127c288f4e279aace058b6145214985122876bbb04d7","observation_id":"6577d204-3642-4f44-87a8-746a4961241a","resolution":{"observed_at":"2026-08-16T11:41:27.644251Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.647858Z","title":null,"venue":null,"work_id":null,"year":2004},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.647858Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:465267fb46b23442f42a12dc7a449d265822fbb0906a8210c5650d520edd505e","observation_id":"4a4a9ac2-403a-4151-b24d-53b555323a06","resolution":{"observed_at":"2026-08-16T11:41:27.647858Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.651234Z","title":"& Vincent, A","venue":null,"work_id":null,"year":2004},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.651234Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:2f1e249e955596226d38d4229b2cc4bc8cd4bba28e030645e3d1118619a47f8b","observation_id":"208e978e-9c6c-4e10-ba7b-957434ccd21e","resolution":{"observed_at":"2026-08-16T11:41:27.651234Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.654615Z","title":null,"venue":null,"work_id":null,"year":2014},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.654615Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:b7df04b7aeef0fef0afc8af14d5dcd595ea0f62a928fe1c94bd60a8c92617f6a","observation_id":"8ffaf348-1aec-4e23-ba42-9aa1940d7824","resolution":{"observed_at":"2026-08-16T11:41:27.654615Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.658039Z","title":null,"venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.658039Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:b4a20ea1df7afaf2006ed1b67b88393b647280c8eed412f46b3dc37c62fa5a1a","observation_id":"bdd9b80e-6f20-48ba-aff5-1169dd1efe55","resolution":{"observed_at":"2026-08-16T11:41:27.658039Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.661324Z","title":"P., Raabe, D","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":52,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.661324Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:2a3cbede0a94f6c3e6fcb6e9c1599d851b4a242a1148b055a95a6e9b1d5dfa56","observation_id":"03effc95-a7b3-4ce2-b6b2-b04e67af4b09","resolution":{"observed_at":"2026-08-16T11:41:27.661324Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.664692Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":53,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.664692Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:516bb4a98831a83d04f7232603ac3baf609d04c1338521194513bd5f43bc561e","observation_id":"c205c737-8505-450a-9c15-b99d547afe28","resolution":{"observed_at":"2026-08-16T11:41:27.664692Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.668156Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":54,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.668156Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:e804c64bb555a99cc1ffd0954f8946d60d9d6a2847bcaff9017371a40863fb7a","observation_id":"191b2cef-833d-479a-8821-0bb499f869af","resolution":{"observed_at":"2026-08-16T11:41:27.668156Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.672056Z","title":"Multicomponent high-entropy cantor alloys.Progress in Materials Science 100754 (2020)","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":55,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.672056Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:1931869c9e218bd0db0b4d89d0b2532a1a7d3571d4de62be0993e8f5a101d82d","observation_id":"23b66121-0f62-4578-80bd-e5c9f2a3e76a","resolution":{"observed_at":"2026-08-16T11:41:27.672056Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.675540Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":56,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.675540Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:92c75c0da6f129665404df0df84ca24fa608b833a8617a0eee41d1359b4a043a","observation_id":"efb5f681-92e2-4e28-8a15-05ac116acc8e","resolution":{"observed_at":"2026-08-16T11:41:27.675540Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.679351Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":57,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.679351Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:a31a0d88c8b4865329f756b43714ac4be83ac87dfb72616c556eef44a1085a94","observation_id":"a577c4cf-9e8a-426c-b3a7-d44527423543","resolution":{"observed_at":"2026-08-16T11:41:27.679351Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.682694Z","title":"The materials science behind sustainable metals and alloys.Chemical Reviews (2023)","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":58,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.682694Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:b44fb55c7325e41b4e1f5a1b92969e4e3d806128d166b44b05a27ffa940f79ce","observation_id":"5b21fc81-5bfe-4460-b63d-5fa4bd347e2f","resolution":{"observed_at":"2026-08-16T11:41:27.682694Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.686104Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":59,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.686104Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:5d7ae2a53c1fbfb2c9874708b77f33ebf21d378e3f5e357b78c4c600290eeeb9","observation_id":"3b33ac96-5a87-4194-8e2a-033b8864743c","resolution":{"observed_at":"2026-08-16T11:41:27.686104Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.690131Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":60,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.690131Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:9839c6d07b655675d2bfca8451aec53c91db4ab136408f234a912d9ceb1eac13","observation_id":"edfd6eda-fb17-4c07-8af5-841000830e8b","resolution":{"observed_at":"2026-08-16T11:41:27.690131Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.693837Z","title":"Scientific reports7, 10458 (2017)","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":61,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.693837Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:4c82a6a7466f512c25aabe3dc0c067fe90b382006a4eac6d7e7f98ac785a6a00","observation_id":"fd503a21-4488-4b5e-bdec-2e777e9109db","resolution":{"observed_at":"2026-08-16T11:41:27.693837Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.697540Z","title":"A., Alman, D","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":62,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.697540Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:00ff3f9cf676409fd2766902063f0d10d8b6c52afd5b2aee7946f6c86d55002a","observation_id":"4bbb3afd-cbeb-4241-a485-ab8fb83e3dcc","resolution":{"observed_at":"2026-08-16T11:41:27.697540Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.700836Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":63,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.700836Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:355ce3cde8d03430045814b9c2f6392ba4a63f4f39b058b886de63b69b130b38","observation_id":"a0397b82-c701-4003-a104-eef35d10f8bb","resolution":{"observed_at":"2026-08-16T11:41:27.700836Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.704122Z","title":null,"venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":64,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.704122Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:2abb673f57e32110a25d397bd6cf1c1076eb26486fc680fcdc790887d4587b3c","observation_id":"fba1ca85-f229-47be-b1f0-e3b2f96b863f","resolution":{"observed_at":"2026-08-16T11:41:27.704122Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.707562Z","title":"& Yin, J","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":65,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.707562Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:fc16f2bd713aeee6ae81559603711e647868f9ac6d80f43f0c15f94e9213dc81","observation_id":"857d41e7-b808-422b-9d74-ff9945f57a5b","resolution":{"observed_at":"2026-08-16T11:41:27.707562Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.710860Z","title":"& Yin, J","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":66,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.710860Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:507c34813931d8b52da0813e1c7da06ee7e64827f53bf883f65dc05856498eb2","observation_id":"a09671bf-5f0a-456f-b933-10a9e91ce70c","resolution":{"observed_at":"2026-08-16T11:41:27.710860Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.714064Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":67,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.714064Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:ce9b0bb7223daef8ea7c15766e283b58221b451f246e1c87428caba25641b946","observation_id":"ba7fdd00-62f4-43fa-b05e-f3924d82c7db","resolution":{"observed_at":"2026-08-16T11:41:27.714064Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.717403Z","title":"Mechanisms and machine learning for magnesium alloys design","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":68,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.717403Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:24a1314a52d94d0547def527cafe17c51e96dfc5470e5a6f5b0aa2a64c7f1605","observation_id":"8a12e115-73ff-4131-86bb-0076aa511ae4","resolution":{"observed_at":"2026-08-16T11:41:27.717403Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.720579Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":69,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.720579Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:d9b110a08170da440da42d24a637d399f06cea9eb5296427b71cae9c6409df50","observation_id":"67519963-352a-4b67-8676-f5205d6c6316","resolution":{"observed_at":"2026-08-16T11:41:27.720579Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.723990Z","title":null,"venue":null,"work_id":null,"year":1991},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":70,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.723990Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:09db000a5d569c7e0f7ddee455da1d8a30d9779f3e7dd3f6ee313c8c3f3cd2bc","observation_id":"73f99108-35e8-4815-8b1b-e70df636c074","resolution":{"observed_at":"2026-08-16T11:41:27.723990Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.727567Z","title":"E., Cui, H","venue":null,"work_id":null,"year":2012},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":71,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.727567Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:5dedfb841d1eb46ad21c8ce8d57275f0f38187e35243fb96158416c208e4f34d","observation_id":"bda6ea3c-1cc3-46fd-950e-8765e18f8aed","resolution":{"observed_at":"2026-08-16T11:41:27.727567Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.730723Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":72,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.730723Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:dcad31559ec6989135c0865dc9b7c582cf8ad424015f973af5486e101afe0606","observation_id":"85b30ee9-2418-46cd-88ac-ba203f174fca","resolution":{"observed_at":"2026-08-16T11:41:27.730723Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.734048Z","title":"& Risko, C","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":73,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.734048Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:991178aee76e618a256258098d86b4713eeac4c6dfe4ff01e8256d0e6b9d147b","observation_id":"4002d8ef-ad48-4f8e-92b6-fbdca3eb2715","resolution":{"observed_at":"2026-08-16T11:41:27.734048Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.737186Z","title":"A.et al.Data-driven materials research enabled by natural language process- ing and information extraction.Applied Physics Reviews7, 041317 (2020)","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":74,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.737186Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:aca71fc0bde5d01969b24b63f73f01074e07cd6c47c109d6a56d7e3cc24d1477","observation_id":"06d05403-a683-4363-83d6-16f8deea7555","resolution":{"observed_at":"2026-08-16T11:41:27.737186Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.740561Z","title":"Iscience24, 102155 (2021)","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":75,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.740561Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:350899a9eaee4147b1433f24372cb5061eab468c3d0bcbccf4d6f8dbc6ce3362","observation_id":"6876611d-3787-4ab5-89a1-daff760aedc6","resolution":{"observed_at":"2026-08-16T11:41:27.740561Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.743842Z","title":null,"venue":null,"work_id":null,"year":1994},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":76,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.743842Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:9db40f1f1c68787e4b923bd8a6f16385f047e72b90ef8bbe0b375c5000e29d5b","observation_id":"9e2fac7f-84c6-4f85-9fbb-58ed868aa429","resolution":{"observed_at":"2026-08-16T11:41:27.743842Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.747226Z","title":"Deep learning for natural language processing: advantages and challenges.Na- tional Science Review5, 24–26 (2018)","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":77,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.747226Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:2bb3b1426d3c9e251e7eda7ad6ecbf81aeb97683f8bf9c624752711f330df62d","observation_id":"e7fcb5dc-9d2b-4c7b-96b0-ff5aef078a30","resolution":{"observed_at":"2026-08-16T11:41:27.747226Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.750452Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":78,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.750452Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:b46b153d6cfd392bab82e0f80e4580b6269d58669895b26308b6a54d0717c5fc","observation_id":"26728fda-b9d3-4484-8c2b-61e8e5b4b4b7","resolution":{"observed_at":"2026-08-16T11:41:27.750452Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.753955Z","title":null,"venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":79,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.753955Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:91bb589d41cdc62249597c0c2aec57b975fc2bc807668b9628cdacc9e1f4d1c8","observation_id":"4eb1d0c4-3172-4d04-bb63-78ef8c4bb002","resolution":{"observed_at":"2026-08-16T11:41:27.753955Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.757263Z","title":"& Ling, C","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":80,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.757263Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:0c61e1344fa3a67d4656b3b7deeb924556a253a5d88bdfc6fde6214277f33415","observation_id":"b4c6e4a7-500f-4726-84ce-d4333fe139ee","resolution":{"observed_at":"2026-08-16T11:41:27.757263Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.760577Z","title":"& Krishnan, N","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":81,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.760577Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:fbe9ffa583717bd9660ba2cc947eeb320420ebb57359f551b68360c9c7952a30","observation_id":"c1d52e1f-c3cc-428c-a7f6-e1b82aef5765","resolution":{"observed_at":"2026-08-16T11:41:27.760577Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.763787Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":82,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.763787Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:45e9787788b995b7f505bafd50b65ea9ab088e842d48b33010b3c937f4cbe106","observation_id":"5324e426-0c15-4be6-b7fe-60c5f17edd4a","resolution":{"observed_at":"2026-08-16T11:41:27.763787Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.767143Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":83,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.767143Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:58ebbb0b29cb28cccd829905e78df92c6267f693b6db1876162b7bf26e2c9b9d","observation_id":"ccd7663d-76e6-4e5b-a209-d8843f668d22","resolution":{"observed_at":"2026-08-16T11:41:27.767143Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.770364Z","title":"& Zhang, L","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":84,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.770364Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:c6b1b6990e1e72aa2e7be94f9a8701770a4338f9344ff00c718063f9c00d3ef1","observation_id":"b376ce5f-1c1a-4c03-9ec1-a54adaab4257","resolution":{"observed_at":"2026-08-16T11:41:27.770364Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.773818Z","title":"L., Guo, Y","venue":null,"work_id":null,"year":2011},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":85,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.773818Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:67210319ceff874d4f8b8d6d9ce14662d97c0c2f7d0e807ff7fd10040608d77d","observation_id":"842affa3-2805-4dbf-956e-9fd2c0c8a673","resolution":{"observed_at":"2026-08-16T11:41:27.773818Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.777190Z","title":"& Huang, L","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":86,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.777190Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:fbca101b42f05a1ba8b824020ba2339e2948edaa48aa481fba98e667af713e39","observation_id":"9a9a30a4-a8aa-4408-8d72-e739dcbd862c","resolution":{"observed_at":"2026-08-16T11:41:27.777190Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.780890Z","title":null,"venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":87,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.780890Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:df42971cfc3dcad05426082800f1ca9dfe0280bd7dae534f00d2c7db25685215","observation_id":"5bdcb1d7-a2df-4b38-8b32-44240e173f85","resolution":{"observed_at":"2026-08-16T11:41:27.780890Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.784227Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":88,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.784227Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:fe91f99d3f4b36fa100224f521f98897a51cc78f22aee4d2696f55d4e1b22ad7","observation_id":"9ba320ff-4b91-443b-9c4c-ec215dad7e7c","resolution":{"observed_at":"2026-08-16T11:41:27.784227Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.787719Z","title":"J., Jain, A","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":89,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.787719Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:eb5d5c41af35fdd3cddcb1a3fd3925183fb882bd9f0f52f83664272b5acbc7ba","observation_id":"07d8b1be-7ef3-4a11-81a4-f51e2f161486","resolution":{"observed_at":"2026-08-16T11:41:27.787719Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.791289Z","title":"& Altman, R","venue":null,"work_id":null,"year":2012},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":90,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.791289Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:e36db38a95f90dc2b46eaf39ea3b63aef00d41120063bdc2e0b1d5664ec60166","observation_id":"ad2ecd83-4555-43c6-9758-be56d384f014","resolution":{"observed_at":"2026-08-16T11:41:27.791289Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.794384Z","title":null,"venue":null,"work_id":null,"year":2008},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":91,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.794384Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:0d74e4a64212161dbf9735585a0974a9993c515d257fe051f362ac752faf426d","observation_id":"3639b105-0d60-4c22-a51b-474caf74bcad","resolution":{"observed_at":"2026-08-16T11:41:27.794384Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.797737Z","title":"& Collier, N","venue":null,"work_id":null,"year":2009},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":92,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.797737Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:d279b0daf97fa4eeb258c6eaacea78c9c121ab2ba67680af42672c635abef8e1","observation_id":"e13b4f9f-4944-41ae-bbee-c9ad67f8c22c","resolution":{"observed_at":"2026-08-16T11:41:27.797737Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.801190Z","title":null,"venue":null,"work_id":null,"year":2004},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":93,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.801190Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:b7af519a187a1972c23c70cec514ae5719c02780a697c6125f905df273c4a1f7","observation_id":"17798ed2-ec8c-4d9a-926d-a69010881b00","resolution":{"observed_at":"2026-08-16T11:41:27.801190Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.804549Z","title":"& Chung, K","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":94,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.804549Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:7231f462ae8b17b04b384b457b3dda99d58413faf232e18c53b0ec93a0b098a2","observation_id":"d6f6746f-2900-4e89-a4fb-f0b753422fe9","resolution":{"observed_at":"2026-08-16T11:41:27.804549Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.808186Z","title":"& Zhang, Y","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":95,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.808186Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:5ed7d8179587dcdec3d43c355e43e244f91a29df1a3a99aa5338c96e42f5015f","observation_id":"9a60db36-a6ee-4592-9cba-38540d721dea","resolution":{"observed_at":"2026-08-16T11:41:27.808186Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.811656Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":96,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.811656Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:48816a90f79eaabfa3e32dfb44e0ba7760dfcf0c2b4199f0aabdc4d93522781b","observation_id":"228d4513-44f1-4ebb-8099-882378ffced3","resolution":{"observed_at":"2026-08-16T11:41:27.811656Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.814894Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":97,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.814894Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:105249d437513e6b399e9f88b9ffaa7044a5de259d2273201705a2d34c166499","observation_id":"672b14bc-e724-4f32-a899-9946b645611d","resolution":{"observed_at":"2026-08-16T11:41:27.814894Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.818177Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":98,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.818177Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:7bdfed73e5d06d500bd3186b1048ae912e119ad445ee50600273558038e2f5fa","observation_id":"279c0050-f64d-4edf-b3cb-9d1cdd1c4b8c","resolution":{"observed_at":"2026-08-16T11:41:27.818177Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.821644Z","title":"The use of ai-supported chatbot in psychology.Available at SSRN 4331367 (2023)","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":99,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.821644Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:dd96f11fb8e288e396e59d08768003e257b5a185a7504816b85fd3a049d01b06","observation_id":"0f6b2c11-e081-4e6c-b164-f26ab9c12dc9","resolution":{"observed_at":"2026-08-16T11:41:27.821644Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-16T11:41:27.824960Z","title":"& Karaarslan, E","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities","version":1},"reference_index":100,"source":"pdf_text","source_observed_at":"2026-08-16T11:41:27.824960Z"},"links":{"citing_paper":"/paper/2504.14849"},"observation_digest":"sha256:e1037bbf35493b283c0f08db1e69c1c6b6aacf247977bf4f9a8616f382276f92","observation_id":"c1f71cc7-fe8a-489f-b88e-47ca31110f33","resolution":{"observed_at":"2026-08-16T11:41:27.824960Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2504.14849","last_updated":"2025-04-21T04:03:32Z","latest_version":1,"primary_category":"cond-mat.mtrl-sci","snapshot_observed_at":"2026-08-16T11:37:05.598599Z","submitted_at":"2025-04-21T04:03:32Z","title":"Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities"},"reference_resolution":{"displayed":100,"state_counts":{"malformed_identifier":1,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":98,"verified_exact":1,"verified_fuzzy":0},"total_outbound_references":255},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-17T06:30:58.91139+00:00","source":"crossref"},{"observed_at":"2026-08-17T06:30:54.323127+00:00","source":"retraction_watch"}],"thesis":"As of 17 August 2026, this Paper Citation Record lists 100 of 255 outbound references and 0 inbound Pith citation observations for arXiv:2504.14849."}