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Paper Citation Record · LEDGER

Evaluating the Evaluators: Are readability metrics good measures of readability?

As of 9 August 2026, this Paper Citation Record lists 68 of 68 outbound references and 3 inbound Pith citation observations for arXiv:2508.19221.

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

pith.paper-citation-record.v1
2508.19221 v1

Coverage vector

measured 68 of 68 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T15:54:16.311175Z

measured 71 of 71 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-12T09:30:41.159870Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-16T16:08:04.343951Z

Reference resolution

68 of 68 outbound references displayed

  • verified exact11
  • verified fuzzy9
  • unresolved48
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c84ac62e-0bd1-412c-846a-3451e5801cf5 · outbound

This paper cites Smith, and Katharina Reinecke.

Evaluating the Evaluators: Are readability metrics good measures of readability? Smith, and Katharina Reinecke

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:54:21.760389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:03.895755Z digest=sha256:1bacb90734d5f96d4b121d04eb51ab2fb68a5e58c33e07eb04f0230e3520ef83

Observation f1f7d2bc-a8d6-4ba6-8d36-6ec77e69cbd8 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:54:21.742554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:04.026509Z digest=sha256:2f173400552a6c6a585e44b161a2d7c6795e5656a7069c5db5e7e627dad5c5bf

Observation c56f374e-fa35-4303-96c7-ec97f46783b1 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:54:21.724909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:04.166963Z digest=sha256:45a9f1acee8aad0b5e9f0c9edd0b6089d4b6a1e957fa9c72542a05f9e2f3753b

Observation 50728325-2414-445c-b3b1-643d3af46169 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-05T15:54:04.319193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T15:54:04.319193Z digest=sha256:96f1f5d73dc1492bdb17e40af8c900044266643b48a22889e90f6f07247c24fe

Observation 6d0b170d-3d63-4b21-82f7-f3907d5d0394 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-05T15:54:04.483377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T15:54:04.483377Z digest=sha256:ba1619428764dd48aaaa079ef025afef5a7c5c45934d891f0c436b9a8d865103

Observation 8cd511ec-722c-401f-b8d2-8eb3102fac9c · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-05T15:54:04.697104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T15:54:04.697104Z digest=sha256:43a0ed2fea297e5c243a8f02b736e8530e2814482b01bfff89236d21cc299081

Observation e86a6ce1-20cb-4f77-a2da-c19372a7b86d · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 7

Resolution
verified exact
doi, observed 2026-08-05T15:54:18.975384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:04.841944Z digest=sha256:9ba27d16a13954036314d7cd24d152a4fa4ef007312c04e3c3f9e9f740ddebff

Observation 3294df05-4c73-40dc-8a69-bc3dfa76e42c · outbound

This paper cites Chang, and Nazli Goharian.

Evaluating the Evaluators: Are readability metrics good measures of readability? Chang, and Nazli Goharian

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:54:21.703759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:04.998241Z digest=sha256:8ad112e7883993a0f8e8d94f822ba109c64f319a997c494da33b3502d998f54b

Observation abd19a27-284b-4a9a-85b2-74b66961f310 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:54:21.687301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:05.203906Z digest=sha256:59a9fb1bcf1050368f0dbaa24aa2a84503152df6c54e741f57e21dba0cf9d5c3

Observation 8b0bd5a3-66b9-4c75-b04e-e25516100cd0 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:54:21.670753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:05.385641Z digest=sha256:3eb9cc1265665dfcb7acadbbb8d98c456392b2346ff7e142eec1f5cefd96132f

Observation b05f5731-9b64-485f-8538-87268bc96fb9 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:54:21.651448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:05.609604Z digest=sha256:67df3431a592dc6532042aa5da19665760b1848107533aeb2fb04052e8f878c0

Observation 5abcac68-b5e9-4db5-8ee9-2720d41a5ac3 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:54:21.632874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:05.820996Z digest=sha256:18f2c5ac124466fb35d4e8c5b18b6513cdac3b80a2a210cbff88b04964329df3

Observation 12a23d87-60b8-455c-9eec-78adfc044fd1 · outbound

This paper cites The Llama 3 Herd of Models.

