{"as_of":"2026-08-07T11:37:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:1bbb4490d59e09160f5db1915f0cd6186df46b6afa8b9a7c0c4e81b4c308b87a","coverage":[{"denominator":64,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":64,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-06T21:03:04.659589Z","state":"measured"},{"denominator":65,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":65,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-07T06:34:17.273281+00:00","state":"measured"},{"denominator":1,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":1,"source":"paper_references, paper_reference_links","source_observed_at":"2026-05-12T05:17:30.010064Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"arxiv_reference","source_observed_at":"2026-05-12T05:21:28.590658Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"cited_work":{"arxiv_id":"2507.01255","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2507.01255","snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Aigve-macs: Unified multi-aspect commenting and scoring model for ai-generated video evaluation","venue":null,"work_id":"b0104470-8991-4cc5-be06-099a977c5288","year":2025},"citing_paper":{"arxiv_id":"2605.10806","last_updated":"2026-05-11T16:30:51Z","snapshot_observed_at":"2026-07-06T23:22:42.512039Z","submitted_at":"2026-05-11T16:30:51Z","title":"PhyGround: Benchmarking Physical Reasoning in Generative World Models","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-05-12T05:17:30.010064Z"},"links":{"cited_paper":"/paper/2507.01255","citing_paper":"/paper/2605.10806"},"observation_digest":"sha256:2f9472ef21417f45c1aae71c398f33a9d8ded246610b6123db33de27233e0fc3","observation_id":"89572dfe-b377-4713-9158-53ddd38754ba","resolution":{"observed_at":"2026-05-12T05:21:28.617378Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}}],"links":{"evidence":"/evidence","html":"/paper/2507.01255/citation-record","integrity":"/paper/2507.01255/integrity","json":"/paper/2507.01255/citation-record.json","paper":"/paper/2507.01255"},"outbound":[{"citation":{"cited_paper":{"arxiv_id":"2308.12966","last_updated":"2023-10-13T02:41:28Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-08-24T17:59:17Z","title":"Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2308.12966","snapshot_observed_at":"2026-08-06T21:02:59.649122Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":1,"source":"arxiv_source","source_observed_at":"2026-08-06T21:02:59.649122Z"},"links":{"cited_paper":"/paper/2308.12966","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:137907320cd66590751619ca9cab8908217def77635ae28b5efb8b8b1d0b5880","observation_id":"fbbd563e-ec74-4f37-8317-4799641f3826","resolution":{"observed_at":"2026-08-06T21:02:59.649122Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2502.13923","last_updated":"2025-02-19T18:00:14Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2025-02-19T18:00:14Z","title":"Qwen2.5-VL Technical Report","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.13923","snapshot_observed_at":"2026-08-06T21:02:59.696652Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":2,"source":"arxiv_source","source_observed_at":"2026-08-06T21:02:59.696652Z"},"links":{"cited_paper":"/paper/2502.13923","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:1e7b2bb69c8726cf4fc615eaaf7af8e5a9b2eb05bf68bfa8c1e128238a0edc82","observation_id":"ae55ebc0-a6f1-4d91-989a-2cd303e97666","resolution":{"observed_at":"2026-08-06T21:02:59.696652Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2406.03520","last_updated":"2024-10-03T17:24:40Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2024-06-05T17:53:55Z","title":"VideoPhy: Evaluating Physical Commonsense for Video Generation","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2406.03520","snapshot_observed_at":"2026-08-06T21:02:59.785059Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":3,"source":"arxiv_source","source_observed_at":"2026-08-06T21:02:59.785059Z"},"links":{"cited_paper":"/paper/2406.03520","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:c53eb6ed5b512e0259a7783596357440ecffe48b8ec601ad1da542ed6da6250b","observation_id":"0d94dda2-73b6-48a9-bdc4-86314dda94a2","resolution":{"observed_at":"2026-08-06T21:02:59.785059Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1801.01973","last_updated":"2018-06-21T14:54:33Z","snapshot_observed_at":"2026-08-05T15:21:45.078868Z","submitted_at":"2018-01-06T05:44:29Z","title":"A Note on the Inception Score","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1801.01973","snapshot_observed_at":"2026-08-06T21:02:59.863704Z","title":null,"venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":4,"source":"arxiv_source","source_observed_at":"2026-08-06T21:02:59.863704Z"},"links":{"cited_paper":"/paper/1801.01973","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:8777dc1246be5d4106c9702377e2a6247598b67c5fe28702887f497c8870ef56","observation_id":"4890cf75-ef80-4461-a0a5-40f9dd2c9e98","resolution":{"observed_at":"2026-08-06T21:02:59.863704Z","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":"2026-08-06T21:03:05.923239Z","title":null,"venue":null,"work_id":"eac9e8d1-64de-4129-9b28-6a0320a84c47","year":2023},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":5,"source":"arxiv_source","source_observed_at":"2026-08-06T21:02:59.958392Z"},"links":{"citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:50a3b701199aae16dc78c4bcb7e29eaf6bb5ea7565b0c01eb0f653df9513100c","observation_id":"0be5a196-af79-4a4c-8de7-e80c95fa093b","resolution":{"observed_at":"2026-08-06T21:03:05.925720Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T21:03:00.067911Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":6,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:00.067911Z"},"links