{"as_of":"2026-08-10T07:02:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:405b17c356dfc64a75130287a1f5600e566b1eb654f7923521e33fca14a0c084","coverage":[{"denominator":40,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":40,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-08T06:06:17.611242Z","state":"measured"},{"denominator":40,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":40,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-10T06:31:04.303077+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/2502.08211/citation-record","integrity":"/paper/2502.08211/integrity","json":"/paper/2502.08211/citation-record.json","paper":"/paper/2502.08211"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T06:06:17.470801Z","title":", \" * write output.state after.block = add.period write newline","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":1,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.470801Z"},"links":{"citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:2c784e408ea5c34f9de94597784d0e9591bf1f66473b9e043c09d32a3967e030","observation_id":"fad65469-998f-4694-b92c-21c24e3d3a1b","resolution":{"observed_at":"2026-08-08T06:06:17.470801Z","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":"2026-08-08T06:06:17.475296Z","title":"write newline","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":2,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.475296Z"},"links":{"citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:f08c1a8b4fdb40bbf050ce3045ceab8d6b641c2285386f6896e7adb82c1b690d","observation_id":"f4c6437c-6ca4-4f7c-b88f-e965a12dbc98","resolution":{"observed_at":"2026-08-08T06:06:17.475296Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2303.09540","last_updated":"2023-03-22T17:22:35Z","snapshot_observed_at":"2026-08-06T15:07:40.203199Z","submitted_at":"2023-03-16T17:53:24Z","title":"SemDeDup: Data-efficient learning at web-scale through semantic deduplication","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2303.09540","snapshot_observed_at":"2026-08-08T06:06:17.479328Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":3,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.479328Z"},"links":{"cited_paper":"/paper/2303.09540","citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:8b666c71a6a96cb5939cb3d471795c302ac674e12d4f3ece97cd56a271970f9a","observation_id":"2d804588-8bf4-40d6-956a-17b0417219d5","resolution":{"observed_at":"2026-08-08T06:06:17.479328Z","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":"2026-08-08T06:06:17.483170Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":4,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.483170Z"},"links":{"citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:eb518bfc281457dc2de588c4882503ae092ec887eeeb81dd89666d2a7e560410","observation_id":"8a27e871-76a7-49ea-b938-0fe9bb591cec","resolution":{"observed_at":"2026-08-08T06:06:17.483170Z","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":"2026-08-08T06:06:17.990230Z","title":"H.; Rodriguez, D.; Liu, Y.; Luo, C.; Shao, H.; Xia, C.; Sen, S.; Ratner, A.; Hancock, B.; Alborzi, H.; et al","venue":null,"work_id":"f27b9af3-550a-42e8-a82c-fa1eb5227d08","year":2019},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":5,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.486856Z"},"links":{"citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:a841e4fc84bd9f20df376903f55aee14860d3c52943d67768bde54471a522392","observation_id":"4d73cae4-3981-40a8-b884-d5f2b5a16096","resolution":{"observed_at":"2026-08-08T06:06:17.993761Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+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":"2026-08-08T06:06:17.979240Z","title":"u rnberger, A.; and K \\","venue":null,"work_id":"33b33d34-21d8-49f0-af24-1d907b56dd14","year":2018},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":6,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.490485Z"},"links":{"citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:f95558c3a6547d77240fce45bb4851b451ec65773bc79977eeb57c3bccc2e538","observation_id":"6c4dcee5-9c4a-47fd-8836-be52e546b47c","resolution":{"observed_at":"2026-08-08T06:06:17.983089Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+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":"2026-08-08T06:06:17.968830Z","title":null,"venue":null,"work_id":"0c744bc2-d44e-4a88-b246-cd38b0bc0973","year":1996},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":7,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.493948Z"},"links":{"citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:03bcca145750ef35be0793fb7dad4a70c7576fc74bdc4f7e657613b7c553f2f0","observation_id":"63223828-70ed-4ba9-bf3a-a34a749689d8","resolution":{"observed_at":"2026-08-08T06:06:17.972203Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2005.14165","last_updated":"2020-07-22T19:47:17Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2020-05-28T17:29:03Z","title":"Language