Evaluating the Evaluators: Are readability metrics good measures of readability? The Llama 3 Herd of Models

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-05T15:54:06.097130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T15:54:06.097130Z digest=sha256:90c0cd6c35a04310dd2923637c5cc87ac9302e06727a2a657e8a169555388ce4

Observation b61ea6f6-ef2f-4f89-9f8c-c7efa0283e4a · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:54:21.614088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:06.262172Z digest=sha256:e27e9629232abfdaa2cf63091e93ee24ce22c4438100ee1f87038a6bb439b21f

Observation 30977bda-ba7c-4f66-99bb-aa5afef4b2a0 · outbound

This paper cites simplification of flesch reading ease formula.

Evaluating the Evaluators: Are readability metrics good measures of readability? simplification of flesch reading ease formula

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:54:21.596247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:06.417476Z digest=sha256:a57aafe6cf0fc8a19ef45694cd634bcf9aaad8cbd3297eb4e01de5a8584df0d8

Observation 9d76d803-e6cf-4b77-a7be-e95055073d3e · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:54:21.574882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:06.613744Z digest=sha256:deb918759e3a34fb29ba3ad60eecf6e290086efcb3ea7f793b8b871d78b94ecd

Observation 9faac8f0-17b9-4294-8c68-21533891ed8b · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 17

Resolution
verified exact
doi, observed 2026-08-05T15:54:18.627274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:06.770043Z digest=sha256:02fee2a60ac3e9f41708f1273ee6a5d54b71648854437f7bd62ef7a5550fcdcb

Observation a54c634b-bf70-4572-b4c5-e0c3310e2d07 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:54:21.553926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:06.961436Z digest=sha256:bc50a43d547949c61b696719d4224d0a2ca10634bcf21cd3e27bde13bcb717e3

Observation 6a57d116-d8f0-4bc6-bd5f-2c980b140bcd · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:54:21.534288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:07.195187Z digest=sha256:1a6fc9a4f0084c34e3861688a1cd98cb8f42bdc22fbc0e00b5a9ad1bc201e27f

Observation 3cd89f42-b9a5-42e8-9634-e7755722dbc6 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-05T15:54:07.340257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T15:54:07.340257Z digest=sha256:ef907d013253299483c848ffec133c2b45ef7312c9acaace0356d063aef2d52b

Observation 6a9131d5-a102-479c-bfa8-473ced2aae2c · outbound

This paper cites News Summarization and Evaluation in the Era of GPT-3.

Evaluating the Evaluators: Are readability metrics good measures of readability? News Summarization and Evaluation in the Era of GPT-3

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-05T15:54:07.550605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T15:54:07.550605Z digest=sha256:859fac5092f055764b541818a51b73042049b83d6ae177e52c9153c84a867aca

Observation 4c5df6ae-a8ef-401c-b6c2-331f3b5443a9 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-05T15:54:07.786014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T15:54:07.786014Z digest=sha256:64cf4e70f679bb398752f756979a8549ea406ff92e9facd54eed79cad7709da5

Observation f355dfeb-25dd-47d3-b05c-7dc01db5477b · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:54:21.511296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:07.953784Z digest=sha256:9358193053b8579d8cedfa10a1f9f6bc8eb95fa577e46768849df718b0218b78

Observation 69b50abf-16bc-4ca3-a835-8d58762327ae · outbound

This paper cites Cohen, and Lucy Lu Wang.

Evaluating the Evaluators: Are readability metrics good measures of readability? Cohen, and Lucy Lu Wang

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:54:21.490259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:08.116211Z digest=sha256:db1afabdcbd283a0d85a8ffb2fafdeca8cec0293bc51ecdab84595e04672c880

Observation 8d95a1d2-0ab6-4c5c-b08e-54f80c8bd863 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:54:21.473118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:08.343458Z digest=sha256:e25dae212cfe9b6556f60de8720e1d9942cb67731c6d298ae1fe5ddbd59780da

Observation 7c6cf2fc-8415-4bb4-972c-9d295244af0e · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:54:21.455940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:08.497452Z digest=sha256:b09df2ea37db715641a59cccbd5e35c3210a278e1f95987a50b2af53f83859c1

Observation 049f57d9-f72f-4d39-a549-b7dac131be7b · outbound

This paper cites The Use of Readability Metrics in Legal Text: A Systematic Literature Review.