":{"citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:a44c14e82d185739c71ce859d1f7edd73e15be26c0adff4bcd7fdd02f73c2187","observation_id":"b2607711-8902-49cc-ac9b-90d0be7f7152","resolution":{"observed_at":"2026-08-06T21:03:00.067911Z","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":"2021.30885","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T21:03:05.501767Z","title":null,"venue":null,"work_id":"d25a3848-128e-4b29-a652-46c78fac0318","year":2022},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":7,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:00.143795Z"},"links":{"citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:2518a97c2d200302d04eda30886ad1cce2a66a032182124e1f35622cabfa7a84","observation_id":"95f6ea13-cb89-43c9-b5c1-0b6d1f81f769","resolution":{"observed_at":"2026-08-06T21:03:05.613113Z","resolver_source":"raw_fallback","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2504.10358","last_updated":"2025-04-14T16:07:16Z","snapshot_observed_at":"2026-07-06T21:09:11.849712Z","submitted_at":"2025-04-14T16:07:16Z","title":"FingER: Content Aware Fine-grained Evaluation with Reasoning for AI-Generated Videos","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2504.10358","snapshot_observed_at":"2026-08-06T21:03:00.206287Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":8,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:00.206287Z"},"links":{"cited_paper":"/paper/2504.10358","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:e78b321023bda53953d1b9956f41ad097f37b8496c6a7e08809253b9253aa7ca","observation_id":"df99ce7b-85a4-4500-8458-02206b779973","resolution":{"observed_at":"2026-08-06T21:03:00.206287Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2406.06087","last_updated":"2024-10-14T15:45:24Z","snapshot_observed_at":"2026-07-06T18:27:58.433967Z","submitted_at":"2024-06-10T08:18:07Z","title":"GAIA: Rethinking Action Quality Assessment for AI-Generated Videos","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2406.06087","snapshot_observed_at":"2026-08-06T21:03:00.280145Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":9,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:00.280145Z"},"links":{"cited_paper":"/paper/2406.06087","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:f96f9b40d9036c48d50352bb788e1b7768fa9965365a8fae5ca77b64e8eaf517","observation_id":"aed5999e-88d2-43a9-91ed-6fdd9febd152","resolution":{"observed_at":"2026-08-06T21:03:00.280145Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2502.13059","last_updated":"2025-02-18T17:04:26Z","snapshot_observed_at":"2026-08-06T12:34:48.025326Z","submitted_at":"2025-02-18T17:04:26Z","title":"SimpleVQA: Multimodal Factuality Evaluation for Multimodal Large Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.13059","snapshot_observed_at":"2026-08-06T21:03:00.388505Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":10,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:00.388505Z"},"links":{"cited_paper":"/paper/2502.13059","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:ba7bb7947e83130bc6b4410ce6487cbc0779e9aa7cab49bbe373e7d32f18cf4b","observation_id":"4375910f-de56-4c2b-a6fa-eaeae78e9265","resolution":{"observed_at":"2026-08-06T21:03:00.388505Z","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":"2026-08-06T21:03:05.911120Z","title":null,"venue":null,"work_id":"0fc4afac-4c90-49da-a188-bbf93eb09f90","year":2024},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":11,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:00.453435Z"},"links":{"citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:c1f11f561ecbb79df3b4f79a8da2570fff9547c2a08f004da379b62bcd116129","observation_id":"3f23ee12-5280-418d-a9f6-20e8a8ca6a1e","resolution":{"observed_at":"2026-08-06T21:03:05.913387Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T21:03:05.904043Z","title":null,"venue":null,"work_id":"487a7924-dd37-4c6c-9384-cfd8e122b2f5","year":2021},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":12,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:00.498200Z"},"links":{"citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:719c954af53423991c328124115447f2ed7d7958afe4c522b0bb81e172ccbd3f","observation_id":"276afe5c-c528-48c8-b47b-90da8af4beae","resolution":{"observed_at":"2026-08-06T21:03:05.906567Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T21:03:00.586493Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":13,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:00.586493Z"},"links":{"citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:4a9546c33bd6de17c85cd616fb3872f2b6be402a5a1e1a5e4db694a46ad74ec2","observation_id":"41265d1b-7404-45c9-9211-d0360f309b33","resolution":{"observed_at":"2026-08-06T21:03:00.586493Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2406.15252","last_updated":"2024-10-14T04:08:53Z","snapshot_observed_at":"2026-07-06T18:34:56.008706Z","submitted_at":"2024-06-21T15:43:46Z","title":"VideoScore: Building Automatic Metrics to Simulate Fine-grained Human Feedback for Video Generation","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2406.15252","snapshot_observed_at":"2026-08-06T21:03:00.640203Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":14,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:00.640203Z"},"links":{"cited_paper":"/paper/2406.15252","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:3f5e4f4fbf41d7e4d9c70311a4145be645a1d40a249970a794c583eccb28d0e8","observation_id":"402c126e-f787-4653-afe9-1576a29eff35","resolution":{"observed_at":"2026-08-06T21:03:00.640203Z","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":"2026-08-06T21:03:00.730865Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":15,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:00.730865Z"},"links":{"citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:189c24bbab1109ce928f5ada1d06c15647a748d4acbab4d928ee5d839820ea51","observation_id":"2f88634e-8ec3-407f-b77e-e2a0ef87cf73","resolution":{"observed_at":"2026-08-06T21:03:00.730865Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2204.03458","last_updated":"2022-06-22T20:22:29Z","snapshot_observed_at":"2026-07-06T12:57:51.108636Z","submitted_at":"2022-04-07T14:08:02Z","title":"Video