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Paper Citation Record · LEDGER

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

As of 19 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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:03.895755Z digest=sha256:a552c9363e00786d0dd62f38461c7ae3384e79f0b0adfdd3f7bf009294e7c65b

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:04.026509Z digest=sha256:30cb3e3974098bdfa008e104c6a54d6f9d4cc5035fc9137cd3911a590a65c34d

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:04.166963Z digest=sha256:dfc41bcd1daff47c234a28d6b49e3999ba63997a7006fb808038bcd253eaee60

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=sha256:0ef36344ef949f36e6fd26ad9483e4901977b2161725248dc2859d40eacc4163

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=sha256:016e10ac7f5edeb8798c83ed159441a754e149c13b49c7b5f5e654653e3f6aed

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=sha256:58cd342a76fbb0cda20d06e0c01bf5a12fa22a26b0368745903719194e8aed5d

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:04.841944Z digest=sha256:c2452bf202ad212c16b0176fa53d789ed6d2e7b425b498a0e478dce463b7eba7

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:04.998241Z digest=sha256:a056a2271562f1bc659dba1e4c99c9f86273a2b258b42af2efa7f3043320b90e

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:05.203906Z digest=sha256:146c810e5c20ec50183e554049b28a7e6910ce8ebf5dcea3d87f12e737fc0690

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:05.385641Z digest=sha256:b20c7b907b2b4fd2ba27e38b7970e7bd692d2d9898fe957e744d225b25e9fb25

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:05.609604Z digest=sha256:34f42cee4ee7c5a3e180f3f2f0b77b9be8c4032b78a2213c37f5238ee1fa05e6

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:05.820996Z digest=sha256:6a0d88434d05b4439bb0f36eb770aa4b5164e2c59c3881f4bb92c791385df4fc

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:cda3dbbc6afa295636b6768b10db9364f31880a1d45d8af82db2357c0928222c

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:06.262172Z digest=sha256:77b3445d5b7fe06a1e8e90add9de29a70537fe4561d8201c7ca0d88797c476c6

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:06.417476Z digest=sha256:634f013b7be5e60088347dc7bd5b5401f3e6c3a31e59d0a5890ad5f8987e760f

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:06.613744Z digest=sha256:462ebe1eab23bd587d7a656abe4822e4505798c909b2bad3152e87ef73b76304

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:06.770043Z digest=sha256:7fcc6db6a9c9b32a9b38593b39a9e4491fbf8fa24672e32020d5d8fbd8358a8d

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:06.961436Z digest=sha256:72ddcd74e53c96150372e9261ec62c7ae5fa006584dc99e5f65b7ae301c50e33

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:07.195187Z digest=sha256:b1b1621bc74ab65950597fa613a7ef385264937a1da235366c9c0fc2f678df9c

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:d4a1d4435278538f32731d1d9a2bcb36b312d29603d929cbfe6822a7ca44be07

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:ae278213de7238fa9e6ebbadd86ad9f9da99c68055acd020bbdf47a5202ca15e

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:e0a74c816d43b839a7a371bf8f172e4b9249f45c7f8d400cfb0895120920e7ad

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:07.953784Z digest=sha256:088dcc5a18e4c61f4e71fad30571bd78de7de76162530336af4750ed589d073c

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:08.116211Z digest=sha256:f5f4af3c69ec69fa18d8f8e21dc5bda42124edca5d9b81d94d3571093e181a02

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:08.343458Z digest=sha256:1b30c504f5f043687d287a28048d193047c1e85d1fc9fde5c364b7f2aa9b068e

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:08.497452Z digest=sha256:41c0ce31483b6575a4d28a09fee7b9241b5b6153a0c6638fa8c3528d196bda84

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:08.654455Z digest=sha256:9de5ccb51837216ed4cd0c2c0843dcb1857a5c15eef932d912b7cc648594b1d8

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:08.919118Z digest=sha256:6245991def89cf33227f3566006a89cb9cb7322fb136605b3ff0483cbc6c94a8

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:09.086227Z digest=sha256:3ae0b2994248919717d2a8e29bb9cd5c3c5e7943efa3cd7f09e617b9ed43a5e3

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:be4ed3f792b99368395b76adccc9be35cfc0bc63c84fa43c2e28d2a13f69f205

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=sha256:82227eb78cbe5a1ee50780a22a8897257054b52bb591148d4f5c95869d8cb624

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:09.551846Z digest=sha256:b3843f5ea4d8140332ecd72e8c6826030c2717d99f7936ede7bdbd667e3c486a

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:09.711286Z digest=sha256:d086d37009ac3a78119e41180a660ee61d2e3a96d2dc2f4b66e51f27feb41f36

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:09.940910Z digest=sha256:02d6db07cc4aa8163f99b5cff3a9df1f835b85c41a93a3a7683d41a153c8dd47

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:10.095430Z digest=sha256:88797b3a67bb983dc598b937accbb20c77e174e9c490b5fe407ce61c0820a531

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:10.293856Z digest=sha256:1b485d33b130aba67d19a7281bb474b13e9bd9aef918663a115a15424765a940

