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Paper Citation Record · LEDGER

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human?

As of 8 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 2 inbound Pith citation observations for arXiv:2502.09416.

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

pith.paper-citation-record.v1
2502.09416 v2

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T21:38:59.496516Z

measured 34 of 34 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:17:46.256665Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-07T11:18:18.929583Z

Reference resolution

32 of 32 outbound references displayed

  • verified exact1
  • verified fuzzy0
  • unresolved31
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6e448a58-e5a5-434a-85e1-1b16262ec0a0 · outbound

This paper cites online" 'onlinestring :=.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? online" 'onlinestring :=

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.204352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.204352Z digest=sha256:f3ecc1c6bbb23449e9dc7b4047fb172a4287f6067ef5c54a8cdd823d4b6b8d60

Observation 6b114e9c-90ac-41aa-aded-8b51c16de9ab · outbound

This paper cites write newline.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? write newline

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.214363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.214363Z digest=sha256:b3043c37b9fb5ad9a48af2cb420baf084d856f6378e6d25aeed27e331a66e7dc

Observation 142eca42-5e3e-4ad3-a6c1-bc947ad31cba · outbound

This paper cites an unresolved cited work.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.221098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.221098Z digest=sha256:043abca27cc359c00f3e00c4b09db28d941a25fa89b143446e6eaaf5553b2b1f

Observation a137969a-8346-4a06-bb39-337057429d36 · outbound

This paper cites an unresolved cited work.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.231753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.231753Z digest=sha256:92c901a93f3efcae322e933a572ee6e18550e28caeab0504c37276369bca3348

Observation 73d3dba7-bae9-474b-a879-a43e5b4439d5 · outbound

This paper cites an unresolved cited work.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.238281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.238281Z digest=sha256:6770a40648b0ee6325409709556ef3b69816e99118289e0cd89b3fc24a54f3e4

Observation c1baa982-e629-429c-8311-d44cf421b67a · outbound

This paper cites an unresolved cited work.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.246621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.246621Z digest=sha256:d16d0570aab2cfac7797976a1579af2372dd5a5f8a99cc5acb318b9c2600fc84

Observation ed7c341d-d2ec-4ea7-8e7f-bafb521fd756 · outbound

This paper cites an unresolved cited work.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.255485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.255485Z digest=sha256:cf171032cea6b69d88279c1ba9e604f90bc8a58a66ead6e24af2171219b4da59

Observation de1a8082-f4b0-4a69-891a-cbe9588ac87d · outbound

This paper cites an unresolved cited work.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.264509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.264509Z digest=sha256:ec21a05a52af2ee1f232b3bf7241c04616ff171fc78da99c68f6c4fabd797942

Observation ea63655f-62b7-4a7f-ae78-b19d1b7c1a6d · outbound

This paper cites gec-metrics: A Unified Library for Grammatical Error Correction Evaluation.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? gec-metrics: A Unified Library for Grammatical Error Correction Evaluation

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.276104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.276104Z digest=sha256:5045f6f345449c5d94d9389ec9c2c41d518d2dd68248a0481f311b53c1218503

Observation 46f921bb-4423-42f9-85b6-60ea45735c89 · outbound

This paper cites an unresolved cited work.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.284105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.284105Z digest=sha256:5b16474040c4547add1e5f9d3afb8d32ceca8e8498e2e6661f07f9339a34395d

Observation 329c7816-2d95-4b60-aaef-c55821d71a45 · outbound

This paper cites an unresolved cited work.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.289701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.289701Z digest=sha256:a2e063cda1e800942b4302d1e5db26547d716f73d534aaecd0908a79461ae3f4

Observation f5cb2043-daf8-4ab8-b8a8-8f019252ba0d · outbound

This paper cites an unresolved cited work.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.307325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.307325Z digest=sha256:a183750c76d1db579abcca86a3b3e6d5a9f879159ff6b1f349820be316dab18c

Observation a13fc7c6-cd3c-433f-883a-8518cde3bebc · outbound

This paper cites an unresolved cited work.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.317189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.317189Z digest=sha256:6d14e2348de181e4516b2b45bd193429f64f1aeb33333ff4d8901d0951bfd2e9

Observation 618432fe-0bea-4294-b469-c50c607e3211 · outbound

This paper cites an unresolved cited work.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.333767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.333767Z digest=sha256:e91c305163e43b1ee5b2a15bcd6fd9b5bae3b4c81a87e5373f6abefa29c664cf

Observation 3dd537b4-3465-41fc-b791-005f77917758 · outbound

This paper cites an unresolved cited work.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.343867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.343867Z digest=sha256:139280b8fe2671d3218e6fc849dfbedb1a6d744cd419740c8e616d178347fe58

Observation 92bf4c58-0dcd-42ef-b5c2-8c799bc15a4f · outbound

This paper cites an unresolved cited work.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.351135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.351135Z digest=sha256:69855620ac8c073bfc240244a68d1d2c409ba797838024ec7927b16b54f920f7

Observation 5bfe1d0c-bfb8-4196-850b-28f2d5d14257 · outbound

This paper cites an unresolved cited work.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.357574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.357574Z digest=sha256:bf353ae82f0d33a824676237f6cec36df4f56c252735550d1efc8b447d6e2b8a

Observation 11ff3faf-2ddd-4554-8172-20484d3ccd85 · outbound

This paper cites an unresolved cited work.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.363885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.363885Z digest=sha256:6a0bb58ddc92e65d510d6e12d35056b2a12f51f1591eee2e4d92c1f9eb206889