Diffusion Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2204.03458","snapshot_observed_at":"2026-08-06T21:03:00.779303Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":16,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:00.779303Z"},"links":{"cited_paper":"/paper/2204.03458","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:df8c041d6d093dede5147ac52a4e4118fa0cd25c9f89ca62de8c4926d476e9ce","observation_id":"c8ef9538-5c74-4061-85f6-e1fd67e29035","resolution":{"observed_at":"2026-08-06T21:03:00.779303Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2303.11897","last_updated":"2023-08-17T21:45:52Z","snapshot_observed_at":"2026-07-06T15:06:11.896701Z","submitted_at":"2023-03-21T14:41:02Z","title":"TIFA: Accurate and Interpretable Text-to-Image Faithfulness Evaluation with Question Answering","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2303.11897","snapshot_observed_at":"2026-08-06T21:03:00.879353Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":17,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:00.879353Z"},"links":{"cited_paper":"/paper/2303.11897","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:4bf6f06606d4b721f395ae3825620900a6e91809ff3191fb0a88494f64ab1a5c","observation_id":"ea392ca7-4baf-476d-9aa9-5cd84cd6d310","resolution":{"observed_at":"2026-08-06T21:03:00.879353Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2311.17982","last_updated":"2023-11-29T18:39:01Z","snapshot_observed_at":"2026-07-06T16:54:37.940527Z","submitted_at":"2023-11-29T18:39:01Z","title":"VBench: Comprehensive Benchmark Suite for Video Generative Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2311.17982","snapshot_observed_at":"2026-08-06T21:03:00.930314Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":18,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:00.930314Z"},"links":{"cited_paper":"/paper/2311.17982","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:a690fff2e8995a03aacf8fbafc585dbf9d1af33602d71ebfdc5327ea7142159c","observation_id":"b26e608d-5d8e-415d-9b8f-a33390aec125","resolution":{"observed_at":"2026-08-06T21:03:00.930314Z","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":"2026-08-06T21:03:05.896992Z","title":null,"venue":null,"work_id":"21126244-7afa-4d56-8e92-c49953cb7386","year":2025},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":19,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:00.988431Z"},"links":{"citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:2f560873857ba405f349bde0d334c0eb973844c778707c98e7160a87574610f0","observation_id":"7b4d0a9c-8265-4f79-ba94-393d6ca46d76","resolution":{"observed_at":"2026-08-06T21:03:05.899248Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T21:03:05.889717Z","title":null,"venue":null,"work_id":"78c603d8-0388-486c-9d32-c8e93a46d291","year":2023},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":20,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:01.049215Z"},"links":{"citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:0935b1a89bb975f0441a44bf9c6d01ee557f9683da3008a12887ec2ab1db9438","observation_id":"7f4fd653-6375-4729-b254-52c723f24a50","resolution":{"observed_at":"2026-08-06T21:03:05.891954Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2412.03603","last_updated":"2025-03-11T08:14:25Z","snapshot_observed_at":"2026-08-03T00:44:01.942521Z","submitted_at":"2024-12-03T23:52:37Z","title":"HunyuanVideo: A Systematic Framework For Large Video Generative Models","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2412.03603","snapshot_observed_at":"2026-08-06T21:03:01.104694Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":21,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:01.104694Z"},"links":{"cited_paper":"/paper/2412.03603","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:4728fbaae433599b5249cbc59bfce6e99d7c2907d49829b5f61f8ea5897776ac","observation_id":"c1ac0209-aed8-4f51-be51-7006c8f71698","resolution":{"observed_at":"2026-08-06T21:03:01.104694Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.11956","last_updated":"2024-08-07T17:02:00Z","snapshot_observed_at":"2026-07-06T17:46:25.142387Z","submitted_at":"2024-03-18T16:52:49Z","title":"Subjective-Aligned Dataset and Metric for Text-to-Video Quality Assessment","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.11956","snapshot_observed_at":"2026-08-06T21:03:01.155663Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":22,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:01.155663Z"},"links":{"cited_paper":"/paper/2403.11956","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:e08b1bed808bf710cd7603b628ffc1a38b2729bac53500c0e1f854f6eb3873a1","observation_id":"005fcb5e-13c4-450f-acd2-ae63d1b1e282","resolution":{"observed_at":"2026-08-06T21:03:01.155663Z","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":"2026-08-06T21:03:05.881649Z","title":null,"venue":null,"work_id":"09989010-bc63-46b4-948f-2c2489eb661b","year":2024},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":23,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:01.223485Z"},"links":{"citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:02d7d44779cb7773101798c9b354a884889ec1151597ba81f393ce81b62039ff","observation_id":"684a9b40-bdc4-4bf7-b58e-43dff17d0759","resolution":{"observed_at":"2026-08-06T21:03:05.884739Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2312.14867","last_updated":"2024-06-03T16:59:20Z","snapshot_observed_at":"2026-07-06T17:07:14.412645Z","submitted_at":"2023-12-22T17:45:19Z","title":"VIEScore: Towards Explainable Metrics for Conditional Image Synthesis Evaluation","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2312.14867","snapshot_observed_at":"2026-08-06T21:03:01.313709Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":24,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:01.313709Z"},"links":{"cited_paper":"/paper/2312.14867","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:2ce7339013188868bf1516a7743485fc6cf8efb6d1d7e2d1529a55531ff2859d","observation_id":"ef2fe87d-4d27-4650-80b5-8d47954eb964","resolution":{"observed_at":"2026-08-06T21:03:01.313709Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2306.16527","last_updated":"2023-08-21T09:35:52Z","snapshot_observed_at":"2026-07-06T15:48:01.777256Z","submitted_at":"2023-06-21T14:01:01Z","title":"OBELICS: An Open Web-Scale Filtered Dataset of Interleaved Image-Text Documents","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2306.16527","snapshot_observed_at":"2026-08-06T21:03:01.386569Z","title":"Rush, Douwe Kiela, Matthieu Cord, and Victor Sanh","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":25,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:01.386569Z"},"links":{"cited_paper":"/paper/2306.16527","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:695389fe1bbf56876307886ffc489f0c87d837111f869a7d7ecf797e4aabe0b2","observation_id":"fc9471a3-dbe4-41d4-a0e3-bc57dd498b85","resolution":{"observed_at":"2026-08-06T21:03:01.386569Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2405.02246","last_updated":"2024-05-03T17:00:00Z","snapshot_observed_at":"2026-07-06T18:09:29.876755Z","submitted_at":"2024-05-03T17:00:00Z","title":"What matters when building vision-language models?","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2405.02246","snapshot_observed_at":"2026-08-06T21:03:01.482713Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":26,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:01.482713Z"},"links":{"cited_paper":"/paper/2405.02246","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:c67aba3cd27996a3c79e90c8df04d4261be664d00708bfb7777d7093c41113ab","observation_id":"8ab71448-17df-4dc7-9fb0-76f42293e516","resolution":{"observed_at":"2026-08-06T21:03:01.482713Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2411.15115","last_updated":"2026-04-20T17:59:36Z","snapshot_observed_at":"2026-08-02T10:06:23.710148Z","submitted_at":"2024-11-22T18:31:47Z","title":"Self-Correcting Text-to-Video Generation with Misalignment Detection and Localized Refinement","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2411.15115","snapshot_observed_at":"2026-08-06T21:03:01.559421Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":27,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:01.559421Z"},"links":{"cited_paper":"/paper/2411.15115","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:bd84ed1744f84430aade2023760eb4c898e33c77653c4c6ef36d84c22a91df89","observation_id":"aee28718-be48-4b93-8c79-f36454f81bea","resolution":{"observed_at":"2026-08-06T21:03:01.559421Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2406.13743","last_updated":"2024-11-03T20:22:32Z","snapshot_observed_at":"2026-07-30T19:48:58.731788Z","submitted_at":"2024-06-19T18:00:07Z","title":"GenAI-Bench: Evaluating and Improving Compositional Text-to-Visual Generation","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2406.13743","snapshot_observed_at":"2026-08-06T21:03:01.652996Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":28,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:01.652996Z"},"links":{"cited_paper":"/paper/2406.13743","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:35d25a494d83c37390bbe5378d005160236d3f1d113c709cc51b89092f3920fb","observation_id":"e00c755e-965c-4a5d-baba-242b3ce242be","resolution":{"observed_at":"2026-08-06T21:03:01.652996Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2201.12086","last_updated":"2022-02-15T05:43:32Z","snapshot_observed_at":"2026-08-02T08:01:43.194717Z","submitted_at":"2022-01-28T12:49:48Z","title":"BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2201.12086","snapshot_observed_at":"2026-08-06T21:03:01.759523Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":29,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:01.759523Z"},"links":{"cited_paper":"/paper/2201.12086","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:a1b23132ab9184909cf0bc029ede2e5a96e9fa31beecc93df42f25008e49cf3b","observation_id":"71e1d68b-15df-4b44-920d-feab10009b62","resolution":{"observed_at":"2026-08-06T21:03:01.759523Z","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":"2026-08-06T21:03:01.819434Z","title":null,"venue":null,"work_id":null,"year":2004},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":30,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:01.819434Z"},"links":{"citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:f68b4c8df07ec251ddb12e1d965f5d4871fe5b0ce6fe3035a2fb54cf04b5350a","observation_id":"5a0efb79-cf21-439b-94b3-d8c0f7537392","resolution":{"observed_at":"2026-08-06T21:03:01.819434Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2404.09967","last_updated":"2024-05-24T16:29:38Z","snapshot_observed_at":"2026-08-03T19:03:47.269374Z","submitted_at":"2024-04-15T17:45:36Z","title":"Ctrl-Adapter: An Efficient and Versatile Framework for Adapting Diverse Controls to Any Diffusion