{"as_of":"2026-08-12T18:24:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:cf7b8b06ca3f392af4737a245f2e6a42a4ebf483685af9dc110afdc6872939fc","coverage":[{"denominator":42,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":42,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-11T12:22:03.710630Z","state":"measured"},{"denominator":42,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":42,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-12T06:34:41.77262+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/2608.09706/citation-record","integrity":"/paper/2608.09706/integrity","json":"/paper/2608.09706/citation-record.json","paper":"/paper/2608.09706"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T12:22:03.518283Z","title":"o nig, Adrian and B \\","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":1,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.518283Z"},"links":{"citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:8b8384f6b623a9964b7936e843c31f1bfc38bb6560f421cb69f83eae1d1e3b3e","observation_id":"d2660f69-9c42-4c37-945b-0c7b9603c2dd","resolution":{"observed_at":"2026-08-11T12:22:03.518283Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2410.05340","last_updated":"2025-02-28T04:28:23Z","snapshot_observed_at":"2026-08-11T12:44:21.949427Z","submitted_at":"2024-10-07T02:44:50Z","title":"Generating CAD Code with Vision-Language Models for 3D Designs","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.05340","snapshot_observed_at":"2026-08-11T12:22:03.524850Z","title":"and Langwasser, Megan and Xu, Wei and Gombolay, Matthew C","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":2,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.524850Z"},"links":{"cited_paper":"/paper/2410.05340","citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:d888bb30ec1b1dbe2ae9fe24353057317aa42d74775679495bdfabd350396467","observation_id":"a3b8eccc-9339-4ff6-b1ba-41568391e343","resolution":{"observed_at":"2026-08-11T12:22:03.524850Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2401.06437","last_updated":"2024-01-12T08:07:52Z","snapshot_observed_at":"2026-08-10T03:37:58.890424Z","submitted_at":"2024-01-12T08:07:52Z","title":"3D-PreMise: Can Large Language Models Generate 3D Shapes with Sharp Features and Parametric Control?","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2401.06437","snapshot_observed_at":"2026-08-11T12:22:03.529841Z","title":"3D-Premise : Can Large Language Models Generate 3D Shapes with Sharp Features and Parametric Control?","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":3,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.529841Z"},"links":{"cited_paper":"/paper/2401.06437","citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:794798fa144a62ccd20e9d8b9683d45fc399766b3fa2976ede6f7e1cb9eb4c6d","observation_id":"de42857a-8144-496b-b04f-da8a20419c42","resolution":{"observed_at":"2026-08-11T12:22:03.529841Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2604.10992","last_updated":"2026-04-14T12:18:13Z","snapshot_observed_at":"2026-08-11T13:11:22.589592Z","submitted_at":"2026-04-13T04:49:30Z","title":"ArtiCAD: Articulated CAD Assembly Design via Multi-Agent Code Generation","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2604.10992","snapshot_observed_at":"2026-08-11T12:22:03.534256Z","title":"ArtiCAD : Articulated CAD Assembly Design via Multi-Agent Code Generation","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":4,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.534256Z"},"links":{"cited_paper":"/paper/2604.10992","citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:a56adb8eeaea6d5db8491e152f6c2fdb739149035c2c87ff778f5dd77ee9db1c","observation_id":"88ef16d9-dc4c-4e5c-a649-c141e9423c91","resolution":{"observed_at":"2026-08-11T12:22:03.534256Z","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":"2026-08-11T12:22:03.539041Z","title":"MEDA : A Multi-Agent System for Parametric CAD Model Creation","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":5,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.539041Z"},"links":{"citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:81859798f0e3e838ec4ae2f50f1ab222b41d54f86cb685e163903b5c421615d1","observation_id":"185eb125-d62e-4fa4-99df-2b06c113e8ee","resolution":{"observed_at":"2026-08-11T12:22:03.539041Z","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":"2026-08-11T12:22:03.543498Z","title":"CADSmith : Multi-Agent CAD Generation with Programmatic Geometric