Models are Few-Shot Learners","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2005.14165","snapshot_observed_at":"2026-08-08T06:06:17.497545Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":8,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.497545Z"},"links":{"cited_paper":"/paper/2005.14165","citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:c82829f4e8c5f06ee7927b1d6b9fa3a484865a8b812e223d833e0133e7411506","observation_id":"41b1b4ad-df30-443a-a89c-36dc4bafadd7","resolution":{"observed_at":"2026-08-08T06:06:17.497545Z","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":"2026-08-08T06:06:17.960097Z","title":null,"venue":null,"work_id":"ad830945-26c0-43b0-8958-01bb70d9a20f","year":2024},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":9,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.501291Z"},"links":{"citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:5da0115dfe7f5e1ee2cee6e9d84feda0105721598e64ace9b79401f532b2844d","observation_id":"061ee756-d90f-4194-abc3-f81ef35f0c43","resolution":{"observed_at":"2026-08-08T06:06:17.962841Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+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":"2026-08-08T06:06:17.507596Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":10,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.507596Z"},"links":{"citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:9bfcc583f4551e297d925d49c24d16047296c2a5ab0134b7b44585fcdb428ac9","observation_id":"b4380665-4c85-4f4f-a322-41160db5247d","resolution":{"observed_at":"2026-08-08T06:06:17.507596Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1810.04805","last_updated":"2019-05-24T20:37:26Z","snapshot_observed_at":"2026-07-30T09:12:38.100527Z","submitted_at":"2018-10-11T00:50:01Z","title":"BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1810.04805","snapshot_observed_at":"2026-08-08T06:06:17.510888Z","title":null,"venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":11,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.510888Z"},"links":{"cited_paper":"/paper/1810.04805","citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:b04644f4b30743040b1fd0e2fb5459c3b6912688792b69f0ac768bbbd1c97a0a","observation_id":"167af18e-7e14-44f3-bf24-9f88c1d51807","resolution":{"observed_at":"2026-08-08T06:06:17.510888Z","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":"2026-08-08T06:06:17.944495Z","title":null,"venue":null,"work_id":"8d332a6e-3fd0-4f1c-a532-9bef877ab338","year":2021},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":12,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.514153Z"},"links":{"citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:24c99c2adf3a45b2c1a01486552af55a6f3d8eadfd0a7423edd54a42a8569fbb","observation_id":"6a9ce980-ac93-4b15-a517-41ba9e0c591d","resolution":{"observed_at":"2026-08-08T06:06:17.947193Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+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":"2026-08-08T06:06:17.935298Z","title":null,"venue":null,"work_id":"9640a382-8840-49ac-9f65-f053b1c27a72","year":1997},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":13,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.517197Z"},"links":{"citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:835b11a3fb83cca5975a52b7e37d7873f38462c760e426128af7084624b50bbf","observation_id":"57f0e6f3-6545-4272-b255-ad3d89bde2ed","resolution":{"observed_at":"2026-08-08T06:06:17.938035Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+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":"2026-08-08T06:06:17.924508Z","title":"Y.; Ilharco, G.; Fang, A.; Hayase, J.; Smyrnis, G.; Nguyen, T.; Marten, R.; Wortsman, M.; Ghosh, D.; Zhang, J.; Orgad, E.; Entezari, R.; Daras, G.; Pratt, S","venue":null,"work_id":"b064483a-b351-47a8-9f87-7b9d221284bb","year":2023},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":14,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.519928Z"},"links":{"citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:5b13c1c52faa21884929a042fd5f9d0107fdafb1f71f51d1b42867f0be502eba","observation_id":"107c21e2-4cb4-46a1-be2d-543293fbf125","resolution":{"observed_at":"2026-08-08T06:06:17.928782Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+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":"2026-08-08T06:06:17.913820Z","title":"Y.; Ilharco, G.; Fang, A.; Hayase, J.; Smyrnis, G.; Nguyen, T.; Marten, R.; Wortsman, M.; Ghosh, D.; Zhang, J.; et