Model","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2404.09967","snapshot_observed_at":"2026-08-06T21:03:01.881120Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":31,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:01.881120Z"},"links":{"cited_paper":"/paper/2404.09967","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:ca52b14cb0ed4b0f94e21958a45bba1a69284c76fc9ae1736808c973f8f30260","observation_id":"83d644ee-56e3-4b12-9cef-99ea843bc41a","resolution":{"observed_at":"2026-08-06T21:03:01.881120Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.03744","last_updated":"2024-05-15T19:22:44Z","snapshot_observed_at":"2026-07-06T16:28:22.350574Z","submitted_at":"2023-10-05T17:59:56Z","title":"Improved Baselines with Visual Instruction Tuning","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.03744","snapshot_observed_at":"2026-08-06T21:03:01.944815Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":32,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:01.944815Z"},"links":{"cited_paper":"/paper/2310.03744","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:d6021b088e034f23c38d350569556bc1a7ec404e0c78128dd6b18722a72d5138","observation_id":"cf322acd-ab3c-4a8b-8434-9c7e5e8b4c9f","resolution":{"observed_at":"2026-08-06T21:03:01.944815Z","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":"2026-08-06T21:03:02.016986Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":33,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:02.016986Z"},"links":{"citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:ca501a4b4a57eabbcdaad821ea7956b8ec3787a116d69f77a2655b4f3f2fba24","observation_id":"c1aaf6c7-900c-4bcd-9251-ee4bd76ed826","resolution":{"observed_at":"2026-08-06T21:03:02.016986Z","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":"2026-08-06T21:03:02.090324Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":34,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:02.090324Z"},"links":{"citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:f95d7de4f0c3d21f19957e56c5ff409bcecc5c1e4e3e300443e9e357b4f1a1fd","observation_id":"b9aabf74-faaa-499d-bfd1-46ecf2b681a4","resolution":{"observed_at":"2026-08-06T21:03:02.090324Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2303.16634","last_updated":"2023-05-23T22:12:16Z","snapshot_observed_at":"2026-08-02T04:02:36.848064Z","submitted_at":"2023-03-29T12:46:54Z","title":"G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2303.16634","snapshot_observed_at":"2026-08-06T21:03:02.143250Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":35,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:02.143250Z"},"links":{"cited_paper":"/paper/2303.16634","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:be7e114d9b0091bef15bb648586d85ad0048807307857f9d5e1db795d9d8577b","observation_id":"f0119427-a65d-4a60-ac1a-ef8c87b01a66","resolution":{"observed_at":"2026-08-06T21:03:02.143250Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.11440","last_updated":"2024-03-23T04:58:50Z","snapshot_observed_at":"2026-08-04T15:31:22.733113Z","submitted_at":"2023-10-17T17:50:46Z","title":"EvalCrafter: Benchmarking and Evaluating Large Video Generation Models","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.11440","snapshot_observed_at":"2026-08-06T21:03:02.228422Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":36,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:02.228422Z"},"links":{"cited_paper":"/paper/2310.11440","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:893bf7032698830c21c535564485a0a25d3c0c0d7b0c7149eb9758f464225f38","observation_id":"1cb6445a-274b-4862-9442-5bd5d34957b1","resolution":{"observed_at":"2026-08-06T21:03:02.228422Z","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":"2026-08-06T21:03:05.865959Z","title":null,"venue":null,"work_id":"370242b9-5d73-48cd-a78d-1b8768252cc6","year":2022},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":37,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:02.307328Z"},"links":{"citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:f2cbeb41610e7c012a0f3a48b05e0c679754247924fdaa73f55096147645bee9","observation_id":"197a4a08-7974-4cc0-9bec-5be62ce9cf83","resolution":{"observed_at":"2026-08-06T21:03:05.868603Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2407.05965","last_updated":"2024-09-08T16:19:53Z","snapshot_observed_at":"2026-07-06T18:43:00.310399Z","submitted_at":"2024-07-08T14:04:58Z","title":"T2VSafetyBench: Evaluating the Safety of Text-to-Video Generative Models","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2407.05965","snapshot_observed_at":"2026-08-06T21:03:02.376272Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":38,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:02.376272Z"},"links":{"cited_paper":"/paper/2407.05965","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:d96f8d7f4a24b4e0e348d47d18c1f15a50e4fb04e1df38e6d9dd28fbbdc3b5cd","observation_id":"88984ed8-2776-40b8-8c93-0f2a2082dd99","resolution":{"observed_at":"2026-08-06T21:03:02.376272Z","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":"2026-08-06T21:03:02.444756Z","title":null,"venue":null,"work_id":null,"year":2012},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":39,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:02.444756Z"},"links":{"citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:9291e8d36f33a5963df9b1b1ba272248cb3602703d6d0ca3130eb28fd6b415f2","observation_id":"c9831e71-282f-4231-8a5a-e7f13f0e4e19","resolution":{"observed_at":"2026-08-06T21:03:02.444756Z","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":"2026-08-06T21:03:05.858629Z","title":null,"venue":null,"work_id":"5503fb44-8e03-4d9a-888a-21938bb1c930","year":2024},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":40,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:02.509972Z"},"links":{"citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:1ce4be56f5ad580edb8253e80bff08748fd973b21ac18c9870fda79f18c2fa72","observation_id":"5ae1796