Evaluating the Evaluators: Are readability metrics good measures of readability? The Use of Readability Metrics in Legal Text: A Systematic Literature Review

Reference 27

Resolution
verified exact
local_arxiv, observed 2026-08-05T15:54:20.869646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:08.654455Z digest=sha256:94f46f087bf1f471afcc86d316a7fc24126b8f1e40f5c6020cad1bd5480fc7b2

Observation 56e0116b-5193-44df-a970-47536117cdf2 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:54:21.437649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:08.919118Z digest=sha256:36b53a91c7d59c14672ba5a6532adb97f5dd1b17d31e1440fc3814627a4df4f9

Observation cde2422e-e0d3-4488-906d-7d2b512c1e42 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 29

Resolution
verified exact
doi, observed 2026-08-05T15:54:18.267903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:09.086227Z digest=sha256:8a066d3be1aeefd3ae376c0c8c35093ec54e22b7aa82f75c3cd6500685481dbf

Observation ceadf21f-891f-4763-9d1b-3a345e1cb00e · outbound

This paper cites Mixtral of Experts.

Evaluating the Evaluators: Are readability metrics good measures of readability? Mixtral of Experts

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-05T15:54:09.230181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T15:54:09.230181Z digest=sha256:18f21d9dcdf52070ae6bc9a1333a4d3fcbf1aab74bf0d758b23b87ed72f5ed11

Observation 17960eba-37c0-493b-90b0-43d4c07d3e9f · outbound

This paper cites Mistral 7B.

Evaluating the Evaluators: Are readability metrics good measures of readability? Mistral 7B

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-05T15:54:09.399907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T15:54:09.399907Z digest=sha256:03556d57bba20fb3e74e11828ebaee29b2ad75ba3fd49be197bda22440b4a600

Observation 2d57b898-89ac-4dfd-aaa3-26d4b0c34c53 · outbound

This paper cites GENIE: Toward Reproducible and Standardized Human Evaluation for Text Generation.

Evaluating the Evaluators: Are readability metrics good measures of readability? GENIE: Toward Reproducible and Standardized Human Evaluation for Text Generation

Reference 32

Resolution
verified exact
local_arxiv, observed 2026-08-05T15:54:20.499120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:09.551846Z digest=sha256:826da79c08bc7e3145bed85d7bdb06865f90ff726688c5003531584f794babbf

Observation 17ca4886-84f1-4ff0-a319-d9a0c92b39c2 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:54:21.418825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:09.711286Z digest=sha256:108c65f6744a1f8b62eb25f3cee3a896678194e36a37534467cddccc635d507f

Observation 8c448593-0356-4c89-bbef-a993cd8b14e2 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:54:21.396613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:09.940910Z digest=sha256:47688dedccd946d00794ce0ba4839ba253ccc0ce72e997a953da436eb4081b3a

Observation 7fed5a4d-abbb-4c37-b15e-5bdbe85f7bea · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:54:21.379876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:10.095430Z digest=sha256:e7e591514c280074e84e59d08caf5819eda6c25e7a3c623359532f387c9fa00c

Observation c1578a99-e678-4341-874d-b66d44b98887 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:54:21.363920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:10.293856Z digest=sha256:5252b91c06a210c16a15dffe49a0b1cc2bdbaa77d1e0059c3b5b4eb6ce657a68

Observation 3a86ce35-20eb-4b8e-809b-9a30a87b62c2 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:54:21.343680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:10.525466Z digest=sha256:5cc8f1500dcba3f2d7a891485721f0b2a3e8f4c95aa40b9e111e663516f541e7

Observation 07de047f-bd9d-482a-8c69-1d367cabd02b · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 38

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:10.699489Z digest=sha256:c0f64322323ea613a97ffe365e4c445ee4c547ce1c72f4c4677e8a46550ba882

Observation 54b6d9d9-e644-43ef-8d9d-48ed8ba20dcc · outbound

This paper cites Fabbri, Pengfei Liu, Yilun Zhao, Linyong Nan, Ruilin Han, Simeng Han, Shafiq R.

