Paper Citation Record · LEDGER

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data

As of 5 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2607.08522.

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

pith.paper-citation-record.v1
2607.08522 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-10T06:02:03.068336Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+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

44 of 44 outbound references displayed

verified exact3
verified fuzzy36
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4f09bab5-d213-4502-9657-b9a379382d74 · outbound

This paper cites 2024 , eprint=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data 2024 , eprint=

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.949375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2b896e41-6313-4c2e-9d0b-34b26e59e356 · outbound

This paper cites 2024 , eprint=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data 2024 , eprint=

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.970716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 02a93f6f-1b98-4ce7-ade6-b3c075931523 · outbound

This paper cites 2024 , eprint=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data 2024 , eprint=

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.992069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation f017cc5f-243c-4e76-8975-9af00a31de56 · outbound

This paper cites 2023 , eprint=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data 2023 , eprint=

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.972829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 8481c885-c383-4052-9ca7-19b58e0a7382 · outbound

This paper cites The Hitchhiker ' s Guide to Testing Statistical Significance in Natural Language Processing.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data The Hitchhiker ' s Guide to Testing Statistical Significance in Natural Language Processing

Reference 5

Resolution: verified exact; doi, observed 2026-07-10T06:06:50.325251Z

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No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 20361bb8-bad6-4367-a6d6-ddc1cc27ba2d · outbound

This paper cites 2021 , eprint=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data 2021 , eprint=

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:51.011849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 9120f609-ae5b-41f2-9f9f-39b613cc8a0b · outbound

This paper cites Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024): Tutorial Summaries , pages=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024): Tutorial Summaries , pages=

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:51.015375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 6e85aaf2-cd7b-437f-8142-b68840919440 · outbound

This paper cites 2025 , eprint=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data 2025 , eprint=

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.981492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d0c512a9-33dc-43db-b233-903970797f4b · outbound

This paper cites 2024 , eprint=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data 2024 , eprint=

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.971055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation a4d2856c-c127-4560-a83e-abbe606ddfcf · outbound

This paper cites Annual Meeting of the Association for Computational Linguistics , year=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data Annual Meeting of the Association for Computational Linguistics , year=

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.977373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 32a3e59f-0295-4508-b3c5-3681b1c6559f · outbound

This paper cites Annals of Mathematical Statistics , year=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data Annals of Mathematical Statistics , year=

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.983237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 9cff7ad8-86cc-4abb-b49d-f0b652600834 · outbound

This paper cites Biometrika , year=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data Biometrika , year=

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.990523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation a868e058-fb30-4b99-aa6f-c626c2838d3a · outbound

This paper cites Biometrika , year=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data Biometrika , year=

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.988761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 9ba27648-05f8-4d47-9615-6cb0296ca971 · outbound

This paper cites 1999 , url=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data 1999 , url=

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.986865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 027fd46c-e301-4453-9561-3b2181d0db7a · outbound

This paper cites 2024 , eprint=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data 2024 , eprint=

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:51.003385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 28a4d685-3914-4226-8da7-5d32d07e0557 · outbound

This paper cites ArXiv , year=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data ArXiv , year=

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.984969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 50a68d92-d908-44f1-bde6-a1646b952b84 · outbound

This paper cites ArXiv , year=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data ArXiv , year=

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.995739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 45186a7e-adb6-43ef-bd17-145e8bc07a06 · outbound

This paper cites Springer Series in Pharmaceutical Statistics , year=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data Springer Series in Pharmaceutical Statistics , year=

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.956858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d8158a6e-78c4-41b5-a2d8-b4b5e8964cba · outbound

This paper cites MMBench: Is Your Multi-modal Model an All-around Player? , year =.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data MMBench: Is Your Multi-modal Model an All-around Player? , year =

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.953122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 34c1bf43-e183-4116-8817-68c013056f4e · outbound

This paper cites An introduction to group sequential methods: planning and multi-aspect optimization.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data An introduction to group sequential methods: planning and multi-aspect optimization

Reference 20

Resolution: metadata mismatch; local_arxiv, observed 2026-07-10T06:06:50.466910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation cb55da94-2f3b-4012-8fd0-e024c8ff4aca · outbound

This paper cites ArXiv , year=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data ArXiv , year=

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.950923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 792fe126-ccbf-428b-9c98-895550438c57 · outbound

