{"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":"/code/reasoning","entry":"reasoning","source":"Syntology graph, per-sample; not an archive number","read_at":"2026-09-24T18:15:14+00:00","claim":"Names are grouped by exact entry-name string. Same-named routines are NOT asserted to be equivalent; 'ran' means executed on a synthesized fixture, not correctness. n_samples_ran = sum of by_status over every status except 'unverified' (ran_draft_wrong and ran_fixture are failures of Syntology's instrument, not of the code); n_papers_ran = papers with at least one such sample.","status_vocabulary":{"ran_honours":"ran, honoured the contract we drafted","ran_violates":"ran, violated the contract we drafted","ran_draft_wrong":"ran; our contract draft was wrong, not the code","ran_fixture":"ran; our fixture could not drive it","ran":"ran on a synthesized input","unverified":"unverified (harvested, no recorded run)"},"n_papers":5,"n_papers_ran":2,"units":"n_samples, n_samples_ran, n_samples_fingerprinted and by_status count distinct code bodies (code_sha256); n_places and n_places_pointer_only count places, one per (paper, code body) pair, which is also the unit of the samples list","n_samples":5,"n_samples_ran":2,"n_samples_fingerprinted":1,"n_places":5,"n_places_pointer_only":3,"by_status":{"ran_honours":0,"ran_violates":0,"ran_draft_wrong":1,"ran_fixture":0,"ran":1,"unverified":3},"syntology":{"atlas_url":null,"mcp":null,"mcp_per_sample":{"tool":"get_code","arguments_in":"samples[].mcp_get_code"},"developers":"https://syntology.ai/developers"},"samples":[{"arxiv_id":"2603.29232","paper":"/paper/arxiv-2603-29232","title":"Long-Document QA with Chain-of-Structured-Thought and Fine-Tuned SLMs","date":null,"month_inferred_from_arxiv_id":"2026-03","title_source":"syntology","repo":"HKUSTDial/LiteCoST","path":"src/reasoner.py","file_url":"https://github.com/HKUSTDial/LiteCoST/blob/HEAD/src/reasoner.py","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"code_sha256_prefix":"efb7cdf4fa9544cb","mcp_get_code":{"code_sha256":"efb7cdf4fa9544cb"}},{"arxiv_id":"2603.21440","paper":"/paper/arxiv-2603-21440","title":"KG-Hopper: Empowering Compact Open LLMs with Knowledge Graph Reasoning via Reinforcement Learning","date":null,"month_inferred_from_arxiv_id":"2026-03","title_source":"syntology","repo":"Wangshuaiia/KG-Hopper","path":"kg-tool/kg_search_function.py","file_url":"https://github.com/Wangshuaiia/KG-Hopper/blob/HEAD/kg-tool/kg_search_function.py","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"code_sha256_prefix":"738027ba670d2acc","mcp_get_code":{"code_sha256":"738027ba670d2acc"}},{"arxiv_id":"2407.15527","paper":"/paper/interpretable-concept-based-memory-reasoning","title":"Interpretable Concept-Based Memory Reasoning","date":"2024-07-22","month_inferred_from_arxiv_id":null,"title_source":"archive","repo":"daviddebot/CMR","path":"experiments/mnist/models_copy.py","file_url":"https://github.com/daviddebot/CMR/blob/HEAD/experiments/mnist/models_copy.py","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"code_sha256_prefix":"55c1ae1bcc80736c","mcp_get_code":{"code_sha256":"55c1ae1bcc80736c"}},{"arxiv_id":"2307.07697","paper":"/paper/think-on-graph-deep-and-responsible-reasoning","title":"Think-on-Graph: Deep and Responsible Reasoning of Large Language Model on Knowledge Graph","date":"2023-07-15","month_inferred_from_arxiv_id":null,"title_source":"archive","repo":"gasolsun36/tog","path":"ToG/wiki_func.py","file_url":"https://github.com/gasolsun36/tog/blob/HEAD/ToG/wiki_func.py","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"code_sha256_prefix":"45fd3b8df27ad036","mcp_get_code":{"code_sha256":"45fd3b8df27ad036"}},{"arxiv_id":"2023.findings-emnlp.221","paper":null,"title":"arXiv:2023.findings-emnlp.221","date":null,"month_inferred_from_arxiv_id":null,"title_source":null,"repo":"RshNk73/PistaQ-SREQA","path":"PistaQ/spatial_reasoning_GT_coref.py","file_url":"https://github.com/RshNk73/PistaQ-SREQA/blob/HEAD/PistaQ/spatial_reasoning_GT_coref.py","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"code_sha256_prefix":"62a879bdfb928bf0","mcp_get_code":{"code_sha256":"62a879bdfb928bf0"}}]}