Observation 95f6fefb-ae8b-4074-bece-73b6c1fb299c · outbound

This paper cites an unresolved cited work.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.371809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.371809Z digest=sha256:bd39f7f10fd557b5ab353d7a9e39b2368eda8eea65230790b7ec3fc00af50b16

Observation 7bc1f7bb-78fa-4a4a-9378-4daff4cebea0 · outbound

This paper cites an unresolved cited work.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.380794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.380794Z digest=sha256:de057464f2ebb07bdf4f2993af5f4bf6d493b20468d3cedf1c4177e88105e756

Observation c6675e89-0815-4a4a-a6d9-400afc188691 · outbound

This paper cites an unresolved cited work.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.387825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.387825Z digest=sha256:762928191dbecf22997bdf1568dff46e55e64f9a54005d9dc6b024732181da8b

Observation 5bb5bb4d-530b-4ad4-82f0-6d4145a6ad29 · outbound

This paper cites GLEU Without Tuning.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? GLEU Without Tuning

Reference 22

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unresolved
no resolver link, observed 2026-08-07T21:38:59.403761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.403761Z digest=sha256:2d99933001d5769be54780981e38980c61bb985c4a8759f185de7be16be7e6ca

Observation e657c586-1b2b-4485-b58f-72c4cc1b848f · outbound

This paper cites an unresolved cited work.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.410654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.410654Z digest=sha256:24a42adda0d208e76d53da471671d5d05540eb19b4f83dcdbd7ebf2d5a581b31

Observation b8d56141-eb39-430a-a7f2-abe2f6a08617 · outbound

This paper cites an unresolved cited work.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? Unresolved cited work

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.416268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.416268Z digest=sha256:2d2fdd1f4d94b60a190adb7e20308b9782f9f2617f911e961741e1eda57af4ad

Observation 8c69104a-eb5c-46d5-a006-bfd6ebfb64cf · outbound

This paper cites an unresolved cited work.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.426434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.426434Z digest=sha256:d600b3528aa5ebd4b4f13754bfbdaaf6154b039afe48c3b78052b62b6cd636c9

Observation 5983da04-b8e3-45dd-87d8-0ade067c5a85 · outbound

This paper cites GPT-4 Technical Report.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? GPT-4 Technical Report

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.433455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.433455Z digest=sha256:80fc3723e14a0d04d192f1bfc7253b683ca10988a101508f28399a9127db4fc1

Observation bab1ad42-ea0d-4630-a6de-1931ec8722d5 · outbound

This paper cites an unresolved cited work.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? Unresolved cited work

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.443291Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.443291Z digest=sha256:b1338c730280e697f8e3689a55227dc6b3c0d75b537cf56a02d981a4367d9678

Observation d0473703-fa93-441b-b01e-ff91120229a6 · outbound

This paper cites an unresolved cited work.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.453776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.453776Z digest=sha256:e5741da4fdbd58f5859f0de269b96baf1a63263e1f3f6263251171a9e139b9ce

Observation 1a7ee2cb-d0c0-4f07-9a9a-35e17acf1fc5 · outbound

This paper cites an unresolved cited work.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.465520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.465520Z digest=sha256:ce60faeee16f458cfc646153766fe414da1ea94dccc06ac0c11da55ff3f90262

Observation 5b1241e3-2933-4b91-b03f-34a5106007af · outbound

This paper cites an unresolved cited work.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? Unresolved cited work

Reference 30

Resolution
verified exact
doi, observed 2026-08-07T21:38:59.615013Z

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=arxiv_source observed=2026-08-07T21:38:59.474297Z digest=sha256:dcbf35ea44d43b1234770d1bb9af87e5bc89c6728737d2a0c6b7427ddc22d5fd

Observation 54e45577-f4c4-4ce4-aa3d-491435bde175 · outbound

This paper cites an unresolved cited work.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? Unresolved cited work

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.484542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.484542Z digest=sha256:6a5152b239d1642be422623f915b898dda0857871f3ec9aa978368cb68e4e318

Observation 8ade268f-9eb6-45bc-a0b4-803c95c482d9 · outbound

This paper cites an unresolved cited work.

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? Unresolved cited work

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-07T21:38:59.496516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T21:38:59.496516Z digest=sha256:c65e6dc40f7baef9bc096b8b0f30fb34b7444ff7e3c2fe2779526665661b17fb

Pith citing papers

Observation d766250f-7f69-414e-b771-ba95045112f3 · inbound

gec-metrics: A Unified Library for Grammatical Error Correction Evaluation cites this paper.

gec-metrics: A Unified Library for Grammatical Error Correction Evaluation Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human?

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-07T14:17:46.256665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:17:46.256665Z digest=sha256:f05eb7163bc590b46c737d5a9cca21cd1d60a0c1b53717ccc940ea25b1024df0

Observation 6d8ded3f-5719-4145-919c-a0516fa7a1b5 · inbound

IMPARA-GED: Grammatical Error Detection is Boosting Reference-free Grammatical Error Quality Estimator cites this paper.

IMPARA-GED: Grammatical Error Detection is Boosting Reference-free Grammatical Error Quality Estimator Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human?

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-08-07T11:18:19.018776Z

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=arxiv_source observed=2026-08-07T11:18:15.239158Z digest=sha256:e9214323d7469bd93454b0d0c72b54dc3ffd546187a9999b403474c3a0ff9a67