This paper cites A ctive L earning for BERT : A n E mpirical S tudy.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data A ctive L earning for BERT : A n E mpirical S tudy

Reference 22

Resolution: verified exact; doi, observed 2026-07-10T06:06:50.322452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 153875f8-f83d-4ec5-952b-3457dfa513d3 · outbound

This paper cites AdaStop: adaptive statistical testing for sound comparisons of Deep RL agents.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data AdaStop: adaptive statistical testing for sound comparisons of Deep RL agents

Reference 23

Resolution: metadata mismatch; local_arxiv, observed 2026-07-10T06:06:50.470432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 7661816c-f97e-4275-aa62-aad5313a88aa · outbound

This paper cites 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , year=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , year=

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.959104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d99c86a1-a887-4285-8963-e0d459ddc053 · outbound

This paper cites Science China Information Sciences , year=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data Science China Information Sciences , year=

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.992234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2f1b8657-127a-4d26-b7f8-cf69bbdb7bea · outbound

This paper cites ArXiv , year=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data ArXiv , year=

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:51.008247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 0b844ca6-e3b8-4a90-b1af-3c2a06ff658d · outbound

This paper cites ArXiv , year=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data ArXiv , year=

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:51.005028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation bd9f3d12-2af6-42ae-99ca-ddf79628732d · outbound

This paper cites ArXiv , year=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data ArXiv , year=

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:51.006715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 68e6617b-3ba6-4fda-ba18-568c9b8b9f93 · outbound

This paper cites ArXiv , year=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data ArXiv , year=

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:51.001754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 3f7a7629-835e-4efb-abca-9701c4172401 · outbound

This paper cites ArXiv , year=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data ArXiv , year=

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.997756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 85e4682a-361b-4409-9678-a80af8db6cee · outbound

This paper cites 2016 , eprint=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data 2016 , eprint=

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.947802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation a0772dea-cfe9-4e80-8bc0-f13dd920316e · outbound

This paper cites 2024 , eprint=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data 2024 , eprint=

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.993860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 3b0788bf-06bc-48fa-bfd5-46260f562561 · outbound

This paper cites Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , month =.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , month =

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.995890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 98c57cb6-386a-4e92-bc38-5dd63bde3e66 · outbound

This paper cites Efficient benchmarking (of language models).

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data Efficient benchmarking (of language models)

Reference 34

Resolution: verified exact; doi, observed 2026-07-10T06:06:50.320114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation c8a900d4-e504-4612-b749-6dd104f747ec · outbound

This paper cites Proceedings of the 32nd ACM International Conference on Multimedia , pages=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data Proceedings of the 32nd ACM International Conference on Multimedia , pages=

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.999870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 97559a85-d1ad-4275-ad08-417e72b4e221 · outbound

This paper cites an unresolved cited work.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-07-10T06:06:51.010030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation b1f421be-1298-4c4b-b09c-3b59804d15b2 · outbound

This paper cites an unresolved cited work.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data Unresolved cited work

Reference 37

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 598d1ef8-1872-4bc5-9ffb-a266c94701ea · outbound

This paper cites Journal of Foo , volume = 13, number = 1, pages =.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data Journal of Foo , volume = 13, number = 1, pages =

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.989015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 07b54641-c208-4411-ab1d-5a6e3a44a31c · outbound

This paper cites Journal of Foo , volume = 14, number = 1, pages =.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data Journal of Foo , volume = 14, number = 1, pages =

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.987155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5f8f0858-ea4f-4655-80e1-e2c5fb417561 · outbound

This paper cites an unresolved cited work.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-07-10T06:06:50.985482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 0044a335-5d80-496a-aa61-46693be8d49b · outbound

This paper cites Journal of the American Statistical Association , volume=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data Journal of the American Statistical Association , volume=

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.990689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation fad7d56b-8d82-4f8f-83ad-75a044420042 · outbound

This paper cites 1999 , publisher=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data 1999 , publisher=

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.980804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 56e79fd9-81be-485c-bb7a-b0979ade1824 · outbound

This paper cites Wald , title =.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data Wald , title =

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.982341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 32dfe5ba-d5c4-4a75-8cc5-3486cd38b62e · outbound

This paper cites , author=.

Stop Guessing When to Stop Testing: Efficient Model Evaluation with Just Enough Data , author=

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T06:06:50.983917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Pith citing papers

No inbound Pith citation observations are available.