e-7d05-4115-9155-0ff4916936bc","resolution":{"observed_at":"2026-08-06T21:03:05.861254Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T21:03:05.851609Z","title":null,"venue":null,"work_id":"d01b3710-296b-4924-b6e0-b6a63345a5ea","year":2024},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":41,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:02.574342Z"},"links":{"citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:f561d3c47e4172724315b7ba370c74b32b95efbf9122de15fb63bca17b544e61","observation_id":"6f096207-9ff4-4cac-acd4-25a259879528","resolution":{"observed_at":"2026-08-06T21:03:05.853882Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T21:03:05.844230Z","title":null,"venue":null,"work_id":"9e23d1c2-6891-4d59-b51a-8d8c8d737b6b","year":2025},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":42,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:02.615800Z"},"links":{"citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:1b263ed711e0f3839679a86a2ec1f6ef01f07cd3b0be953d825454efc30a9c99","observation_id":"2ad4ba2b-9cb3-49c4-b641-82d5346db48e","resolution":{"observed_at":"2026-08-06T21:03:05.846581Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T21:03:02.699594Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":43,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:02.699594Z"},"links":{"citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:6c3c7868484fd5392434a56cbf4b872f94ba07666aae9773f2dfef5df7413deb","observation_id":"9800e58b-903b-4ec2-8bb2-99db716bc8c2","resolution":{"observed_at":"2026-08-06T21:03:02.699594Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2209.14792","last_updated":"2022-09-29T13:59:46Z","snapshot_observed_at":"2026-07-06T13:57:47.051387Z","submitted_at":"2022-09-29T13:59:46Z","title":"Make-A-Video: Text-to-Video Generation without Text-Video Data","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2209.14792","snapshot_observed_at":"2026-08-06T21:03:02.741253Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":44,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:02.741253Z"},"links":{"cited_paper":"/paper/2209.14792","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:f69bec840d5d521dd05b9c67bc38f2e9e5e349d1e175b754fbc494a169d72582","observation_id":"749b3c3d-405d-4546-a277-829ef3b6a30b","resolution":{"observed_at":"2026-08-06T21:03:02.741253Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.05530","last_updated":"2024-12-16T17:39:39Z","snapshot_observed_at":"2026-07-06T17:41:42.995949Z","submitted_at":"2024-03-08T18:54:20Z","title":"Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.05530","snapshot_observed_at":"2026-08-06T21:03:02.803398Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":45,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:02.803398Z"},"links":{"cited_paper":"/paper/2403.05530","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:a953dfd6f93121f38d3a81029aa17af090f51288d51212dfb426ae66de4c923b","observation_id":"465bd3f7-dd1d-4c73-9991-8d7d4f5a850e","resolution":{"observed_at":"2026-08-06T21:03:02.803398Z","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":"2026-08-06T21:03:05.832368Z","title":null,"venue":null,"work_id":"863ab31e-591e-48dc-b39e-bdf862de07c4","year":2024},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":46,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:02.864880Z"},"links":{"citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:093ac2517e8eb511393b6089b84789bb120174627a8445d0ce4f9148a65ee6f5","observation_id":"67a944d5-e12d-423f-96f6-e404ac5fa602","resolution":{"observed_at":"2026-08-06T21:03:05.834772Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1812.01717","last_updated":"2019-03-27T16:43:17Z","snapshot_observed_at":"2026-07-06T07:19:11.957225Z","submitted_at":"2018-12-03T03:57:42Z","title":"Towards Accurate Generative Models of Video: A New Metric & Challenges","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1812.01717","snapshot_observed_at":"2026-08-06T21:03:02.927886Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":47,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:02.927886Z"},"links":{"cited_paper":"/paper/1812.01717","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:8bcca250b300e29fee13cd4e465861fe7a92f49537cbd70b845462e6b29a1ad6","observation_id":"1b692500-3b07-44f6-be35-25c637913c84","resolution":{"observed_at":"2026-08-06T21:03:02.927886Z","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":"2026-08-06T21:03:05.824850Z","title":null,"venue":null,"work_id":"3675c187-0912-4e1f-9491-a5df51216991","year":2015},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":48,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:02.986625Z"},"links":{"citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:dce67841e990f96675ab3649b5e0d954b9b1837f4c107feba3e51679fda943e5","observation_id":"b1fcb948-71e6-4194-a8cc-64e9f8e633ee","resolution":{"observed_at":"2026-08-06T21:03:05.827083Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T21:03:05.817412Z","title":"Comparing the effectiveness between human-generated videos and ai-generated videos on