{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T12:54:22Z","timestamp":1782910462797,"version":"3.54.5"},"publisher-location":"Stroudsburg, PA, USA","reference-count":0,"publisher":"Association for Computational Linguistics","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.18653\/v1\/2026.acl-long.2026","type":"proceedings-article","created":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T12:25:50Z","timestamp":1782908750000},"page":"43738-43769","source":"Crossref","is-referenced-by-count":0,"title":["A Survey of Large Language Models for Text-Guided Molecular Discovery: From Molecule Generation to Optimization"],"prefix":"10.18653","author":[{"given":"Ziqing","family":"Wang","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kexin","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zihan","family":"Zhao","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yibo","family":"Wen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Abhishek","family":"Pandey","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Han","family":"Liu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kaize","family":"Ding","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1643","event":{"name":"Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)","location":"San Diego, California, United States","start":{"date-parts":[[2026,7]]},"end":{"date-parts":[[2026,7]]}},"container-title":["Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)"],"original-title":[],"deposited":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T12:34:56Z","timestamp":1782909296000},"score":1,"resource":{"primary":{"URL":"https:\/\/aclanthology.org\/2026.acl-long.2026"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"references-count":0,"URL":"https:\/\/doi.org\/10.18653\/v1\/2026.acl-long.2026","relation":{},"subject":[],"published":{"date-parts":[[2026]]}}}