Validation","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":6,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.543498Z"},"links":{"citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:22a50ba23b815843aa4f6370f7ed1aeb22b3533dcadf59f8beba53b497abb691","observation_id":"953961aa-8eb6-45cc-b122-5e12762ff02c","resolution":{"observed_at":"2026-08-11T12:22:03.543498Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2605.28579","last_updated":"2026-06-04T01:52:56Z","snapshot_observed_at":"2026-08-12T13:50:17.344046Z","submitted_at":"2026-05-27T15:01:59Z","title":"MUSE: Benchmarking Manufacturable, Functional, and Assemblable Text-to-CAD Generation","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2605.28579","snapshot_observed_at":"2026-08-11T12:22:03.547608Z","title":"MUSE : Benchmarking Manufacturable, Functional, and Assemblable Text-to- CAD Generation","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":7,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.547608Z"},"links":{"cited_paper":"/paper/2605.28579","citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:7ac301f6815fda068b2df6dd2614b16370568e138fcf9a4aa8db01a2b7b680f8","observation_id":"87263ce0-9794-49f7-9c08-151e6da6eebc","resolution":{"observed_at":"2026-08-11T12:22:03.547608Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2406.00144","last_updated":"2024-05-31T19:17:00Z","snapshot_observed_at":"2026-08-07T03:54:59.044865Z","submitted_at":"2024-05-31T19:17:00Z","title":"Query2CAD: Generating CAD models using natural language queries","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2406.00144","snapshot_observed_at":"2026-08-11T12:22:03.553138Z","title":"Query2CAD : Generating CAD Models Using Natural Language Queries","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":8,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.553138Z"},"links":{"cited_paper":"/paper/2406.00144","citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:444cad4bda7158122d8d6699b3b7845777fa2bc8df4eef7036353f740dbdb5b6","observation_id":"ab9bf461-adbd-47e5-bcf9-e83e7e58e483","resolution":{"observed_at":"2026-08-11T12:22:03.553138Z","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":"10.48550/arxiv.2505.17702","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T12:22:04.382472Z","title":"Seek-CAD : A Self-Refined Generative Modeling for 3D Parametric CAD Using Local Inference via DeepSeek","venue":null,"work_id":"48407e48-c5cd-4e3f-ab22-1f5270d4a200","year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":9,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.557380Z"},"links":{"citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:e847cc0b6de8eb2e731a42ce4467b8544268d8a4b79bea9ce68bcf6416457ec1","observation_id":"9c7e2659-af12-4cf0-b39f-c9413f253de8","resolution":{"observed_at":"2026-08-11T12:22:04.387552Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T12:22:03.561564Z","title":"and Lin, Dahua and Wetzstein, Gordon","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":10,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.561564Z"},"links":{"citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:33b29419678a41387797a66f81fab3a9dc53194841eeb4ab4c1c255db9ad47f6","observation_id":"b0d8dc84-f993-412f-a0c0-ba25cb5bba3e","resolution":{"observed_at":"2026-08-11T12:22:03.561564Z","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":"2025.10400","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T12:22:04.817233Z","title":"and Company, Pedro","venue":null,"work_id":"d21a71f8-b4ce-4406-b282-e5c9d7de4f1c","year":2025},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":12,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.570026Z"},"links":{"citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:7a79e86f78d00fcd8e6802e7233cffc0bdffd0b5d08a0ae363039e90c5ccfbc2","observation_id":"ebedefbf-78e7-4605-97a9-935588e8b385","resolution":{"observed_at":"2026-08-11T12:22:04.823896Z","resolver_source":"raw_fallback","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2501.19054","last_updated":"2025-06-05T08:25:25Z","snapshot_observed_at":"2026-08-12T13:40:14.658594Z","submitted_at":"2025-01-31T11:28:16Z","title":"Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2501.19054","snapshot_observed_at":"2026-08-11T12:22:03.574639Z","title":"Text-to- CAD Generation Through Infusing Visual Feedback in Large Language