learning","venue":null,"work_id":"f48e1795-2297-42ce-a980-84b54486c7f3","year":null},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":49,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:03.095589Z"},"links":{"citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:ee752849177064592844377a8ecacb320ca4d49e58c86eb7c714ad876fa1b19c","observation_id":"94630df9-446d-492e-a6b0-4e91e9d30551","resolution":{"observed_at":"2026-08-06T21:03:05.819954Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T21:03:05.718489Z","title":null,"venue":null,"work_id":"8e7669b8-77d6-409c-8115-e10929acc735","year":2025},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":50,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:03.211797Z"},"links":{"citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:60f99ac0fdf0a130c2bdd92acc844562e351921eaab19d48581527882a253c70","observation_id":"ef2d80cd-76fa-422a-bc34-722d45da77ae","resolution":{"observed_at":"2026-08-06T21:03:05.797328Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-06T21:03:03.274397Z","title":"Bovik, H.R","venue":null,"work_id":null,"year":2004},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":51,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:03.274397Z"},"links":{"citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:c5b3c3a50bed39828539904f4658ad2b007ed87de0556cb70094a051acfe4de6","observation_id":"23c7abd2-44bb-4298-a134-8be16ec21e58","resolution":{"observed_at":"2026-08-06T21:03:03.274397Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2304.14672","last_updated":"2023-04-28T08:06:05Z","snapshot_observed_at":"2026-08-06T03:36:18.323270Z","submitted_at":"2023-04-28T08:06:05Z","title":"Towards Robust Text-Prompted Semantic Criterion for In-the-Wild Video Quality Assessment","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2304.14672","snapshot_observed_at":"2026-08-06T21:03:03.344353Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":52,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:03.344353Z"},"links":{"cited_paper":"/paper/2304.14672","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:fb62bcb3db35941e396736e54b6b521351d9ddaa59eb15befa148251cbb13eb5","observation_id":"0a260f00-d68f-45bf-a610-f9dc01f934ab","resolution":{"observed_at":"2026-08-06T21:03:03.344353Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2211.04894","last_updated":"2023-03-07T08:25:24Z","snapshot_observed_at":"2026-07-06T14:16:12.653524Z","submitted_at":"2022-11-09T13:55:50Z","title":"Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2211.04894","snapshot_observed_at":"2026-08-06T21:03:03.431138Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":53,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:03.431138Z"},"links":{"cited_paper":"/paper/2211.04894","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:ae914976fa2643d3fea3425f8cc096dad9a2cd34d844da2b6a3f31d8026c68a7","observation_id":"30387dab-cdb1-473f-a0c6-fbf29b217873","resolution":{"observed_at":"2026-08-06T21:03:03.431138Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2503.14064","last_updated":"2025-03-18T09:36:33Z","snapshot_observed_at":"2026-07-06T20:54:32.016138Z","submitted_at":"2025-03-18T09:36:33Z","title":"AIGVE-Tool: AI-Generated Video Evaluation Toolkit with Multifaceted Benchmark","version":1},"cited_work":{"arxiv_id":"2503.14064","doi":null,"metadata_source":"pith","pith_arxiv_id":"2503.14064","snapshot_observed_at":"2026-08-06T21:03:04.901342Z","title":"AIGVE-Tool: AI-Generated Video Evaluation Toolkit with Multifaceted Benchmark","venue":"cs.CV","work_id":"c5e529c4-abd6-4c27-ab08-73ca9616f510","year":2025},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":54,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:03.503375Z"},"links":{"cited_paper":"/paper/2503.14064","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:d1b5dc7e35c14433631a4e883e98201f262eb4808e7065f63051c0fad70fff49","observation_id":"62cef726-4193-4cd0-a4dc-b2ea19b8a9bb","resolution":{"observed_at":"2026-08-06T21:03:04.999468Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2408.06072","last_updated":"2025-03-26T08:33:10Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2024-08-12T11:47:11Z","title":"CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2408.06072","snapshot_observed_at":"2026-08-06T21:03:03.636600Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":55,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:03.636600Z"},"links":{"cited_paper":"/paper/2408.06072","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:09bf22a6fb121b4312381f929c836cff2fa67c657c7df406046413a9433e3766","observation_id":"a96132bb-0367-4a74-963b-d3cb04851e82","resolution":{"observed_at":"2026-08-06T21:03:03.636600Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2501.13106","last_updated":"2025-06-03T03:33:14Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2025-01-22T18:59:46Z","title":"VideoLLaMA 3: Frontier Multimodal Foundation Models for Image and Video Understanding","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2501.13106","snapshot_observed_at":"2026-08-06T21:03:03.727511Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":56,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:03.727511Z"},"links":{"cited_paper":"/paper/2501.13106","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:f095a3c19e6ec8378f3e6a2ebccc75847766a88eb8d7b63cb88c98a169efc806","observation_id":"bda0e60a-fb2d-484a-aab5-43dbbdd86e7b","resolution":{"observed_at":"2026-08-06T21:03:03.727511Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2309.15818","last_updated":"2025-05-30T03:55:20Z","snapshot_observed_at":"2026-08-05T00:59:34.191472Z","submitted_at":"2023-09-27T17:44:18Z","title":"Show-1: Marrying Pixel and Latent Diffusion Models for Text-to-Video Generation","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2309.15818","snapshot_observed_at":"2026-08-06T21:03:03.827609Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":57,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:03.827609Z"},"links":{"cited_paper":"/paper/2309.15818","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:02d2df566de5dc6b789fea628f8d818084195d8a60280b0a885f577df966a5fa","observation_id":"11b1ca19-bb6c-4ff8-b3bf-9e08a21dc877","resolution":{"observed_at":"2026-08-06T21:03:03.827609Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2412.09645","last_updated":"2025-08-20T18:39:27Z","snapshot_observed_at":"2026-07-06T20:06:13.565435Z","submitted_at":"2024-12-10T18:52:39Z","title":"Evaluation