{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/a-new-task-deriving-semantic-class-targets","title":"A New Task: Deriving Semantic Class Targets for the Physical Sciences","arxiv_id":"2210.14760","date":"2022-10-26","proceeding":null,"authors":["Micah Bowles","Hongming Tang","Eleni Vardoulaki","Emma L. Alexander","Yan Luo","Lawrence Rudnick","Mike Walmsley","Fiona Porter","Anna M. M. Scaife","Inigo Val Slijepcevic","Gary Segal"],"abstract":"We define deriving semantic class targets as a novel multi-modal task. By doing so, we aim to improve classification schemes in the physical sciences which can be severely abstracted and obfuscating. We address this task for upcoming radio astronomy surveys and present the derived semantic radio galaxy morphology class targets.","url_abs":"https://arxiv.org/abs/2210.14760v2","url_pdf":"https://arxiv.org/pdf/2210.14760v2.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"a-new-task-deriving-semantic-class-targets","repo_url":"https://github.com/mb010/text2tag","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"MIT"}}],"tasks":[{"task_slug":"astronomy","task_name":"Astronomy"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=2210.14760","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2210.14760"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-24T18:15:14+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. Samples come from repositories linked to the paper, official or community; repo_kind says which.","repos":[{"provenance":"deterministic:regex_extraction","url":"https://github.com/mb010/Text2Tag","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/mb010/text2tag","reach":{"status":"ok","spdx":"MIT"}}],"summary":{"unverified":4},"by_repo_kind":{"official":{"samples":4,"ran":0,"repositories":1}},"repo_kind_vocabulary":{"official":"The archive marks this repository official for the paper","named_in_paper":"The archive records that the paper mentions this repository; it is not marked official","listed":"In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper","found_in_text":"Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted","community":"Not in the archive's code links for this paper; a community repository Syntology harvested"},"n_pointer_only_for_licence":0,"samples":[{"code_sha256_prefix":"e882d9ec3992fa3a","entry":"case_correction","repo":"mb010/Text2Tag","repo_kind":"official","path":"Text2Tags/preprocess.py","file_url":"https://github.com/mb010/Text2Tag/blob/HEAD/Text2Tags/preprocess.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"e882d9ec3992fa3a"}},{"code_sha256_prefix":"4cc2ac04d7ea71cb","entry":"edge_case_slashes","repo":"mb010/Text2Tag","repo_kind":"official","path":"Text2Tags/preprocess.py","file_url":"https://github.com/mb010/Text2Tag/blob/HEAD/Text2Tags/preprocess.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"4cc2ac04d7ea71cb"}},{"code_sha256_prefix":"45b1c44d75a7a2a2","entry":"find_original_annotations","repo":"mb010/Text2Tag","repo_kind":"official","path":"Text2Tags/utils.py","file_url":"https://github.com/mb010/Text2Tag/blob/HEAD/Text2Tags/utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"45b1c44d75a7a2a2"}},{"code_sha256_prefix":"aca96abf724ded5b","entry":"return_subject_id_mapper","repo":"mb010/Text2Tag","repo_kind":"official","path":"Text2Tags/utils.py","file_url":"https://github.com/mb010/Text2Tag/blob/HEAD/Text2Tags/utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"aca96abf724ded5b"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}