Models","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":13,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.574639Z"},"links":{"cited_paper":"/paper/2501.19054","citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:18af5348637681513b99a4bf0a0c6e221a81874d89a82098f013d1ed3f7e8d83","observation_id":"101765c0-8487-4a86-8c24-cda20f8ec53b","resolution":{"observed_at":"2026-08-11T12:22:03.574639Z","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":"10.48550/arxiv.2603.27448","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T12:22:04.272813Z","title":"and Heyrani Nobari, Amin and Xu, Kai and Srivastava, Akash and Ahmed, Faez","venue":null,"work_id":"edb5f898-5c28-44bf-bc24-a7bd1dbee272","year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":14,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.579162Z"},"links":{"citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:89c8a31b6d3b0bc0c8ecb8563487e0957f4a23e86cae49041b25c807226f3eb9","observation_id":"9d7d3c62-4b00-4b45-9ac6-04ccddf880fb","resolution":{"observed_at":"2026-08-11T12:22:04.277753Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T12:22:03.583497Z","title":"CAD-Judge : Toward Efficient Morphological Grading and Verification for Text-to- CAD Generation","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":15,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.583497Z"},"links":{"citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:98d538ef8a9527c1163d2b4e7beee4583bb18033972974a106e993c02e4a2301","observation_id":"09152f56-aa72-42c6-983d-0036aa99503b","resolution":{"observed_at":"2026-08-11T12:22:03.583497Z","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":"2026-08-11T12:22:03.588432Z","title":null,"venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":16,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.588432Z"},"links":{"citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:32380fafab50dc22a0c9125dcfef65e3701c777f1c4cbd24c41860c38db25de4","observation_id":"43e08ac0-32b5-4fe5-804f-397cb07cea38","resolution":{"observed_at":"2026-08-11T12:22:03.588432Z","resolver_source":null,"status":"parse_uncertain"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2605.17448","last_updated":"2026-05-27T01:18:25Z","snapshot_observed_at":"2026-07-06T23:28:26.397778Z","submitted_at":"2026-05-17T13:47:38Z","title":"Self-Improving CAD Generation Agents with Finite Element Analysis as Feedback","version":2},"cited_work":{"arxiv_id":"2605.17448","doi":"10.48550/arxiv.2605.17448","metadata_source":"pith","pith_arxiv_id":"2605.17448","snapshot_observed_at":"2026-08-11T18:16:15.004306Z","title":"Self-Improving CAD Generation Agents with Finite Element Analysis as Feedback","venue":"cs.GR","work_id":"618eb1f7-5fc2-4863-b0ac-fd8eb800a7f2","year":2026},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":17,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.592412Z"},"links":{"cited_paper":"/paper/2605.17448","citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:4ae00f49f4af9b3bbfa047a7c1418151f62fdeb40dd283422eaa6cf4dbdeba79","observation_id":"184cb1d6-43be-40bd-a643-ee22c95e0d23","resolution":{"observed_at":"2026-08-11T12:22:04.172604Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2605.19717","last_updated":"2026-05-19T11:52:42Z","snapshot_observed_at":"2026-08-12T13:49:40.483628Z","submitted_at":"2026-05-19T11:52:42Z","title":"Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design","version":1},"cited_work":{"arxiv_id":"2605.19717","doi":"10.48550/arxiv.2605.19717","metadata_source":"pith","pith_arxiv_id":"2605.19717","snapshot_observed_at":"2026-08-11T18:16:15.004306Z","title":"Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design","venue":"cs.CV","work_id":"e37f4eea-d3bb-4355-8914-e54c4e423d39","year":2026},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":18,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.596735Z"},"links":{"cited_paper":"/paper/2605.19717","citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:e9b10be7d0bcff3e0b6a60e1217f2557dcf68f1f829ba3c4ab23d4e92d6056ed","observation_id":"52c5f05f-4b67-4048-92af-62e94dcc29d0","resolution":{"observed_at":"2026-08-11T12:22:04.153724Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2606.31252","last_updated":"2026-06-30T07:31:01Z","snapshot_observed_at":"2026-08-08T05:03:10.257054Z","submitted_at":"2026-06-30T07:31:01Z","title":"Embodied CAD: Solver-Grounded LLM Agents for Parametric B-Rep Assembly Modeling","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2606.31252","snapshot_observed_at":"2026-08-11T12:22:03.601152Z","title":"Embodied CAD : Solver-Grounded LLM Agents for Parametric B -Rep Assembly