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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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:32.855857Z digest=sha256:7e5c9db737434e7591c6293bfe7409ebd26d1dab186b171decca869b1dbbef7f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:32.959081Z digest=sha256:a72af673862751e0242c7952c04478c5d8d1f5db2066edfc90e9ce3973886249

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:33.158679Z digest=sha256:fb84a68565400d5a249c93c899a011f6622ee1a99e73c2c377f0d17a3241dfba

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:33.267875Z digest=sha256:45804f4700550ec655955487d1a1cfb84eac4bd7586a91a6e6b4f3945ef65b26

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:33.346129Z digest=sha256:ebb6915be5d9226fc4227baa9f43c168c0d65de5e9266380532e5e091fc45024

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:33.438237Z digest=sha256:cf996a3d455f44c6c6cdcd1964d31dc3018510627916fed642680a01e09950f6

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:33.544442Z digest=sha256:77eb90fb36f4228c6be32b5210874f6198412bbd482fdf1a8c6ae0f40ad82fbf

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:33.623091Z digest=sha256:7f6ecd65332306575c327da5bcb6fcc1560da50460cd55af9f829e53f98f69b6

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:33.718822Z digest=sha256:98d0cf16b1d5715159cac6f2bd6c466602f7557ef8ac61abe25987dcccc0452c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:33.815712Z digest=sha256:57b3d150738b61219b7a27dce8c510422bc68816606317ccf85e78e85be20877

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:33.889025Z digest=sha256:cfcf026dfee9815a1b8074a635da628a5826509ceda9ec12f2d74410bd582a7b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:34.003050Z digest=sha256:60810c6d10757c9657f4fe96cf3c49984a206e7249129a6f0cfa9defd4fd90ad

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:34.108262Z digest=sha256:b1dab941a1311ad41cf9ac690286f823eea3785c35ccf77a634d7d758075ae05

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:34.180076Z digest=sha256:cb74e4a07d108aa5964c71bb0b2198d47ef1dfc38a94bcc35ea3c5db5dad0e9c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:34.250797Z digest=sha256:285983f247222a5c0ab3de87fbe804cd7f486b4253d95995026cac75f0a4851f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:34.354252Z digest=sha256:8ce734c3a7dc7c2a5ddb10c0f3fe0c995786f103193ed074db130cd881f669c0

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:34.421367Z digest=sha256:90812340de3229e6217bf11dac0cdb5d06805d13575b7d0330f09df619c871f2

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:34.511099Z digest=sha256:ecae1c0f79b4e792f7342253e3f16a9940bdbce748b1b79b18103a07b69ca204

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:34.591738Z digest=sha256:1b6817a79a93e2597478be22dea60c985b6b061ca869dc8f2ab63efd2c086eca

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:34.676956Z digest=sha256:51e07475b7d1c7f78386d4cf4190e43e7304d4436ff5cd1b6a9e4e571a51cde2

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:34.744594Z digest=sha256:a5af93548ec6cc81b8c97dd0128bcad11df44ddc167f29df4d74213ea1bdafec

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:34.848908Z digest=sha256:e9969770a904e0b6de510e62a62f8c9056786d10c76e87cc83c1e9ef7ff71cfa

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:34.964157Z digest=sha256:ae6cbed19376b39ef3bf8ee2e137f9cbb000c9d62398c7b73ff93229ceeedc22

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:35.047717Z digest=sha256:9d7140bc2b866751bc2e32f308b80400c08b6f5046f8040506482c28a3ddd3f4

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:35.131629Z digest=sha256:7b1984db4460ef0b9751c58437fea585b7dc329c45b30ab2ac4daf45bc508843

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:35.246017Z digest=sha256:dce161f62e127293ebe8ac581df71b09da5bb458adc617a1abc4b73c43f204d0

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:35.311926Z digest=sha256:7447c48a625e556e54c2e8fdfc51606f7888e1eb182b3a90ec9ac735302afd38

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:35.397778Z digest=sha256:9ca9f6cf149593c338368533f49f6afcefa165079b031e398dd9abf9159b32fe

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:35.479324Z digest=sha256:2102385856d1325c53b0a6ce2ffc8fbeb063e80bbbc1e2002ea7875f600d9891

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:35.659104Z digest=sha256:cf1b61ea3d426d953c3be536867911108aeae08538e7066003d7abdaf66f7056

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:35.762193Z digest=sha256:c21a2af41868902fdcf85d9ff9c30687ef4fe7996f70192ec0ea9bd571551b5d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:35.990568Z digest=sha256:4fdb5d1353151674092e4a51f1c8fb10b64dfd01a12a8a0c68e0fe44fec0dcae

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:36.177252Z digest=sha256:d1fddfc6833747b519aa697c3865a74668d700dbc2a627e51345f406a6e9d307

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:36.372425Z digest=sha256:ebd84a287fcd134a88a020421f49f7a16f1f92437d9389f1ac88f938be957224

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:35.543933Z digest=sha256:d40d0a7aba1628b7a2f58904445b010138a7c980703ec30e1f7fd89698770392

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:50:36.263390Z digest=sha256:ce799f1c3873c8559d336a7b4dc71390afb309c9465dc3c4fa6806a7d28678df

Pith citing papers

No inbound Pith citation observations are available.