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Paper Citation Record · LEDGER

Refining Labeling Functions with Limited Labeled Data

As of 8 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2505.23470.

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

pith.paper-citation-record.v1
2505.23470 v2

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:50:36.372425Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

39 of 39 outbound references displayed

  • verified exact5
  • verified fuzzy13
  • unresolved21
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c328f287-2479-4a2f-82fc-4824113ae5ae · outbound

This paper cites an unresolved cited work.

Refining Labeling Functions with Limited Labeled Data Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:50:43.334514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:32.855857Z digest=sha256:9e9fb0c589f210fdb0a4e66d632c9abf917957cd01ce62dbf0ead49fc7b3ee79

Observation 877a1e61-0dab-4e8a-8a8b-aeebc8c2df3c · outbound

This paper cites Almeida, José María Gómez Hidalgo, and Akebo Yamakami.

Refining Labeling Functions with Limited Labeled Data Almeida, José María Gómez Hidalgo, and Akebo Yamakami

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:50:43.108976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:32.959081Z digest=sha256:c309bea21fb0f31f14cc310b1e3cf8e90bdc947979b288ed90b12414441ee66b

Observation d33f7d3c-14bd-4919-a3a2-1827f24a3d4e · outbound

This paper cites an unresolved cited work.

Refining Labeling Functions with Limited Labeled Data Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T12:50:33.061538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:50:33.061538Z digest=sha256:0e3e43288049ba52b6e6e7044394a41a3be82282cf2fdaf0b5d807bbfc157b65

Observation e56352c2-57b4-45e3-bce9-1a84b4c03c24 · outbound

This paper cites an unresolved cited work.

Refining Labeling Functions with Limited Labeled Data Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:50:42.881537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:33.158679Z digest=sha256:7d6c737359cf6c8de2b293eeeff3519d4b6a973a57d2bb09d100457ff55e9b08

Observation 38c2b577-fcd9-414e-ade1-d04a7d8d5a49 · outbound

This paper cites Optimising Human-Machine Collaboration for Efficient High-Precision Information Extraction from Text Documents.

Refining Labeling Functions with Limited Labeled Data Optimising Human-Machine Collaboration for Efficient High-Precision Information Extraction from Text Documents

Reference 5

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:50:37.330129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:33.267875Z digest=sha256:954e1d1d5dc7d435a054ddfbb5b709da9af81f8f99eb4df5834fa67f1a109d98

Observation 2617c675-b21c-416b-b60e-d8a37f5295d6 · outbound

This paper cites Wallach, Jennifer T.

Refining Labeling Functions with Limited Labeled Data Wallach, Jennifer T

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:50:42.666690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:33.346129Z digest=sha256:e3bfef775c265c896b02ed23c675a575aa330bdccc99f0d78c5e3313d56a7ecb

Observation ca41cebc-adfb-4bd7-ab15-d2832fc00798 · outbound

This paper cites Lai, Roopak Sinha, and M.

Refining Labeling Functions with Limited Labeled Data Lai, Roopak Sinha, and M

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:50:42.420267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:33.438237Z digest=sha256:6f2d327c1b67f288bef470b04992ce2208101e415f84c6123ce217e3bef9c779

Observation 673ee42e-8a69-4f90-ba98-83eb88bc41c6 · outbound

This paper cites an unresolved cited work.

Refining Labeling Functions with Limited Labeled Data Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:50:42.221417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:33.544442Z digest=sha256:8400ef289957971f682fd00351bcebdeafc6d0631f87b5f2d7e1201146e53d5e

Observation e27e81bb-2968-4b5b-9b8b-6f611f9dc46c · outbound

This paper cites an unresolved cited work.

Refining Labeling Functions with Limited Labeled Data Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:50:41.996736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:33.623091Z digest=sha256:ac1ae591bb1cfeaed7ee38abcf37fd82caf82c153754cb820bdc3b9728d7af45

Observation 77459ee7-44cc-40d0-a56a-19c34ef18246 · outbound

This paper cites 2008.Linear and Nonlinear Opti- mization 2nd Edition.