Modeling","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":19,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.601152Z"},"links":{"cited_paper":"/paper/2606.31252","citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:2f8b8a301c0089032d79e09fe7805ca083d5d67108b8b45be37a64ef23399fcf","observation_id":"43f7a755-dddc-4f5b-a90d-fb3c44de89e5","resolution":{"observed_at":"2026-08-11T12:22:03.601152Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2311.00059","last_updated":"2023-10-31T18:07:07Z","snapshot_observed_at":"2026-07-06T16:41:19.189036Z","submitted_at":"2023-10-31T18:07:07Z","title":"The Generative AI Paradox: \"What It Can Create, It May Not Understand\"","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2311.00059","snapshot_observed_at":"2026-08-11T12:22:03.605540Z","title":"and Jiang, Liwei and Fisher, Jillian R","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":20,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.605540Z"},"links":{"cited_paper":"/paper/2311.00059","citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:68e9f3c17221f49e2e70c384da7cc7af7a811f5ad444f1a7b468512527ae299a","observation_id":"4df999d8-05ac-4035-b3e4-97f9309564cd","resolution":{"observed_at":"2026-08-11T12:22:03.605540Z","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":"2026-08-11T12:22:03.609835Z","title":"and Zhang, Hao and Gonzalez, Joseph E","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":21,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.609835Z"},"links":{"citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:53055f013baf9635e8aaf72d7ea9076c9605a3447d848975d9088a33868d6c02","observation_id":"44efc36e-2073-4b67-bc33-40f321e18c57","resolution":{"observed_at":"2026-08-11T12:22:03.609835Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2404.13076","last_updated":"2024-04-15T16:49:59Z","snapshot_observed_at":"2026-08-12T17:44:10.538968Z","submitted_at":"2024-04-15T16:49:59Z","title":"LLM Evaluators Recognize and Favor Their Own Generations","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2404.13076","snapshot_observed_at":"2026-08-11T12:22:03.614942Z","title":"and Feng, Shi","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":22,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.614942Z"},"links":{"cited_paper":"/paper/2404.13076","citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:71b6a38ab592066a79f954028587f5655be2dc80f8aab438921b94baa4471923","observation_id":"95096b28-6031-4f06-8dfe-0369633b8825","resolution":{"observed_at":"2026-08-11T12:22:03.614942Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2210.10760","last_updated":"2022-10-19T17:56:10Z","snapshot_observed_at":"2026-07-06T14:07:50.468967Z","submitted_at":"2022-10-19T17:56:10Z","title":"Scaling Laws for Reward Model Overoptimization","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2210.10760","snapshot_observed_at":"2026-08-11T12:22:03.619218Z","title":"Scaling Laws for Reward Model Overoptimization","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":23,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.619218Z"},"links":{"cited_paper":"/paper/2210.10760","citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:99242767096eccc522c56a2a03ca4f6f58ce94d20b6c9aa9fd38e064312c39fb","observation_id":"7ddca0fa-0c4c-40e8-9364-6d9a86efdf2f","resolution":{"observed_at":"2026-08-11T12:22:03.619218Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2203.11171","last_updated":"2023-03-07T17:57:37Z","snapshot_observed_at":"2026-07-06T12:50:22.773056Z","submitted_at":"2022-03-21T17:48:52Z","title":"Self-Consistency Improves Chain of Thought Reasoning in Language Models","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2203.11171","snapshot_observed_at":"2026-08-11T12:22:03.623404Z","title":"and Narang, Sharan and Chowdhery, Aakanksha and Zhou, Denny","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":24,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.623404Z"},"links":{"cited_paper":"/paper/2203.11171","citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:8d6874526270a9a242d0f0cff7f8324b9cf9d92efb311e4fec69a917e8f572ad","observation_id":"8e10be20-8d23-43d8-980a-995330101713","resolution":{"observed_at":"2026-08-11T12:22:03.623404Z","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":"2026-08-11T12:22:03.628439Z","title":"It's MBR All the Way Down: Modern Generation Techniques Through the Lens of Minimum B ayes