Agent: Efficient and Promptable Evaluation Framework for Visual Generative Models","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2412.09645","snapshot_observed_at":"2026-08-06T21:03:03.882209Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":58,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:03.882209Z"},"links":{"cited_paper":"/paper/2412.09645","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:596fc31b5d118496adae5646ce073efe643645a2e2cce8b27e4bb713efe49c77","observation_id":"84ad0ace-64f3-4b31-b656-38abcaa84d36","resolution":{"observed_at":"2026-08-06T21:03:03.882209Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1904.09675","last_updated":"2020-02-24T18:59:28Z","snapshot_observed_at":"2026-07-29T15:42:51.774083Z","submitted_at":"2019-04-21T23:08:53Z","title":"BERTScore: Evaluating Text Generation with BERT","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1904.09675","snapshot_observed_at":"2026-08-06T21:03:04.005794Z","title":"Weinberger, and Yoav Artzi","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":59,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:04.005794Z"},"links":{"cited_paper":"/paper/1904.09675","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:568854b499e8748fb44a89b3c374172dae9a144e99e46eba6888a1f30294e4c0","observation_id":"3125f75b-ce9b-4841-8632-53cb65914a3b","resolution":{"observed_at":"2026-08-06T21:03:04.005794Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2412.18337","last_updated":"2024-12-24T10:47:27Z","snapshot_observed_at":"2026-07-06T20:12:45.239449Z","submitted_at":"2024-12-24T10:47:27Z","title":"The Value of AI-Generated Metadata for UGC Platforms: Evidence from a Large-scale Field Experiment","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2412.18337","snapshot_observed_at":"2026-08-06T21:03:04.200698Z","title":"Goh, and Chenshuo Sun","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":60,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:04.200698Z"},"links":{"cited_paper":"/paper/2412.18337","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:8de6017d6479e91427c0d0b0f85b2e54a99fe7d7e4ae824b7da934c5b698ca4d","observation_id":"ea5347c5-f4d5-410c-ade0-014e2a74475c","resolution":{"observed_at":"2026-08-06T21:03:04.200698Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2210.07197","last_updated":"2022-10-13T17:17:03Z","snapshot_observed_at":"2026-07-06T14:04:51.277045Z","submitted_at":"2022-10-13T17:17:03Z","title":"Towards a Unified Multi-Dimensional Evaluator for Text Generation","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2210.07197","snapshot_observed_at":"2026-08-06T21:03:04.315586Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":61,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:04.315586Z"},"links":{"cited_paper":"/paper/2210.07197","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:9c1e2132ca18417a612ae32f1697da9d18e99bd5910df2785fae29035e54d6e6","observation_id":"f98f101b-0ad5-4e3b-9867-9a0a144ccef5","resolution":{"observed_at":"2026-08-06T21:03:04.315586Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2405.03333","last_updated":"2024-05-14T02:19:14Z","snapshot_observed_at":"2026-08-06T20:49:41.895024Z","submitted_at":"2024-05-06T10:26:06Z","title":"Light-VQA+: A Video Quality Assessment Model for Exposure Correction with Vision-Language Guidance","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2405.03333","snapshot_observed_at":"2026-08-06T21:03:04.390983Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":62,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:04.390983Z"},"links":{"cited_paper":"/paper/2405.03333","citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:162631ee6d8196e61603addfd1f7ec4a282fbbd6bf985cc63dafededf8283f2a","observation_id":"39a54ad9-c5ac-405e-a26a-56a07a7a03cc","resolution":{"observed_at":"2026-08-06T21:03:04.390983Z","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":"2026-08-06T21:03:04.519256Z","title":"online\" 'onlinestring :=","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":63,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:04.519256Z"},"links":{"citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:230179adca43f784f97c8e1c620985b67f17a7c681ce001621c473519204121a","observation_id":"373f1e6e-7892-49ad-ae22-daf001775a50","resolution":{"observed_at":"2026-08-06T21:03:04.519256Z","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":"2026-08-06T21:03:04.659589Z","title":"write newline","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation","version":1},"reference_index":64,"source":"arxiv_source","source_observed_at":"2026-08-06T21:03:04.659589Z"},"links":{"citing_paper":"/paper/2507.01255"},"observation_digest":"sha256:a7db21c81d882165edf7b332142ced0506dae79afed9b9d497ae64aa6d1cd1d3","observation_id":"6e8eb233-f85d-4a00-980a-95e30af07797","resolution":{"observed_at":"2026-08-06T21:03:04.659589Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2507.01255","last_updated":"2025-07-02T00:20:06Z","latest_version":1,"primary_category":"cs.CV","snapshot_observed_at":"2026-08-06T20:54:03.544956Z","submitted_at":"2025-07-02T00:20:06Z","title":"AIGVE-MACS: Unified Multi-Aspect Commenting and Scoring Model for AI-Generated Video Evaluation"},"reference_resolution":{"displayed":64,"state_counts":{"malformed_identifier":0,"metadata_mismatch":1,"parse_uncertain":0,"unresolved":61,"verified_exact":1,"verified_fuzzy":1},"total_outbound_references":64},"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":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"thesis":"As of 7 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 1 inbound Pith citation observation for arXiv:2507.01255."}