Evaluating the Evaluators: Are readability metrics good measures of readability? Fabbri, Pengfei Liu, Yilun Zhao, Linyong Nan, Ruilin Han, Simeng Han, Shafiq R

Reference 39

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raw_fallback, observed 2026-08-05T15:54:21.325248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:10.883602Z digest=sha256:a76dc6133ff85f60f368f90f2a2f24487050f647298b841dea6c13f70484b1c8

Observation c4636abe-b56c-42fa-8615-099fbd6991f8 · outbound

This paper cites Readability Controllable Biomedical Document Summarization.

Evaluating the Evaluators: Are readability metrics good measures of readability? Readability Controllable Biomedical Document Summarization

Reference 40

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local_arxiv, observed 2026-08-05T15:54:20.108263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:11.093935Z digest=sha256:6d68e11402eefacd239425ed87004878d22940a65c7eef0f306dc69b4fbd171c

Observation e05f63af-eedb-44b7-ac32-0ae70e50bc85 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 41

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doi, observed 2026-08-05T15:54:17.450963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:11.249440Z digest=sha256:5a94a245ab5762b672d79f2d3bbe99d589de74b9944fabcf4dfe6f41a59acadf

Observation 8e9706d5-213c-4d08-a744-e15f630bede2 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:54:21.302871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:11.492077Z digest=sha256:509f2aeab6e79a0fe1afdd429eb3d1646b6329e9b8a4c272cf84f30463d9eb03

Observation 53f0c4c4-79c8-4b4a-87b5-a545d71e97d9 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 43

Resolution
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doi, observed 2026-08-05T15:54:17.094888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:11.669040Z digest=sha256:62c267a51d7cce94cf51e53777d191e79fd575cd43dacd7b0396aefc66fb0824

Observation fdf4aafe-36a6-4ab8-820e-c45b4c8709db · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:54:21.285906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:11.897560Z digest=sha256:715d4cd510443b5890272015b18dfe06febd961e961822417eaebba1345f03fb

Observation 0461c3e7-5657-4f3b-996a-a60f54318a47 · outbound

This paper cites Timothy Rush.

Evaluating the Evaluators: Are readability metrics good measures of readability? Timothy Rush

Reference 45

Resolution
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raw_fallback, observed 2026-08-05T15:54:19.715828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:12.056927Z digest=sha256:9ca1c80e87bdc2b4a2eec010332ab7c4cc1d8134a40953ddd0a81a61b2039122

Observation 885f4604-2566-43d1-ac6b-ca26c0acc3a2 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 46

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no resolver link, observed 2026-08-05T15:54:12.222649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T15:54:12.222649Z digest=sha256:3962ea20231873bfe74a865a6bc16b82dc22da358dd15e5b931292988a95d34c

Observation bddb4fbf-8fb8-40b2-b07a-9e5e586d7577 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 47

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unresolved
raw_fallback, observed 2026-08-05T15:54:21.269331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:12.450747Z digest=sha256:7eb5b600426f876d46ae151b4ef727352fcbb33ca6eb5a827cbc1d25a2f36d90

Observation 019d0030-1f30-4f1e-b55c-bbb41438478f · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 48

Resolution
verified exact
doi, observed 2026-08-05T15:54:16.716209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:12.641665Z digest=sha256:4e47979b8337c6f08e54fcd26590dfba464e0443a0242aea5cb2411d65d39036

Observation 51975d07-d4ab-4222-9ecc-516fae9a99dc · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:54:21.251112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:12.842101Z digest=sha256:9d16cc9fd35e9be84a957576e3e3b21bf017fa397b86cef488d0a2c2be5f37f8

Observation 33b5e705-7d2e-4ace-9ded-4cad33737c34 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 50

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no resolver link, observed 2026-08-05T15:54:12.998931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T15:54:12.998931Z digest=sha256:8a9d7e3ecdbbaed918307645b6c7849d8f1437e6ea519ae037ad55b160f617cf

Observation f4f77e8d-845d-4e5d-98f2-0380215eb10b · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:54:21.234825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:13.190337Z digest=sha256:5ed5e4ae72e490192db5d965b48e5dd61b73f129892e1616535f6d0b59e1a534

Observation 6a594cb1-b98e-4d5f-8528-16f03b91efb4 · outbound

This paper cites Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models.