Risk","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":25,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.628439Z"},"links":{"citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:f147ce74d2a16adacd3ad74c29164a2a0ade7ce4ae460c1d260529fb0d018399","observation_id":"470281ad-4590-4eac-82ce-6b640b3ab074","resolution":{"observed_at":"2026-08-11T12:22:03.628439Z","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":"2026-08-11T12:22:03.633839Z","title":"DeepCAD : A Deep Generative Network for Computer-Aided Design Models","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":26,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.633839Z"},"links":{"citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:9a41a297e316f635a76d190d63a2e1e5a074ea1e69be04d5198714847143d108","observation_id":"e669f8de-49af-4296-a816-555f2f2246f8","resolution":{"observed_at":"2026-08-11T12:22:03.633839Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2411.05823","last_updated":"2025-02-17T03:04:57Z","snapshot_observed_at":"2026-07-06T19:47:38.708013Z","submitted_at":"2024-11-05T05:45:26Z","title":"FlexCAD: Unified and Versatile Controllable CAD Generation with Fine-tuned Large Language Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2411.05823","snapshot_observed_at":"2026-08-11T12:22:03.638695Z","title":"FlexCAD : Unified and Versatile Controllable CAD Generation with Fine-tuned Large Language Models","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":27,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.638695Z"},"links":{"cited_paper":"/paper/2411.05823","citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:493a0d9c4da8d1048dc6eea12a217a691223d678716abffeacd1cca7e00ef8d5","observation_id":"2face607-a533-43e6-a6a0-94e7f1ddacb5","resolution":{"observed_at":"2026-08-11T12:22:03.638695Z","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":"2026-08-11T12:22:03.642957Z","title":"CAD-Llama : Leveraging Large Language Models for Computer-Aided Design Parametric 3 D Model Generation","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":28,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.642957Z"},"links":{"citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:aa141f56506977086b6c6d012ec0d4bd9dd6aa43823d270455e774109bbdf510","observation_id":"017573a0-538f-4dcc-9d97-11c885545833","resolution":{"observed_at":"2026-08-11T12:22:03.642957Z","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":"2026-08-11T12:22:03.647598Z","title":"cadrille: Multi-modal CAD Reconstruction with Reinforcement Learning","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":29,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.647598Z"},"links":{"citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:fb69075aa45d30b711f23c702d3d3d7b5735a0cd2edf1a591515e195fd3ce747","observation_id":"e1c7bc82-d602-44f9-919b-6717289e270a","resolution":{"observed_at":"2026-08-11T12:22:03.647598Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2305.10601","last_updated":"2023-12-03T22:50:35Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-05-17T23:16:17Z","title":"Tree of Thoughts: Deliberate Problem Solving with Large Language Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2305.10601","snapshot_observed_at":"2026-08-11T12:22:03.651690Z","title":"and Cao, Yuan and Narasimhan, Karthik","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":30,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.651690Z"},"links":{"cited_paper":"/paper/2305.10601","citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:f808dcf818fe7d50a761a516c5829a7b6bbb27440c5ceec283b4c238d6a0b900","observation_id":"298e35db-edf9-4f57-8fcb-0c5216f2f30b","resolution":{"observed_at":"2026-08-11T12:22:03.651690Z","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":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T12:22:05.184002Z","title":"Minimum B ayes-Risk Decoding for Statistical Machine Translation","venue":null,"work_id":"be506835-219c-4ef7-a6c1-4515ae073bea","year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":31,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.656441Z"},"links":{"citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:653701127d3bed498ec70393ab010ea3ca94c3fef2f00dadf9ae68025a949138","observation_id":"dd6fd369-1ad1-435f-8a78-83ce1e216a8e","resolution":{"observed_at":"2026-08-11T12:22:05.188530Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T12:22:03.660962Z","title":"Sampling-Based Approximations to Minimum B ayes Risk Decoding for Neural Machine