Paper Citation Record · LEDGER

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation

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.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2502.08211 v2

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T06:06:17.611242Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

40 of 40 outbound references displayed

verified exact2
verified fuzzy8
unresolved29
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fad65469-998f-4694-b92c-21c24e3d3a1b · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation , " * write output.state after.block = add.period write newline

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4c6437c-6ca4-4f7c-b88f-e965a12dbc98 · outbound

This paper cites write newline.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-08T06:06:17.475296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d804588-8bf4-40d6-956a-17b0417219d5 · outbound

This paper cites SemDeDup: Data-efficient learning at web-scale through semantic deduplication.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation SemDeDup: Data-efficient learning at web-scale through semantic deduplication

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-08T06:06:17.479328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a27e871-76a7-49ea-b938-0fe9bb591cec · outbound

This paper cites an unresolved cited work.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-08T06:06:17.483170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d73cae4-3981-40a8-b884-d5f2b5a16096 · outbound

This paper cites H.; Rodriguez, D.; Liu, Y.; Luo, C.; Shao, H.; Xia, C.; Sen, S.; Ratner, A.; Hancock, B.; Alborzi, H.; et al.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation H.; Rodriguez, D.; Liu, Y.; Luo, C.; Shao, H.; Xia, C.; Sen, S.; Ratner, A.; Hancock, B.; Alborzi, H.; et al

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:06:17.993761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6c4dcee5-9c4a-47fd-8836-be52e546b47c · outbound

This paper cites u rnberger, A.; and K \.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation u rnberger, A.; and K \

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:06:17.983089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 63223828-70ed-4ba9-bf3a-a34a749689d8 · outbound

This paper cites an unresolved cited work.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:06:17.972203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 41b1b4ad-df30-443a-a89c-36dc4bafadd7 · outbound

This paper cites Language Models are Few-Shot Learners.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation Language Models are Few-Shot Learners

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-08T06:06:17.497545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 061ee756-d90f-4194-abc3-f81ef35f0c43 · outbound

This paper cites an unresolved cited work.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:06:17.962841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b4380665-4c85-4f4f-a322-41160db5247d · outbound

This paper cites an unresolved cited work.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-08T06:06:17.507596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 167af18e-7e14-44f3-bf24-9f88c1d51807 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T06:06:17.510888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a9ce980-ac93-4b15-a517-41ba9e0c591d · outbound

This paper cites an unresolved cited work.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:06:17.947193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 57f0e6f3-6545-4272-b255-ad3d89bde2ed · outbound

This paper cites an unresolved cited work.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:06:17.938035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 107c21e2-4cb4-46a1-be2d-543293fbf125 · outbound

This paper cites 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.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation 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

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:06:17.928782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 46cd1c65-e845-4e4e-a30f-71d84e93a250 · outbound

This paper cites Y.; Ilharco, G.; Fang, A.; Hayase, J.; Smyrnis, G.; Nguyen, T.; Marten, R.; Wortsman, M.; Ghosh, D.; Zhang, J.; et al.

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:06:17.917544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 50fbd880-a0e2-42e5-8e8f-138e08ea6baa · outbound

This paper cites Training Compute-Optimal Large Language Models.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation Training Compute-Optimal Large Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-08T06:06:17.525840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d72dad0-f6ba-433a-baa1-79c6f036a29e · outbound

This paper cites Multimodal Data Curation via Object Detection and Filter Ensembles.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation Multimodal Data Curation via Object Detection and Filter Ensembles

Reference 17

Resolution: metadata mismatch; local_arxiv, observed 2026-08-08T06:06:17.740803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c45705ba-e4d9-4d58-bb76-27cf090c90d5 · outbound

This paper cites an unresolved cited work.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-08T06:06:17.532992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78167ca4-239a-4aae-b9e9-ce9440ceceaf · outbound

This paper cites FastText.zip: Compressing text classification models.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation FastText.zip: Compressing text classification models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-08T06:06:17.536567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 145cb5a5-7860-47b7-94f3-17aacfa1472f · outbound

This paper cites HYPE: Hyperbolic Entailment Filtering for Underspecified Images and Texts.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation HYPE: Hyperbolic Entailment Filtering for Underspecified Images and Texts

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-08T06:06:17.540425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee26a71e-dd45-4545-872d-a52d5d7df019 · outbound

This paper cites an unresolved cited work.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-08T06:06:17.544216Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee012e5c-d6ac-49d8-a7a9-22f8e7f7c7f3 · outbound

