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Paper Citation Record · LEDGER

Refining Labeling Functions with Limited Labeled Data

As of 20 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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:32.855857Z digest=sha256:14e440b8d52904dd0f7863dd7286d503c5e6afa9463b5243206ed8ec7136ebad

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:32.959081Z digest=sha256:c02697991f1f12861e834c730a3e0502c374017a48e5ffc76c7fc1b6d15cefdc

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:33.158679Z digest=sha256:ec812041a68f7bd20db089ab232866e57454b9347c317cfb0415f7b85e104a1e

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:33.267875Z digest=sha256:1b386dc079b6652eabcb530bd02bff5de775a4aa81634e8f56474b6faff169e9

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:33.346129Z digest=sha256:02b47b1b42b50936358556a556f36a8119283275733e81006e87af6fbf4e98a5

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:33.438237Z digest=sha256:39ca2cb4a5b0edfc36351646ef736249829034ba1b5a1ea7b513bab32188fbac

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:33.544442Z digest=sha256:56aa9624655e36f7c8bc164f6b6b64e6d5be893310032d88008e6daf1d17ef3e

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:33.623091Z digest=sha256:144bf591b6e110940bdab92775e96cf5f460318186515ffe455819e51b6c6e85

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:33.718822Z digest=sha256:bf27ebc5d1619573dd0b56222f9c3a8b99bdf074063508bfd52ac3e448148cdf

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:33.815712Z digest=sha256:d1c1e5c1b406462dda0b684bdeda72901992f8d58c67562d5373bfdf1f156300

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:33.889025Z digest=sha256:73a9ba434a146543c13634ff73820c2bdd575b6ac335bf2132af8b78f8c1f001

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:34.003050Z digest=sha256:c3e61b0c0ed05836a27d2e179f9be47bb42e964d2e57f931311325d2aca58d44

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:34.108262Z digest=sha256:9cc9740b2ae28e2cef9578d68d7f3357fa5b18ae6ac2e9753ad17f91aaef19df

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:34.180076Z digest=sha256:6b9ce7f2fa3912280d9ec4e76ecade32a97b83025efddffacdf0df39562f27ea

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:34.250797Z digest=sha256:230e114b3a31466d697d66195846451ea86450376ee5347c1820dc5a9e854920

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:34.354252Z digest=sha256:d4be18057fecf59adfd709673a146f05f36e6846e619793d4a78d71b4f3675a3

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:34.421367Z digest=sha256:78ca602900d608f1044064b86edf5ab2e8aae549d56983c202d1beb4804be487

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:34.511099Z digest=sha256:e2596114109f88cea70366316991ba1fbb4bbcb4d56de9ee38ee79b09d3afc5b

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:34.591738Z digest=sha256:cb8a152444e11ad5bff3adc09bdf8667c485fcd2efd559238bec7a7387d229e4

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:34.676956Z digest=sha256:a204e089568488ea4a9521ec912707ba2bdd7acdd11c58babc6f7715c7ba6d14

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:34.744594Z digest=sha256:eeacc4c3e8de59f30c5fc171807b40a24658c9163fe9c960b496d5c8e39264f3

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:34.848908Z digest=sha256:c01673dc1b9a6a652768c36f912fade5d116d970636dc21804f1284e44edfb0d

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:34.964157Z digest=sha256:910156d3b814c1b7152cc1df43a1fba26a21cc6d6575a97f05c25e92450d40a7

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:35.047717Z digest=sha256:ee35d9c7ec21c103535610d196e8cef6f9165421ae2327ce95c01ed7e2bf338c

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:35.131629Z digest=sha256:26392f31ca75d8d036781bfeeb179a1f75cb75dfcf767dbd795d6d246dbc3e9a

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:35.246017Z digest=sha256:0e188d4096a38afbff3cc8a18cd07981e8be9b68e8ab79d3aa3c18d2850738e3

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:35.311926Z digest=sha256:a4654a38fa6aca3f579dfdf01ab7b951a7fd7a081475d56489784e004eb5bbd7

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:35.397778Z digest=sha256:c1cef53ad90318aaaa9a5a75a87708e4d3a4ee1da04e57b9eed183d70e81247d

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:35.479324Z digest=sha256:f05f5bf1437a72b72df5ad6f8a2bad74983bf3fadf2cf37ec784d71a880e3520

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:35.659104Z digest=sha256:eab6c1a3e5d56c5c70907a69bd94674eeb48a9e25e0de15ca0c8510f13d3f4fb

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:35.762193Z digest=sha256:07554779277dec1a8c1d5bea8e97e42f1ef5db1761f5418027493e11250abbb7

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:dec74e69c7ed494aa45345b3d178ad025f661d0fd1dd32bac4d13d1ee6ae9b6f

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:35.990568Z digest=sha256:ca3e8b5ab2319c507762abedcac4c7084a9167788980d4deda1fd2252a6db148

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=sha256:481e6a3bbdf13ffadd21c12eddd46d0ceb563ffdecc11aa9de6e993c8a229ec5

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:36.177252Z digest=sha256:342deede86246d65ada20ab328c3880c507979cc41faf6520976b367df875ce0

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:36.372425Z digest=sha256:dfa0e2f0e567cac14b4992389a8ad85f36bb73236eb612ddd3c3b2b7cd2591a1

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:35.543933Z digest=sha256:5070e2f6ba22698b48146f7fcbcf59e469588c3cbb026f2a521d74fa66c21487

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T12:50:36.263390Z digest=sha256:37f47973f2fd18da79e48f8f9e5a76b909c741354bcca692395a87511ba7606e

Pith citing papers

No inbound Pith citation observations are available.