Translation","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":32,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.660962Z"},"links":{"citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:388e3c2bbc53a211467740c76c479befc3134fe64c419a21010e4abd35660f91","observation_id":"629c3a9f-9465-4f34-9658-eabc86e210df","resolution":{"observed_at":"2026-08-11T12:22:03.660962Z","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":"2026-08-11T12:22:03.664920Z","title":"Natural Language to Code Translation with Execution","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":33,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.664920Z"},"links":{"citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:951648294b2f1990ba8d9b50e65508db6021498b0662f9a760e0fd1461222785","observation_id":"a62750f0-6a25-4d6b-9634-15b468469a1d","resolution":{"observed_at":"2026-08-11T12:22:03.664920Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2311.17311","last_updated":"2023-11-29T02:07:09Z","snapshot_observed_at":"2026-08-10T18:24:15.510227Z","submitted_at":"2023-11-29T02:07:09Z","title":"Universal Self-Consistency for Large Language Model Generation","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2311.17311","snapshot_observed_at":"2026-08-11T12:22:03.669766Z","title":"Universal Self-Consistency for Large Language Model Generation","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":34,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.669766Z"},"links":{"cited_paper":"/paper/2311.17311","citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:68af9342fb86163bf610915bfffb7db434ba4ee8518e6d00e9a77b654af998b5","observation_id":"b9a37153-3846-4a1e-a9fb-b4e1c1381af8","resolution":{"observed_at":"2026-08-11T12:22:03.669766Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2407.21787","last_updated":"2024-12-30T19:03:24Z","snapshot_observed_at":"2026-07-06T18:55:11.576666Z","submitted_at":"2024-07-31T17:57:25Z","title":"Large Language Monkeys: Scaling Inference Compute with Repeated Sampling","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2407.21787","snapshot_observed_at":"2026-08-11T12:22:03.674098Z","title":"and R\\' e , Christopher and Mirhoseini, Azalia","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":35,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.674098Z"},"links":{"cited_paper":"/paper/2407.21787","citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:0f14208f43659fea3689d2065765e4cf2faa0c0100805c2ddaeef7b74e398cd9","observation_id":"34fd89a2-2665-4e54-8e94-0c7bf2665332","resolution":{"observed_at":"2026-08-11T12:22:03.674098Z","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":"2026-08-11T12:22:03.678408Z","title":"and Dupont, Elona and Mallis, Dimitrios and Cherenkova, K","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":36,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.678408Z"},"links":{"citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:e2ed5b3c50249094b76e9e7fa7d8fcb24dfe1a6828f73fa78ab461a456e68f10","observation_id":"ecfcc49b-842a-4f2b-9c5c-f3039ef7b9b2","resolution":{"observed_at":"2026-08-11T12:22:03.678408Z","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":"2026-08-11T12:22:03.682505Z","title":"Competition-Level Code Generation with AlphaCode","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":37,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.682505Z"},"links":{"citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:d67c1694b2c199fc69d1cae54a74a274f8a78c587128ace3806012e50e30f7ed","observation_id":"80e8349b-e27e-4a53-a5ff-dcc35b2450d1","resolution":{"observed_at":"2026-08-11T12:22:03.682505Z","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":"2026-08-11T12:22:03.686995Z","title":"and Stricker, Didier and Ali, Sk Aziz and Afzal, Muhammad Zeshan","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":38,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.686995Z"},"links":{"citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:34a6bf9e63b4b90afa72d6ac997eb0062f9ae3f2770f73cbc6447f55bda22a5d","observation_id":"82286231-01d0-4ffe-9e27-38888a901445","resolution":{"observed_at":"2026-08-11T12:22:03.686995Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2505.06507","last_updated":"2025-05-10T04:47:08Z","snapshot_observed_at":"2026-08-07T15:48:16.759010Z","submitted_at":"2025-05-10T04:47:08Z","title":"Text-to-CadQuery: A New Paradigm for CAD Generation with Scalable Large Model Capabilities","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2505.06507","snapshot_observed_at":"2026-08-11T12:22:03.691555Z","title":"Text-to- CadQuery : A New Paradigm for CAD Generation with