Evaluating the Evaluators: Are readability metrics good measures of readability? Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models

Reference 52

Resolution
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no resolver link, observed 2026-08-05T15:54:13.387649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T15:54:13.387649Z digest=sha256:eb3b53b373df64061e544c5dc2ffb6b8ff5c60d6764e0697b461b18f655b362a

Observation 7d33dbce-fbc9-415f-8ecd-a5ae09b5a72b · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:54:21.217517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:13.579210Z digest=sha256:d653c930d29c13ad5bf02c524ce668d5a19ebd0242bcaeb2ad3bbf03597e927a

Observation b08043fe-aa74-4be7-b0f8-0775bfe9e8b3 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:54:21.197280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:13.831980Z digest=sha256:dab00d04ceb4fd0b58c0b2e13d58c8febe98a08ea369abce1625cd5cfb672444

Observation d5963b20-296a-40c6-bf2c-dbb66a498857 · outbound

This paper cites Large Language Models are Inconsistent and Biased Evaluators.

Evaluating the Evaluators: Are readability metrics good measures of readability? Large Language Models are Inconsistent and Biased Evaluators

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-05T15:54:13.974536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T15:54:13.974536Z digest=sha256:4f6555c25a4529637b9d53be40e9b4c4cb3733758f76bd4a13499e9e63c844b3

Observation 7c10da81-58df-4bfe-8376-5a547ea70a37 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:54:21.178837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:14.146392Z digest=sha256:792d173028c536ec6ceb5239b876ae98319526540c06b68708dbcbc2f6cae0f3

Observation 95826729-6394-467f-b3dd-cdfaeac4a6dd · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 57

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unresolved
no resolver link, observed 2026-08-05T15:54:14.335099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T15:54:14.335099Z digest=sha256:112d81295ad932a8a8c203631845825501001c8a0696d63a2b53dd503bfceee7

Observation b044d528-983d-48a0-a75d-b8708d7bb479 · outbound

This paper cites Thorndike.

Evaluating the Evaluators: Are readability metrics good measures of readability? Thorndike

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:54:21.159031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:14.489060Z digest=sha256:b325bf9c95925d69b1c0263704c538b9309e2ab951363751d0e6356b93bf3252

Observation f7fd868e-b0e9-4e72-a462-a50879701f44 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:54:21.139599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:14.715871Z digest=sha256:8b0aef4200cb3ad21f62ebcb78a92c370bf65b26fce53c309be3402aa510b06d

Observation 74553b55-c388-457e-a4d8-198d60006296 · outbound

This paper cites Murdick, Devvret Rishi, Jerry Sheehan, Zhihong Shen, Brandon Stilson, Alex D.

Evaluating the Evaluators: Are readability metrics good measures of readability? Murdick, Devvret Rishi, Jerry Sheehan, Zhihong Shen, Brandon Stilson, Alex D

Reference 60

Resolution
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raw_fallback, observed 2026-08-05T15:54:21.121227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:14.931093Z digest=sha256:2d9c7d286dc840feb9e03c4d0363005552ef1a2942d8201d3102e6dd96890927

Observation dc471713-dec7-46b5-ba72-e5be6ff678c2 · outbound

This paper cites Large Language Models are not Fair Evaluators.

Evaluating the Evaluators: Are readability metrics good measures of readability? Large Language Models are not Fair Evaluators

Reference 61

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unresolved
no resolver link, observed 2026-08-05T15:54:15.102227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T15:54:15.102227Z digest=sha256:a7deda5fee052d73b47efd1726c0f9bd9075c44cfd3154b9dee7eab7fafb163f

Observation 5041ebf7-9ffc-493d-b350-d09f62b25168 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 62

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unresolved
no resolver link, observed 2026-08-05T15:54:15.338581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T15:54:15.338581Z digest=sha256:2e806f4330752775e725ae944ac5f760b15fe08dab8d7095f761231e395135d2

Observation 52ff615b-d280-41b6-a0e3-f2fcfc3ee109 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:54:21.092252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:15.540709Z digest=sha256:25ec1366ae4094f320257f4cf62a98c2cfd6544defd8ad4f59efdec4111e81b1

Observation 27b32d11-0f4e-40ab-b5c3-e80c8b4cc6d0 · outbound

This paper cites Aljohani, and Raheel Nawaz.

