Paper Citation Record · LEDGER

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set

As of 21 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:1909.01522.

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

pith.paper-citation-record.v1
1909.01522 v2

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T05:19:14.410590Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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 exact1
verified fuzzy1
unresolved37
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5f07c260-764a-44fc-8a12-38aa0b12580b · outbound

This paper cites URL: " 'urlintro :=.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set URL: " 'urlintro :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-14T05:19:14.239695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be332188-0d96-423d-9d45-c0316ae21491 · outbound

This paper cites write newline.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-14T05:19:14.245825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ad04893-77c1-429f-a325-a1226bc4e315 · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.911880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 471e2e83-4d78-4ff6-9094-7872591c3aeb · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-14T05:19:14.256181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4e74197-75da-4989-b7a3-30b0e4f2a278 · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.892127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7f495642-86a8-4000-92e0-269644c47fc1 · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.878580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7e5cd814-881f-4e37-bb6d-05581c2e556d · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-14T05:19:14.270576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86d72f84-9dff-4141-82a7-019788e14f28 · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.859457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0a09e2b2-737c-4eac-a9e8-22aa49779d52 · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.846770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b161a5e2-127c-459b-900c-61eec1c9aa4f · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.833254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c804b059-f31c-476c-a5e5-48004bda7cc0 · outbound

This paper cites Banchs, Min Zhang, Haizhou Li, and A Kumaran.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Banchs, Min Zhang, Haizhou Li, and A Kumaran

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T05:19:14.819387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e192301b-f7b6-4cd0-9680-5ac166f31dde · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.803369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 84f5c841-8fb9-4931-8dec-593fe9cd238f · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.789095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e305edec-b4b6-4a94-8c97-8aef1e62d167 · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.775493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation bb965670-59ba-43e2-9a27-07ac1c76ca02 · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.762958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7d76f66f-da2c-41e7-8a73-2294e9df1bdd · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.750636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 45ac33dd-a993-4166-86c9-f73b1ef73986 · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-14T05:19:14.311619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f2f5392-f38c-4742-8357-2245a86d300f · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.730308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8dee1b5a-5e33-4238-b548-ee2c9a40c586 · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.718002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7e48fb5f-e589-4a53-8d40-e0c9b19d4ee2 · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.707335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation dff42587-065f-4afe-9c61-c4028ac254a9 · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.695962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f4dca8f0-760e-488b-9f5a-a740bba829cf · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.683728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e4ecb16f-d1cc-4a42-8785-fc29155ea00b · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.671544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation bfef612b-c239-4218-9ebc-a42e03c4ebb8 · outbound

This paper cites Early Stopping without a Validation Set.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Early Stopping without a Validation Set

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-14T05:19:14.346323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55a7c388-5606-4b60-bc19-53dad93170de · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.659395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 36000291-b06b-4d76-8491-6c3864f5d2ab · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.646001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6a1a760e-c017-49a9-8aa1-9d4521a47ce3 · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.633406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation cba6d6e5-4f14-4392-b417-800a4575debb · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.620923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 981aec32-984a-40d1-85af-6eff36ba8b8b · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.608128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d06d6e2c-a63e-44da-bd33-16ebdeb817ee · outbound

This paper cites An Overview of Multi-Task Learning in Deep Neural Networks.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set An Overview of Multi-Task Learning in Deep Neural Networks

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-14T05:19:14.371827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d880e622-4450-4133-b75f-72d2333a359c · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.595475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0a927048-3d27-4d6f-9a45-16898a7b8a51 · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.583013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2cd20a6c-baa8-4fba-ad5d-46a4a9a5fe0d · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.571166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 17ad1eef-28b7-4c3d-9635-0826ead5eec0 · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.557059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8d9e3576-2ee1-4b0a-bf10-94899e761304 · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.544932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f2f711da-8eae-499e-816d-47448067d6db · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.532364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4c1fb1ea-b518-49e9-bb2d-3bbca3cbf4e2 · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.518080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 81c1618b-570c-456f-a673-6e5c50b76c29 · outbound

This paper cites Diverse Few-Shot Text Classification with Multiple Metrics.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Diverse Few-Shot Text Classification with Multiple Metrics

Reference 38

Resolution: verified exact; local_arxiv, observed 2026-08-14T05:19:14.454347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d035ac10-df4d-4504-b95e-212214ee859b · outbound

This paper cites an unresolved cited work.

Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:19:14.502834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

No inbound Pith citation observations are available.