Scalable Large Model Capabilities","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":39,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.691555Z"},"links":{"cited_paper":"/paper/2505.06507","citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:83efe8488c973976afab68a54b4a0e9cd580a2e9138512e4ca6b58fa09749780","observation_id":"4fcb3a1d-a2ee-44be-a378-dd4e83a51860","resolution":{"observed_at":"2026-08-11T12:22:03.691555Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2505.19713","last_updated":"2025-10-21T04:03:20Z","snapshot_observed_at":"2026-07-06T21:30:28.303379Z","submitted_at":"2025-05-26T09:01:56Z","title":"CAD-Coder: Text-to-CAD Generation with Chain-of-Thought and Geometric Reward","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2505.19713","snapshot_observed_at":"2026-08-11T12:22:03.696572Z","title":"CAD-Coder : Text-to- CAD Generation with Chain-of-Thought and Geometric Reward","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":40,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.696572Z"},"links":{"cited_paper":"/paper/2505.19713","citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:1e23a9441061fd5f73c150135136f897bc0a88c5a9ec38fd2ffe93ad3229a67a","observation_id":"8be8e142-2dcf-4a59-9df4-ef7fa2b89bbe","resolution":{"observed_at":"2026-08-11T12:22:03.696572Z","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":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T12:22:05.161474Z","title":"2026 , publisher=","venue":null,"work_id":"a594021a-a001-48ab-a573-dd2179eb18dc","year":2026},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":41,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.701390Z"},"links":{"citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:32751e4829f259a97c688711696c6dae48e826dd72ec332b9de43dc34e728215","observation_id":"91bc0c79-3212-4039-9da2-30054268620f","resolution":{"observed_at":"2026-08-11T12:22:05.166208Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2603.11831","last_updated":"2026-04-26T10:04:00Z","snapshot_observed_at":"2026-07-06T22:48:48.873215Z","submitted_at":"2026-03-12T11:54:29Z","title":"Towards High-Fidelity CAD Generation via LLM-Driven Program Generation and Text-Based B-Rep Primitive Grounding","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2603.11831","snapshot_observed_at":"2026-08-11T12:22:03.705621Z","title":"Towards High-Fidelity CAD Generation via LLM -Driven Program Generation and Text-Based B -Rep Primitive Grounding","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":42,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.705621Z"},"links":{"cited_paper":"/paper/2603.11831","citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:ff730aac701cdcec2a083559711eab1e0a5f39af38a6cdbab02b97c3e1636a93","observation_id":"a9b7e9f4-cc14-4eee-9331-781362d45ab7","resolution":{"observed_at":"2026-08-11T12:22:03.705621Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2605.18430","last_updated":"2026-05-18T14:03:41Z","snapshot_observed_at":"2026-08-12T16:04:30.337996Z","submitted_at":"2026-05-18T14:03:41Z","title":"Text2CAD-Bench: A Benchmark for LLM-based Text-to-Parametric CAD Generation","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2605.18430","snapshot_observed_at":"2026-08-11T12:22:03.710630Z","title":"Text2CAD-Bench : A Benchmark for LLM -based Text-to-Parametric CAD Generation","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection","version":1},"reference_index":43,"source":"arxiv_source","source_observed_at":"2026-08-11T12:22:03.710630Z"},"links":{"cited_paper":"/paper/2605.18430","citing_paper":"/paper/2608.09706"},"observation_digest":"sha256:896ea414ef9ff635eb97bb6fbfa83b26ba897de97d8f1989e183876d0f9f65dc","observation_id":"b4df3548-b971-450c-b474-643cf6904ef1","resolution":{"observed_at":"2026-08-11T12:22:03.710630Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2608.09706","last_updated":"2026-08-10T15:10:44Z","latest_version":1,"primary_category":"cs.CE","snapshot_observed_at":"2026-08-12T18:18:15.943236Z","submitted_at":"2026-08-10T15:10:44Z","title":"Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection"},"reference_resolution":{"displayed":42,"state_counts":{"malformed_identifier":0,"metadata_mismatch":1,"parse_uncertain":1,"unresolved":34,"verified_exact":4,"verified_fuzzy":2},"total_outbound_references":42},"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":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"thesis":"As of 12 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2608.09706."}