Evaluating the Evaluators: Are readability metrics good measures of readability? Aljohani, and Raheel Nawaz

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:54:21.072588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:15.706443Z digest=sha256:eaae0e38d0da2c1980d572350883b1ba14f6d9ba4504978e05abd07dffc4e4ed

Observation a25f8fb9-c92f-4c91-aa05-bb9217678ab3 · outbound

This paper cites Weinberger, and Yoav Artzi.

Evaluating the Evaluators: Are readability metrics good measures of readability? Weinberger, and Yoav Artzi

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:54:21.053610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T15:54:15.852252Z digest=sha256:f490c495e261359ff7cf707bb3987abe0d148f7f01b60c87d4fb7dc3014074ba

Observation 8429174d-20b1-4419-9d2c-1a5a0040f7d4 · outbound

This paper cites an unresolved cited work.

Evaluating the Evaluators: Are readability metrics good measures of readability? Unresolved cited work

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-05T15:54:15.998077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T15:54:15.998077Z digest=sha256:852939a070e736db869215ab8e629a9bfb8b1d3c21451e402a27cdc6a8b265ad

Observation c349bd76-9768-4214-a290-483999128175 · outbound

This paper cites online" 'onlinestring :=.

Evaluating the Evaluators: Are readability metrics good measures of readability? online" 'onlinestring :=

Reference 67

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unresolved
no resolver link, observed 2026-08-05T15:54:16.153238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T15:54:16.153238Z digest=sha256:e860070e3a89fda355ab7792a5f4617b921d22ef56b6c41e975edd95483e36ef

Observation a29bd08b-5473-40f9-80ac-6fe5911311b8 · outbound

This paper cites write newline.

Evaluating the Evaluators: Are readability metrics good measures of readability? write newline

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-05T15:54:16.311175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T15:54:16.311175Z digest=sha256:50f7f4b7a6e27b281870d79157b273ea3f324e7ed6679b930f38c418b2188607

Pith citing papers

Observation 6838750f-58da-45cc-b8bf-5716b2fe7236 · inbound

Disco-RAG: Discourse-Aware Retrieval-Augmented Generation cites this paper.

Disco-RAG: Discourse-Aware Retrieval-Augmented Generation Evaluating the Evaluators: Are readability metrics good measures of readability?

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-16T16:08:04.346897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-16T16:07:54.933968Z digest=sha256:6fa9e644b644d46188e1308ccba1e57d2ca5b3002c67d22df0220001e1f1b25a

Observation ebf480bc-9a34-4f0b-a17d-6e4afb798fe6 · inbound

Machine Learning Research Has Outpaced Its Communication Norms and NeurIPS Should Act cites this paper.

Machine Learning Research Has Outpaced Its Communication Norms and NeurIPS Should Act Evaluating the Evaluators: Are readability metrics good measures of readability?

Reference 27

Resolution
metadata mismatch
arxiv_id, observed 2026-05-12T07:56:27.287351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-12T01:31:31.414542Z digest=sha256:f130e43cede7e8eedf4a9c911d88b1ed8053029a2ba95353376d09470d4d2629

Observation 66e02013-af67-404b-89e4-38ab695b397e · inbound

OmniPresent: Generating Coherent Presentation Suites from Scientific Papers cites this paper.

OmniPresent: Generating Coherent Presentation Suites from Scientific Papers Evaluating the Evaluators: Are readability metrics good measures of readability?

Reference 5

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unresolved
no resolver link, observed 2026-07-12T09:30:41.159870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T09:30:41.159870Z digest=sha256:d635860a4e373e5a6076f00d7de2eb4898cc59c31252891d9c78730634a39b33