al","venue":null,"work_id":"382152d3-122f-4f89-a67f-c0078bd51a48","year":2024},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":15,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.523044Z"},"links":{"citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:5615957c01f49acaa01a2fdf27a3266ed6aa6103965397b9a2ed5cec4ac05c91","observation_id":"46cd1c65-e845-4e4e-a30f-71d84e93a250","resolution":{"observed_at":"2026-08-08T06:06:17.917544Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2203.15556","last_updated":"2022-03-29T13:38:03Z","snapshot_observed_at":"2026-08-09T19:52:33.533277Z","submitted_at":"2022-03-29T13:38:03Z","title":"Training Compute-Optimal Large Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2203.15556","snapshot_observed_at":"2026-08-08T06:06:17.525840Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":16,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.525840Z"},"links":{"cited_paper":"/paper/2203.15556","citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:a56df000b623e98f0e656d38ca37bdfe7f32fce06dbc48d8f8880216ec49b606","observation_id":"50fbd880-a0e2-42e5-8e8f-138e08ea6baa","resolution":{"observed_at":"2026-08-08T06:06:17.525840Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2401.12225","last_updated":"2024-01-05T08:40:06Z","snapshot_observed_at":"2026-08-09T19:06:16.889260Z","submitted_at":"2024-01-05T08:40:06Z","title":"Multimodal Data Curation via Object Detection and Filter Ensembles","version":1},"cited_work":{"arxiv_id":"2401.12225","doi":null,"metadata_source":"pith","pith_arxiv_id":"2401.12225","snapshot_observed_at":"2026-08-08T06:06:17.736507Z","title":"Multimodal Data Curation via Object Detection and Filter Ensembles","venue":"cs.CV","work_id":"2ea97ba8-6f6f-4434-938f-6a5c2ef7f974","year":2024},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":17,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.529014Z"},"links":{"cited_paper":"/paper/2401.12225","citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:4b31603d529bc7a2d69404882a7f37cdd3219a479773240363999e1b83cc6f1c","observation_id":"8d72dad0-f6ba-433a-baa1-79c6f036a29e","resolution":{"observed_at":"2026-08-08T06:06:17.740803Z","resolver_source":"local_arxiv","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+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":"2026-08-08T06:06:17.532992Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":18,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.532992Z"},"links":{"citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:08ef616a0e7eea274e01780671f073c945912d87f04d797905b7cd62b728461e","observation_id":"c45705ba-e4d9-4d58-bb76-27cf090c90d5","resolution":{"observed_at":"2026-08-08T06:06:17.532992Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1612.03651","last_updated":"2016-12-12T12:51:03Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2016-12-12T12:51:03Z","title":"FastText.zip: Compressing text classification models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1612.03651","snapshot_observed_at":"2026-08-08T06:06:17.536567Z","title":null,"venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":19,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.536567Z"},"links":{"cited_paper":"/paper/1612.03651","citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:202e77121762b65fd9715d83d6973f7d01630abd34b7552b433dedada744634d","observation_id":"78167ca4-239a-4aae-b9e9-ce9440ceceaf","resolution":{"observed_at":"2026-08-08T06:06:17.536567Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2404.17507","last_updated":"2024-07-16T15:11:24Z","snapshot_observed_at":"2026-07-06T18:06:12.068436Z","submitted_at":"2024-04-26T16:19:55Z","title":"HYPE: Hyperbolic Entailment Filtering for Underspecified Images and Texts","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2404.17507","snapshot_observed_at":"2026-08-08T06:06:17.540425Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":20,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.540425Z"},"links":{"cited_paper":"/paper/2404.17507","citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:1703daf05424a9546d9c6d72bcd180eb93b818823d850e925466341d81099547","observation_id":"145cb5a5-7860-47b7-94f3-17aacfa1472f","resolution":{"observed_at":"2026-08-08T06:06:17.540425Z","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":"2026-08-08T06:06:17.544216Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":21,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