Refining Labeling Functions with Limited Labeled Data 2008.Linear and Nonlinear Opti- mization 2nd Edition

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:50:41.745138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:33.718822Z digest=sha256:9a63d8e6dd6d9d7947efa9cd257e78398e9f00543009c42a5520cb7a2773f44f

Observation 086243de-392c-4cea-b898-8a1bdf324282 · outbound

This paper cites an unresolved cited work.

Refining Labeling Functions with Limited Labeled Data Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:50:41.589571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:33.815712Z digest=sha256:fd03d211ebf84caeda7ea0a284200ac9e65e12df0e2d83a7becf2ced9e9fc59f

Observation c0a2a252-f6f6-4bd3-8c6c-6b73bf5adf87 · outbound

This paper cites WeShap: Weak Supervision Source Evaluation with Shapley Values.

Refining Labeling Functions with Limited Labeled Data WeShap: Weak Supervision Source Evaluation with Shapley Values

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:50:37.107721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:33.889025Z digest=sha256:87fcbe3e935f432ef8f9960c312bbff8fba4e633f46a64078aaac56b9f962d08

Observation 96805446-61e2-40ea-a702-8c8a7d3e979b · outbound

This paper cites an unresolved cited work.

Refining Labeling Functions with Limited Labeled Data Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:50:41.391956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:34.003050Z digest=sha256:26f486dfcfb9cf1f1d49e9577e6f2f5fca2bd89a486844bfd4e4b84ed46239f3

Observation 662c6b80-9b64-4506-baa7-aa53729c973d · outbound

This paper cites an unresolved cited work.

Refining Labeling Functions with Limited Labeled Data Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:50:41.231129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:34.108262Z digest=sha256:876a5b77cce3802b4108a750a8d36cac52a3aa830a48f888e4fb267664cbcbe9

Observation 654e25ea-35c1-43c2-bad5-4824b3fed7e4 · outbound

This paper cites an unresolved cited work.

Refining Labeling Functions with Limited Labeled Data Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:50:41.044265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:34.180076Z digest=sha256:fd1241aa6869942cddfeed2a53dd2761031530a63c23b7a3ea133b6f67163a5b

Observation 3eaf2536-1385-4b90-b751-c4501981a9e1 · outbound

This paper cites Kotsiantis.

Refining Labeling Functions with Limited Labeled Data Kotsiantis

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:50:40.847890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:34.250797Z digest=sha256:0bb6fd8226636427073505903e86d545f63c19e2df31abb0fd71b532cc69b353

Observation 50e31e35-8602-466d-8388-77615217d841 · outbound

This paper cites an unresolved cited work.

Refining Labeling Functions with Limited Labeled Data Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:50:40.685275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:34.354252Z digest=sha256:fcb74e470d4ff6dbd761857249a7450bdca058a1c93710a6aa80b520cf945fd5

Observation e27a1596-cce2-4a19-9069-33c98d814eb7 · outbound

This paper cites an unresolved cited work.

Refining Labeling Functions with Limited Labeled Data Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:50:40.474075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:34.421367Z digest=sha256:8266eb591f293456c1efcfea8b57a37f0be82cf0995b2488e27324f9c41c6cba

Observation 17daf73e-1f6d-4b82-a419-5f348e112b1d · outbound

This paper cites an unresolved cited work.

Refining Labeling Functions with Limited Labeled Data Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:50:40.300958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:34.511099Z digest=sha256:cc6f2ded736a475d3ebf32684817e0a541d35bee5a95477631af6319ac79f12e

Observation 38a358b7-7700-42e2-ad72-705a6c8fade8 · outbound

This paper cites Maas, Raymond E.

Refining Labeling Functions with Limited Labeled Data Maas, Raymond E

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:50:40.080073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:34.591738Z digest=sha256:42c3e936040c7e1a5a099e73dcc9314e9ec442b54da04fe7c6ed18beda7de8ec

Observation e32e9ccb-f835-451e-85fe-29bfb51eaf54 · outbound

This paper cites an unresolved cited work.

