{"as_of":"2026-08-22T00:40:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:618f8aa5164be33f960b5d2306f06cf31016da211edc1379b174d03950471f80","coverage":[{"denominator":48,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":48,"source":"paper_references, paper_reference_links","source_observed_at":"2026-07-11T11:50:26.030339Z","state":"measured"},{"denominator":48,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":48,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-21T06:32:19.484+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/2606.10833/citation-record","integrity":"/paper/2606.10833/integrity","json":"/paper/2606.10833/citation-record.json","paper":"/paper/2606.10833"},"outbound":[{"citation":{"cited_paper":{"arxiv_id":"2310.02255","last_updated":"2024-01-21T03:47:06Z","snapshot_observed_at":"2026-08-20T14:58:44.877503Z","submitted_at":"2023-10-03T17:57:24Z","title":"MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts","version":3},"cited_work":{"arxiv_id":"2310.02255","doi":"10.1109/cvpr52734.2025.01245","metadata_source":"pith","pith_arxiv_id":"2310.02255","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts","venue":"cs.CV","work_id":"e22c3789-9e71-4242-b6ea-3e60e06e2b66","year":2023},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-07-11T11:50:26.030339Z"},"links":{"cited_paper":"/paper/2310.02255","citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:36a8f34a7cfa3a12e9dad26811a059c7f1813eae917716bc768d0d902aa485da","observation_id":"89a0ab9d-bb61-42e0-823f-8b4e811caf02","resolution":{"observed_at":"2026-06-27T13:20:56.660601Z","resolver_source":"local_arxiv","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+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":"2026-06-27T13:11:51.621703Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:868b822a25bc64ee35f4be04fd0d40b429d232148fe8cb38341677e53eeefea1","observation_id":"b267192b-54c3-4b9f-89f9-52c0565bc56f","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","resolver_source":null,"status":"parse_uncertain"},"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":"2026-06-27T13:11:51.621703Z","title":"VISUAL INTERPRETATION","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:436f45fb6e3cc1220e79c8eb34bc1825aabf4a872e5345a8c49ebe1d4d494a57","observation_id":"d12cf3da-a10c-4791-bd12-c23b7e050f59","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:5027bdb80d0355986fd3e8f9f74611afb2c8cc0d3e9e211472ecb20cb889dda1","observation_id":"a7ec22de-368e-49fd-ab24-f594fe74543b","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","resolver_source":null,"status":"parse_uncertain"},"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":"2026-06-27T13:11:51.621703Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:463ac3859eebaa1786c24c531346aa3c0bda77ad2574d782a2ba55d319148a5e","observation_id":"7dd2e65c-1258-4286-ae3f-a1eb7195ac2b","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:bba7b3bbccfc300fd5ddd65beb14329676c5cccc2362fac2191f7b58d1d8ff72","observation_id":"be291549-534a-4b80-acab-4961a28c4eff","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:5320a1e4b401094ee8fa2c69519f77ccdf3ae4a0b979b87303def4809d8ec860","observation_id":"6fe6828d-6cec-4303-b69b-1dc2b7b115c1","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":"large surroundings","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:e4c9cabd9d999ed81ff2075a1ba1e9bc6fb58cbf8c47de0b8ff84a39af2224f5","observation_id":"56cf9fe4-2dfe-4469-ac0b-db5713c95ee4","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":"Correlation:The DAG is designed to enforce direct, physical causal prerequisites","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:40bd4b4a23146cfcb353868207632c724ed772683666df0f5da60d7a4c209f07","observation_id":"4f95edac-d0b3-451f-b7cb-3ae84e42484c","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":"This shared dependency on common ancestors creates high statistical correlation (confounding) in the empirical data","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:1561a372222f7fb6b79929f4f848205c82206855748b64b219f042b1c3b29d4e","observation_id":"4b660f99-92e4-4a72-be59-c85763f0ae18","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":"Much too low","venue":null,"work_id":null,"year":1974},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:1266e5f274f0868d858e890834aebeafa8fd75e2ac6e70ac426f527015978bea","observation_id":"60e1e593-3dc1-4c0d-bddd-2d0bc8c5a6d1","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:6fb29bd67d766fb97e7486fcad371d897855f20a355eedcd6abb315c56b2dd0d","observation_id":"5ea1d1a4-211a-45ac-a854-5b44813fbd6e","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:b6279c5486f61e565c9dbec08e25d02770dd16ceb14e4a6fd8466e061991d74e","observation_id":"e3511126-18de-4b3b-8083-18d535bca4c4","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":"###### END_STEP ###### ###### VISUAL_INTERPRETATION ###### Extract from the diagram: dimensions, boundary conditions, material properties","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:a114b327f5374dcd4544f02497390b790ddcdcce0a588d48d860a285a0ee9166","observation_id":"025de436-665d-41fe-a77a-9ad0aea9c104","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:d7022f1bc709c9f6db7d63c22797047027fc198b786ba93e57d6e814ca09ea8a","observation_id":"e7655ecf-b0a5-4c4b-a97e-78144f4b9e42","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:7f21b0974e6164a747c905147ebfd77e9c5ddb81d745a66ff8627aa3c8ed86fb","observation_id":"c796ba8d-3a38-486f-b3ce-dc8f023d9616","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:0144882838368a3da7db1e5806f93abdc0ed38f74685116c6624803c0737950c","observation_id":"585f2303-973c-4a88-abb9-f566ea03ea27","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:340f64d760a7a86ed5704b7b47404d9d6c83edb0cfa9448d47a63ae5b64cbd60","observation_id":"62096ee1-953a-46f3-9071-da2f92eb849c","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:6e7f8148caf61ef77b2a41d406ff8e4e612734dbeb1034cb0bf368d26079c2f7","observation_id":"6b8c9691-572a-4d16-87c8-ca23576516cb","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:c31ee3c56daee3bc1b0f3cf57c2bc589eb16e3e44a828750ae2e06c26ee8e77c","observation_id":"09e6e8c4-7740-4d93-b432-e45edf0442f5","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:cc8e8c95abba5df0db761dba1cb643d4e9e9b30d70babe492ba99e447aeed8ca","observation_id":"eb296dce-2d16-438c-8181-db040ee20a63","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":"step_evaluations","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:a7f455ecbef6e1044a1bcdce12071f09cf786cfafd5b04e4857f0fb170a7ca62","observation_id":"b9cf75c4-29b6-4b2c-af85-4872eb4b1233","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:eda4903853b61e9606aa237e44630e60e12d0ab2a67c2057071cc16bdf495f86","observation_id":"6d0d194e-502f-4f16-b663-ed8d2aa1a5e1","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:5984a7db1d15e8aa9ba3af2b98d8b165515778124382524d67b21a2ba6076480","observation_id":"6f23520a-3595-42c7-ab88-fa3d6bc9501c","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":"errors\": [ {{","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:0aa96832bcbed0a6da0159077b6768bbee9e14a4f99f0437bcf62ad8da6742dd","observation_id":"d06a9442-4415-4cfa-8018-95ac91901c9d","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:a79a9b3405cdc00509eadec040c0379d03dcd82f06f8a6f80bf195998c50c1bc","observation_id":"7be41413-2cd3-441b-9fde-152f8a11f89f","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":"errors\": [ {{","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:a2699683f50b98918971148934c9c813e06b415240455813ff145ca6d37a9e95","observation_id":"2670109e-5ff0-463c-b1ef-6b0ea4f54042","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:bccb856934a1d4a81779114afc605a222a7d2de39ea15b7390cc7d9a68b28171","observation_id":"3bb28f70-0a31-45be-8c76-1533d64da1fb","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:2c1f16138687a3bf5ab0b3cb8d9005db7f343a8f39e6493bdbda2f55a6a9a0de","observation_id":"106e3d83-eb7f-415f-92a6-13ccfe09b59c","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":"errors\": [ {{","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:0c622607cccec426b12f925c937a3b2ed7a5559a92ced593e5dfc2e0f1166452","observation_id":"6c46b203-8bf2-4d49-8733-192f2c05e81e","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:c2a560886f2d13464c80cc29b731501b35ba81a365b914cacc370d16053bd634","observation_id":"c7cafc53-0b08-44ad-8f38-1398986fb1c4","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:01328aa2ea98abd52659d88a9a9540b4ab1643f76fb22dbd7b483cd261e3ddd9","observation_id":"fb3dfb47-726d-4bb6-a0dd-1199b48d6b9a","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":"governing_equation_correct","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:398a591de3c331cf036c6d020914b29301d45d27d4bd12d71f7b95c63bf70192","observation_id":"b1db06ae-620b-492a-9073-671c4b5f1734","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:7d1e2e97c64e89df8147f84b7f38c9b4d36f0d277accdfae7c493d64d1116e78","observation_id":"144c250f-d5bd-46c7-8484-fe8e64c0d1ab","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":"errors\": [ {{","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:62f4b39c286dca1eeae021e48d17b503bec6cdcf2e3fe8acbc6c0d2f5c30c386","observation_id":"2c9eba0b-123d-44c0-a5dc-75919473edc0","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:bb0271e5e9135e8aed03d4a26090fd886d9820c33509977f39e7956452aaec9b","observation_id":"a3cde904-db8e-404d-957f-aa3b3270e65d","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":"intense turbulent convection","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:e17e70ef7f47da1bf057b32c3fce4ef4869e8d42e54aa8d3896f35c6bc98ba07","observation_id":"25bdfe7f-5f7c-41a4-b17e-19dd583d0c16","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":"- Calculate: error = |predicted - ground_truth| / |ground_truth| - Multiple values? Evaluate each","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:4392adbc4a18068992ac7c334a1c1eec7760ac121c52da8a35e3371569467567","observation_id":"6a3a68cc-bab3-4a8b-8fce-0e6f24552f6d","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:8d1c57ad223a99b14ff8988cff1b7dfa218615fd1d5d26d3931b73dc06b7714d","observation_id":"be6ac48d-cab3-4150-8a7a-133ae031d88e","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":"predicted_values","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:65eb78ec5c8843f24a60cc46094fa311a930bf23093d976a0006136d3c779de2","observation_id":"297c2ab0-741e-4de2-bfe7-6da8a71c540c","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":"boilerplate","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:9eed08e67614ea64d2751fda28eec1bd9c4db0790c10a3df4b210c8925bd8cb6","observation_id":"1db5f6b2-be96-40b2-8689-543be48f210b","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":"As we can clearly see","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:3b0dbbd3d0b43eafacfc5cd50d967445c68ba785deb32ed49ad7ce8b19456843","observation_id":"cac394e2-927c-4f21-95ae-08221d75ec3d","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":"Find T and Q","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:c72d29a4942eeaeeb3aab504301bd3e7f0c44d9d24774e97df82b04efa34ff25","observation_id":"635258ee-20b4-4e95-b321-ef271150d024","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:ff587fa9059554fc06ae3a38ec1fb00df2f74c56fff5ecdd8227ae3b8bb2dd43","observation_id":"e73e9912-a908-4141-9346-0b84b4db9895","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":"comment on result","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:a8c69992a5f90d621043cf040bf9d10933510b32513dd054a5c1264d65cd3b5b","observation_id":"c93af75e-534b-449e-8c66-488b524ab413","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":"- Efficiency of heat engines must be <= Carnot efficiency","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:0f64a6c26da7e5da85554a83f55145e9f7e47477d82da847cd6ad1549fd0dc3d","observation_id":"3a31f5ac-b783-4f07-b332-03a452caf610","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":"- Stresses should not exceed ultimate strength of specified materials ridiculously","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:63bfd3c81d32957fcc21f04b7ee0c2dca7f536f86d867b48248e6264691af68b","observation_id":"700280d5-7bb0-4d39-9435-1fca4f07d45e","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","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":"2026-06-27T13:11:51.621703Z","title":"violations","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation","version":1},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-06-27T13:11:51.621703Z"},"links":{"citing_paper":"/paper/2606.10833"},"observation_digest":"sha256:2d4d200eb9757beb4a92b9e8cbac71ed7aba4c1d7e65db7d3e34d42809cf3e4a","observation_id":"8dec4548-79f3-403f-af33-7ff7c27d98f7","resolution":{"observed_at":"2026-06-27T13:11:51.621703Z","resolver_source":null,"status":"malformed_identifier"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2606.10833","last_updated":"2026-06-09T13:20:15Z","latest_version":1,"primary_category":"cs.AI","snapshot_observed_at":"2026-08-10T03:28:24.913600Z","submitted_at":"2026-06-09T13:20:15Z","title":"Do VLMs Reason Like Engineers? A Benchmark and a Stage-wise Evaluation"},"reference_resolution":{"displayed":48,"state_counts":{"malformed_identifier":1,"metadata_mismatch":1,"parse_uncertain":2,"unresolved":44,"verified_exact":0,"verified_fuzzy":0},"total_outbound_references":48},"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":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"thesis":"As of 22 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 0 inbound Pith citation observations for arXiv:2606.10833."}