.544216Z"},"links":{"citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:a4c5586d6c01198a07815f351665b298e2797d157b4d1d5b097eab4d1a5387a8","observation_id":"ee26a71e-dd45-4545-872d-a52d5d7df019","resolution":{"observed_at":"2026-08-08T06:06:17.544216Z","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":"2026-08-08T06:06:17.547553Z","title":null,"venue":null,"work_id":null,"year":2014},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":22,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.547553Z"},"links":{"citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:6fd9c6c47e997e894c76a823f0434682f95dfc1ab2b3a896ad2695d431a7b7ea","observation_id":"ee012e5c-d6ac-49d8-a7a9-22f8e7f7c7f3","resolution":{"observed_at":"2026-08-08T06:06:17.547553Z","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":"2026-08-08T06:06:17.884072Z","title":null,"venue":null,"work_id":"971e031a-f79f-4b32-bfd7-4371c56c00cc","year":2025},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":23,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.550969Z"},"links":{"citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:f756de097e420da714c54efd6131189e5ea7813812fa4d0f54ca7d267930bb02","observation_id":"1836f064-b5cb-4b2c-a5d8-f356362f8ba2","resolution":{"observed_at":"2026-08-08T06:06:17.887589Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2303.05499","last_updated":"2024-07-19T06:00:41Z","snapshot_observed_at":"2026-07-06T15:00:58.804337Z","submitted_at":"2023-03-09T18:52:16Z","title":"Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2303.05499","snapshot_observed_at":"2026-08-08T06:06:17.554341Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":24,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.554341Z"},"links":{"cited_paper":"/paper/2303.05499","citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:f3eeb6f8d5f026c816bf3aaafe95a121b4de65bfd5c977c9005cc50fe747f47e","observation_id":"53abbb56-e6ad-4f55-ad19-1d320447436f","resolution":{"observed_at":"2026-08-08T06:06:17.554341Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2307.03132","last_updated":"2024-03-18T22:18:02Z","snapshot_observed_at":"2026-08-03T03:09:09.682795Z","submitted_at":"2023-07-06T16:59:52Z","title":"T-MARS: Improving Visual Representations by Circumventing Text Feature Learning","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2307.03132","snapshot_observed_at":"2026-08-08T06:06:17.557918Z","title":"C.; Kolter, J","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":25,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.557918Z"},"links":{"cited_paper":"/paper/2307.03132","citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:64a4010ab2079e5271018c0976510b609e1316af69a88919a58e8a1440ea1d22","observation_id":"77f46a19-d285-4d68-a19c-1866b54a68c0","resolution":{"observed_at":"2026-08-08T06:06:17.557918Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2104.10706","last_updated":"2021-04-21T18:12:18Z","snapshot_observed_at":"2026-08-10T06:21:42.177350Z","submitted_at":"2021-04-21T18:12:18Z","title":"Dataset Inference: Ownership Resolution in Machine Learning","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2104.10706","snapshot_observed_at":"2026-08-08T06:06:17.561603Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":26,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.561603Z"},"links":{"cited_paper":"/paper/2104.10706","citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:5be8396db234aea03e038a7b6085887906c04111499d9c1ddf3c6cac29255e93","observation_id":"17816435-7659-4e44-97ec-8696686b603a","resolution":{"observed_at":"2026-08-08T06:06:17.561603Z","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":"2026-08-08T06:06:17.873555Z","title":"M.; Razzak, M","venue":null,"work_id":"870bb0eb-c868-405d-b7e0-9893956d7d02","year":2022},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":27,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.565288Z"},"links":{"citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:1172098608746348acee0b9fc448b212f900efe1dfb1d643e34ff8f4f3d8b5ad","observation_id":"9708cbcc-0b3e-46ab-89b0-42e8adb93c49","resolution":{"observed_at":"2026-08-08T06:06:17.877164Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+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":"2026-08-08T06:06:17.863624Z","title":"Y.; Ilharco, G.; Oh, S.; and