This paper cites an unresolved cited work.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-08T06:06:17.547553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1836f064-b5cb-4b2c-a5d8-f356362f8ba2 · outbound

This paper cites an unresolved cited work.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:06:17.887589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 53abbb56-e6ad-4f55-ad19-1d320447436f · outbound

This paper cites Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-08T06:06:17.554341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77f46a19-d285-4d68-a19c-1866b54a68c0 · outbound

This paper cites T-MARS: Improving Visual Representations by Circumventing Text Feature Learning.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation T-MARS: Improving Visual Representations by Circumventing Text Feature Learning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-08T06:06:17.557918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17816435-7659-4e44-97ec-8696686b603a · outbound

This paper cites Dataset Inference: Ownership Resolution in Machine Learning.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation Dataset Inference: Ownership Resolution in Machine Learning

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-08T06:06:17.561603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9708cbcc-0b3e-46ab-89b0-42e8adb93c49 · outbound

This paper cites M.; Razzak, M.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation M.; Razzak, M

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:06:17.877164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 13bb3565-b028-4c7d-b954-6381a6767a9b · outbound

This paper cites Y.; Ilharco, G.; Oh, S.; and Schmidt, L.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation Y.; Ilharco, G.; Oh, S.; and Schmidt, L

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:06:17.867050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 53593ffe-c2f8-42a5-b948-cf636c7fc2cf · outbound

This paper cites an unresolved cited work.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:06:17.856512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3bb7ceb8-b9de-46eb-b78d-b8efd1541ea5 · outbound

This paper cites W.; Hallacy, C.; Ramesh, A.; Goh, G.; Agarwal, S.; Sastry, G.; Askell, A.; Mishkin, P.; Clark, J.; et al.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation W.; Hallacy, C.; Ramesh, A.; Goh, G.; Agarwal, S.; Sastry, G.; Askell, A.; Mishkin, P.; Clark, J.; et al

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-08T06:06:17.575418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75844bfc-d72e-41ff-bdf9-f1b93db0211a · outbound

This paper cites an unresolved cited work.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:06:17.839614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6b3e0c2a-824f-4b27-956f-6bff6aec667e · outbound

This paper cites H.; Ehrenberg, H.; Fries, J.; Wu, S.; and R \'e , C.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation H.; Ehrenberg, H.; Fries, J.; Wu, S.; and R \'e , C

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:06:17.829303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3ad79085-7286-47ac-a902-8a30ad14a49e · outbound

This paper cites an unresolved cited work.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-08T06:06:17.585639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dadf37d5-6ffe-488e-9562-dc284610d4f4 · outbound

This paper cites LAION-400M: Open Dataset of CLIP-Filtered 400 Million Image-Text Pairs.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation LAION-400M: Open Dataset of CLIP-Filtered 400 Million Image-Text Pairs

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-08T06:06:17.589417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f2db2e2-175a-4024-8f54-c6fa973dbb34 · outbound

This paper cites an unresolved cited work.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:06:17.811262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9ebb4499-6af0-4365-bd39-f791f5056d46 · outbound

This paper cites M.; and Reza, A.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation M.; and Reza, A

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:06:17.800998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d866cd65-8df9-4f25-afca-aa55222a4904 · outbound

This paper cites ICC: Quantifying Image Caption Concreteness for Multimodal Dataset Curation.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation ICC: Quantifying Image Caption Concreteness for Multimodal Dataset Curation

Reference 37

Resolution: verified exact; local_arxiv, observed 2026-08-08T06:06:17.671910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation baac011c-be9c-4553-a9ec-3375db59a199 · outbound

This paper cites Leveraging Image-Text Similarity and Caption Modification for the DataComp Challenge: Filtering Track and BYOD Track.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation Leveraging Image-Text Similarity and Caption Modification for the DataComp Challenge: Filtering Track and BYOD Track

Reference 38

Resolution: verified exact; local_arxiv, observed 2026-08-08T06:06:17.657775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b72a6d8e-2bff-4504-9d4f-4c979dce73aa · outbound

This paper cites The Devil is in the Details: A Deep Dive into the Rabbit Hole of Data Filtering.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation The Devil is in the Details: A Deep Dive into the Rabbit Hole of Data Filtering

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-08T06:06:17.607509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b358d005-cd3e-489e-bde9-4241d737add3 · outbound

This paper cites an unresolved cited work.

Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:06:17.790567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

No inbound Pith citation observations are available.