Refining Labeling Functions with Limited Labeled Data Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:50:39.938851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:34.676956Z digest=sha256:5f212db6024e3ebcdbdfb8d2191c602bfbc6f5299bff4b07b7890cdadb20c6d9

Observation 0f540d5e-375f-4c50-96e8-221cdbbdeb8f · outbound

This paper cites Northcutt, Lu Jiang, and Isaac L.

Refining Labeling Functions with Limited Labeled Data Northcutt, Lu Jiang, and Isaac L

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:50:39.716547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:34.744594Z digest=sha256:7cfaee8fd249cc63d4119f13a7c7e35ddfe66e807a6d34d6226447032635f992

Observation 1dad5b0b-94a3-4dde-ae8f-f347e11806ac · outbound

This paper cites an unresolved cited work.

Refining Labeling Functions with Limited Labeled Data Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:50:39.517501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:34.848908Z digest=sha256:6e0536019caafbceecfa7c6f15ab67fb68aeae11176a9d144a518d20ff1fdd87

Observation cee43d29-773a-41bb-9c97-e29757d0974d · outbound

This paper cites Bach, Henry R.

Refining Labeling Functions with Limited Labeled Data Bach, Henry R

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:50:39.303413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:34.964157Z digest=sha256:b51dbafb2c2cf2d98a184f288c5c97bb2131cebf8fb13b2ac7eab3c11661006d

Observation db284445-e560-4006-b6c7-3d665d1fd97c · outbound

This paper cites Ratner, Christopher De Sa, Sen Wu, Daniel Selsam, and Christopher Ré.

Refining Labeling Functions with Limited Labeled Data Ratner, Christopher De Sa, Sen Wu, Daniel Selsam, and Christopher Ré

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:50:39.132698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:35.047717Z digest=sha256:c2ce531d5b00c98f287530f6ca66adb2860078e42dd4c5d2f71e8f85f5af3e5e

Observation ac2ff882-2587-40a3-9b9c-2c84dfda60ae · outbound

This paper cites Ilyas, and Christopher Ré.

Refining Labeling Functions with Limited Labeled Data Ilyas, and Christopher Ré

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:50:38.977112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:35.131629Z digest=sha256:ceaac4902f95fa0018a4c55b4079e55fc5a4005468498cb4d44e6cbff9bf79bc

Observation 33c8f369-f587-495e-a86d-4a8f80869b3f · outbound

This paper cites an unresolved cited work.

Refining Labeling Functions with Limited Labeled Data Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:50:38.841314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:35.246017Z digest=sha256:7b35a23c21fb0d263635a54d229008fba135a763077108a77c692a1129781877

Observation 411b014f-39ec-41a4-ac67-7c312354e7c7 · outbound

This paper cites ULF: Unsupervised Labeling Function Correction using Cross-Validation for Weak Supervision.

Refining Labeling Functions with Limited Labeled Data ULF: Unsupervised Labeling Function Correction using Cross-Validation for Weak Supervision

Reference 28

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:50:36.921301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:35.311926Z digest=sha256:2bee4bbb5ecaba71d5271fc5873ecc852eefc8f5b80a3d50675d4d29ede184d3

Observation faf75e72-ad25-4ed1-92be-bb0c6368615a · outbound

This paper cites an unresolved cited work.

Refining Labeling Functions with Limited Labeled Data Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:50:38.628113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:35.397778Z digest=sha256:0ffb5d9255287f0c5ffa53b937d6755e7342b4acba776c8dc156769a1291a4b3

Observation f022cc1e-0768-4dc1-a608-e10f291e786f · outbound

This paper cites an unresolved cited work.