Schmidt, L","venue":null,"work_id":"5c2508aa-13b0-4e91-9d91-cd49d12c53a8","year":2024},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":28,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.568669Z"},"links":{"citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:d1e2e8e67a425bddac49cbb31e417e8d1db3bcdb6a4a1addb17d73690aab0646","observation_id":"13bb3565-b028-4c7d-b954-6381a6767a9b","resolution":{"observed_at":"2026-08-08T06:06:17.867050Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+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":"2026-08-08T06:06:17.853006Z","title":null,"venue":null,"work_id":"e2653078-23ed-4b2b-8df2-98dc3e154b92","year":2023},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":29,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.571944Z"},"links":{"citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:106d5b7755ebbdc0cfea5c065bbb652ab61a4929328e945161f5ef4ea10540fd","observation_id":"53593ffe-c2f8-42a5-b948-cf636c7fc2cf","resolution":{"observed_at":"2026-08-08T06:06:17.856512Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+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":"2026-08-08T06:06:17.575418Z","title":"W.; Hallacy, C.; Ramesh, A.; Goh, G.; Agarwal, S.; Sastry, G.; Askell, A.; Mishkin, P.; Clark, J.; et al","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":30,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.575418Z"},"links":{"citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:1316e95976850f3b4942d379718633a54905c882a5e231e0c1c5b76d4d691347","observation_id":"3bb7ceb8-b9de-46eb-b78d-b8efd1541ea5","resolution":{"observed_at":"2026-08-08T06:06:17.575418Z","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":"2026-08-08T06:06:17.835880Z","title":null,"venue":null,"work_id":"182594d9-b981-4218-9fa3-f9af52c5fcf5","year":2015},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":31,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.578791Z"},"links":{"citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:9607cce91f0e0e2a40a6c48a5da4da27ab675de6ec2b5d3c12a43f0aecfc2ee5","observation_id":"75844bfc-d72e-41ff-bdf9-f1b93db0211a","resolution":{"observed_at":"2026-08-08T06:06:17.839614Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+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":"2026-08-08T06:06:17.825850Z","title":"H.; Ehrenberg, H.; Fries, J.; Wu, S.; and R \\'e , C","venue":null,"work_id":"935fe00a-cf7e-477e-a976-5dd99741e317","year":2017},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":32,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.582193Z"},"links":{"citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:20bf7e202bd7552cb4f3b7d2c4c41ba5eb1c0b5c7c5ca2ab9a8b977be9bbe13a","observation_id":"6b3e0c2a-824f-4b27-956f-6bff6aec667e","resolution":{"observed_at":"2026-08-08T06:06:17.829303Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+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":"2026-08-08T06:06:17.585639Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":33,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.585639Z"},"links":{"citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:2214af4a262611f0628cac8a27ceea02b4c426e965790f837ddc94c2e01cf973","observation_id":"3ad79085-7286-47ac-a902-8a30ad14a49e","resolution":{"observed_at":"2026-08-08T06:06:17.585639Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2111.02114","last_updated":"2021-11-03T10:16:39Z","snapshot_observed_at":"2026-08-02T08:12:49.547570Z","submitted_at":"2021-11-03T10:16:39Z","title":"LAION-400M: Open Dataset of CLIP-Filtered 400 Million Image-Text Pairs","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2111.02114","snapshot_observed_at":"2026-08-08T06:06:17.589417Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":34,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.589417Z"},"links":{"cited_paper":"/paper/2111.02114","citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:276c4b5ba65eb941fb0125a5eafac150229679aa235bb5913c435e2fdd9ec7a3","observation_id":"dadf37d5-6ffe-488e-9562-dc284610d4f4","resolution":{"observed_at":"2026-08-08T06:06:17.589417Z","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":"2026-08-08T06:06:17.807651Z","title":null,"venue":null,"work_id":"83691793-d22a-43de-8c0d-aab29fc2aa71","year":2022},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":35,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.593136Z"},"links":{"citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:fbc0dde64726d2b568e69d0ffd8627ca7304d8dbebe27397b7aff5342ddce112","observation_id":"0f2db2e2-175a-4024-8f54-c6fa973dbb34","resolution":{"observed_at":"2026-08-08T06:06:17.811262Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+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":"2026-08-08T06:06:17.797507Z","title":"M.; and Reza, A","venue":null,"work_id":"ec538b2b-3b2b-4631-af0f-7dfb3520df42","year":2023},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":36,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.596503Z"},"links":{"citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:e238dea3c7bd548aed26c5cfbd0b77af1772460b535544ad72bb36942c12b7cd","observation_id":"9ebb4499-6af0-4365-bd39-f791f5056d46","resolution":{"observed_at":"2026-08-08T06:06:17.800998Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2403.01306","last_updated":"2025-06-20T09:17:43Z","snapshot_observed_at":"2026-08-05T14:37:03.366020Z","submitted_at":"2024-03-02T20:36:10Z","title":"ICC: Quantifying Image Caption Concreteness for Multimodal Dataset Curation","version":4},"cited_work":{"arxiv_id":"2403.01306","doi":null,"metadata_source":"pith","pith_arxiv_id":"2403.01306","snapshot_observed_at":"2026-08-08T06:06:17.668600Z","title":"ICC: Quantifying Image Caption Concreteness for Multimodal Dataset Curation","venue":"cs.LG","work_id":"b220f9e6-f2f8-409c-833e-e272cf5173de","year":2024},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":37,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.599981Z"},"links":{"cited_paper":"/paper/2403.01306","citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:956a61c4a8dbb834ce034be208cf70d4a9b799e90c2fe622596a0ab23d1f16f4","observation_id":"d866cd65-8df9-4f25-afca-aa55222a4904","resolution":{"observed_at":"2026-08-08T06:06:17.671910Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2310.14581","last_updated":"2023-10-23T05:40:43Z","snapshot_observed_at":"2026-07-06T16:36:55.519052Z","submitted_at":"2023-10-23T05:40:43Z","title":"Leveraging Image-Text Similarity and Caption Modification for the DataComp Challenge: Filtering Track and BYOD Track","version":1},"cited_work":{"arxiv_id":"2310.14581","doi":null,"metadata_source":"pith","pith_arxiv_id":"2310.14581","snapshot_observed_at":"2026-08-08T06:06:17.652416Z","title":"Leveraging Image-Text Similarity and Caption Modification for the DataComp Challenge: Filtering Track and BYOD Track","venue":"cs.CV","work_id":"f2cad926-aa79-4377-ac46-345b29fa7b09","year":2023},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":38,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.603624Z"},"links":{"cited_paper":"/paper/2310.14581","citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:d3ecdf4d33473bb1edd1a27985a91a112329ce7b8d5b6f1319904081f7051988","observation_id":"baac011c-be9c-4553-a9ec-3375db59a199","resolution":{"observed_at":"2026-08-08T06:06:17.657775Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2309.15954","last_updated":"2023-09-27T19:10:43Z","snapshot_observed_at":"2026-07-06T16:24:34.528987Z","submitted_at":"2023-09-27T19:10:43Z","title":"The Devil is in the Details: A Deep Dive into the Rabbit Hole of Data Filtering","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2309.15954","snapshot_observed_at":"2026-08-08T06:06:17.607509Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":39,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.607509Z"},"links":{"cited_paper":"/paper/2309.15954","citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:4eaf84952fafb38289239c044dfe13f4892543a72f4f5ea9be537cb6a8759408","observation_id":"b72a6d8e-2bff-4504-9d4f-4c979dce73aa","resolution":{"observed_at":"2026-08-08T06:06:17.607509Z","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":"2026-08-08T06:06:17.786778Z","title":null,"venue":null,"work_id":"d9b3945e-2bc4-46a1-8d68-5dbdd10cef9c","year":2012},"citing_paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation","version":2},"reference_index":40,"source":"arxiv_source","source_observed_at":"2026-08-08T06:06:17.611242Z"},"links":{"citing_paper":"/paper/2502.08211"},"observation_digest":"sha256:66f6f2aff02566299cbce8addeafa4629579129f11f223efbd60044a48cefc53","observation_id":"b358d005-cd3e-489e-bde9-4241d737add3","resolution":{"observed_at":"2026-08-08T06:06:17.790567Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2502.08211","last_updated":"2025-06-12T09:03:28Z","latest_version":2,"primary_category":"cs.LG","snapshot_observed_at":"2026-08-08T05:57:37.126588Z","submitted_at":"2025-02-12T08:40:57Z","title":"Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation"},"reference_resolution":{"displayed":40,"state_counts":{"malformed_identifier":0,"metadata_mismatch":1,"parse_uncertain":0,"unresolved":29,"verified_exact":2,"verified_fuzzy":8},"total_outbound_references":40},"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":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"thesis":"As of 10 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2502.08211."}