Refining Labeling Functions with Limited Labeled Data Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:50:38.440392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:35.479324Z digest=sha256:9f3cf17167fcd66ca4c720df5ddf557cc5aa5adc49b7f253d94474b6ffda28dc

Observation fa4ebba6-88bb-4966-9e05-5c197276fb0b · outbound

This paper cites Alfred: A System for Prompted Weak Supervision.

Refining Labeling Functions with Limited Labeled Data Alfred: A System for Prompted Weak Supervision

Reference 31

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:50:36.696336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:35.659104Z digest=sha256:61df61f9bca4308f85877aa9229c3d8f7ce6d360652f9b54dbfe682797ea847d

Observation 07cc6510-2e6d-4b9f-a543-cf889612019a · outbound

This paper cites Fine-Tuning Pre-trained Language Model with Weak Supervision: A Contrastive-Regularized Self-Training Approach.

Refining Labeling Functions with Limited Labeled Data Fine-Tuning Pre-trained Language Model with Weak Supervision: A Contrastive-Regularized Self-Training Approach

Reference 32

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:50:36.534854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:35.762193Z digest=sha256:130e0e07230056cb915e789ed4e3d4c1b240afc91513f91c555a7b7044f7a39a

Observation 786d2e69-08f7-4803-a8d8-e065e40912eb · outbound

This paper cites A Survey on Programmatic Weak Supervision.

Refining Labeling Functions with Limited Labeled Data A Survey on Programmatic Weak Supervision

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-07T12:50:35.903602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:50:35.903602Z digest=sha256:053643464642d9b234b4855bc84873cb44736af0dfddaef0c3e9b6bfdc79e4f9

Observation 91977a06-2674-4463-96cb-241010c87b39 · outbound

This paper cites an unresolved cited work.

Refining Labeling Functions with Limited Labeled Data Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:50:38.053083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:35.990568Z digest=sha256:cedf35540c87b39e7ff21f43b2b31a073dfad02f144ae8ce67ab948667461e41

Observation ecd9e82b-dbee-451e-a4a2-2a06ea9f270e · outbound

This paper cites WRENCH: A Comprehensive Benchmark for Weak Supervision.

Refining Labeling Functions with Limited Labeled Data WRENCH: A Comprehensive Benchmark for Weak Supervision

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-07T12:50:36.061047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:50:36.061047Z digest=sha256:1f9a814138daf05a1a6a269f19d79b2ad841f66e421ae64adcebd14d887b6def

Observation dae6110c-1154-4e5b-b1b4-183e9b6c0735 · outbound

This paper cites an unresolved cited work.

Refining Labeling Functions with Limited Labeled Data Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:50:37.911170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:36.177252Z digest=sha256:9115da43534281af3d14a947011e981f338a8ff10442e07c776f7bceda715c5a

Observation 29172865-a106-4f15-8107-122544943314 · outbound

This paper cites separates.

Refining Labeling Functions with Limited Labeled Data separates

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:50:37.563811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:36.372425Z digest=sha256:d5696a8d9e84c9fdc0a43cc19ba65f0adf2a4bedf5ec91bb5ccdd57f70bf39d0

Observation 0e88400e-a755-4f80-8cc4-eea8eaa675fb · outbound

This paper cites InEMNLP-IJCNLP.

Refining Labeling Functions with Limited Labeled Data InEMNLP-IJCNLP

Reference 2019

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:50:38.250235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:35.543933Z digest=sha256:ff06aafd08b585c89d9627fed22d05891ee5727325ba0075762a4244ff2d154d

Observation ac645bac-e8c1-4d8d-b560-0b9c5dca7683 · outbound

This paper cites In2023 IEEE 16th Pacific Visualization Symposium (PacificVis).

Refining Labeling Functions with Limited Labeled Data In2023 IEEE 16th Pacific Visualization Symposium (PacificVis)

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:50:37.732027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T12:50:36.263390Z digest=sha256:ea82171acd9046ffb71d90a388e6bf07dcc0738c0c16451cd9d777a09d19ccab

Pith citing papers

No inbound Pith citation observations are available.