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:10.525466Z digest=sha256:cac7520af71dc7598c5630f520382eb4881264d6228a6532730dc5a561377d5b

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:10.699489Z digest=sha256:2ebe02ed6205cbb1258df3cb69b5e4ee00d6804cacff38d8127a6dea901811d0

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:10.883602Z digest=sha256:1f7d39af24105e8f4b83ebd4a466f2ce39eb22f103cac80621b4d84d7ec862ff

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:11.093935Z digest=sha256:b77e2526457eda8cb4f66651e8c9cdcdb242abcdb6a053d8805b12a79cd8ac58

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:11.249440Z digest=sha256:827a2981498fc1a9c90e4a3ccd1a209a18989471280e71b9fb4266c98f4991d6

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:11.492077Z digest=sha256:fe9f7831d603854dc25134b6ef8aa783c33d61c17c46d32859e5d3445cdcf08d

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:11.669040Z digest=sha256:3992452380a26edfdc3e4bbc18dd4549c9af29c90297e223fdbe2281ccbcb817

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

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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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:11.897560Z digest=sha256:7a2500065d860f75abe9e52d2eba72e289ecb201e2bb9ed8c9d1883a87914f57

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

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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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:12.056927Z digest=sha256:43894bf3d00e2119dc32869e9dda7483227ae34ba9344bb5d4e5d24a7c249121

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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unresolved
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:e81d40e1b792391f9485baf6a3687fa42fc95d60e586b33bec7c4b1cb9b118c8

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:12.450747Z digest=sha256:501322c85fd2084d3e00d8fccf9fb052dc8b792cb3a3bf5963358ea9b7c38c06

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
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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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:12.641665Z digest=sha256:0d92ebf6d76ae67695f0692f87e98db29efa38bb53d861843af25598f4849db4

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

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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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:12.842101Z digest=sha256:027c4f6cecb92e422cdec43f4162e718670c774776ac8197b6d04cca8b07b2e9

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=sha256:00dbf46f50233617b18d058ef877d58cf468098d49d7e0675976ba49b93f0cc9

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:13.190337Z digest=sha256:f49ac1daa3b625ec22ade45d4e12515164398920ae23fd1855813d4089d428cc

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

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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=sha256:56d5b9068dc5f62105120bd241c8b3a527ad890f3adc6e08bfb4bf2b251b8c47

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:13.579210Z digest=sha256:a40e15d887f67163e1c3df359faa7733bcefc94ab1fee52819deb2e69919aac8

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:13.831980Z digest=sha256:cd8b27e70adc23615982b165fc004ddfdaf85e7278deb6064700307f73508c12

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

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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=sha256:8131873111c5b083d6e6f0228e4f88ff9995b88c53bb41d6802280c1a999b9c5

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:14.146392Z digest=sha256:0f58e1b3de708ed24e435bfec3be9ae52085e4bb9c51f2801b38a1029fa88334

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

Resolution
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:ee833766a2dc47c543b9a12907ad73472a95064f531d78cde3e2dbd0d14b22eb

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:14.489060Z digest=sha256:3de272496c63e91dee92000e5b42a77cd0ade2cb72608a5219a5b0522a92c4e3

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:14.715871Z digest=sha256:768e552aa2153603a57e9e385b92c4b23fc208987110a358fa5baaccb9b5fd4b

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:14.931093Z digest=sha256:8b59b43d3cd2dc6d821dd5ec7549491e456ce4893f194d322b30425c4b88264d

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=sha256:0d6d90483a236f18f95e873f6e3c9b8501fae587cb808ceb932126ceda1b61f9

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:f7309443a997e95c44018692d2984fe801719384d3d24afddf862cf47ff395ec

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:15.540709Z digest=sha256:84dcb9326e75b73d369fc2c04231a359d84ebc1969f9f0a4b6ed0be986e959d2

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:15.706443Z digest=sha256:25ec9b429dfe4a62296cba3aa746742f1b2dfaedc2f98cffc0a00b3f6a0ca158

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

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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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-05T15:54:15.852252Z digest=sha256:af363233ef95954bd56483b5b7fede7127ef2d49d17be2f3a434b75a481dfa2e

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

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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=sha256:67ed4e523eee94ccf048c22e9e2f9397910d314aa328555ce754072e88ebe8f0

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=sha256:9cadc8e2b53300277793803a670c93c5bc4651ca46c6e72eb4f63ec184d3c06d

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

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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=sha256:8587669505d9aa840ec75d5c24ddea63164f1e1bd6332a2dd35a617e823df4d1

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
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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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-16T16:07:54.933968Z digest=sha256:97ad67df116895b8e31a433d17dbb8d54842fe7418a2fdca94601c41f17f1973

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-05-12T01:31:31.414542Z digest=sha256:7e94575a1e6659767731a6cc58c1a55ee6b8f2187c9109268bdcf1f8cd99cafe

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=sha256:30e6f083829f9249016a91b54ee5a56ca2108c4e7cb20d37ded7cd868b7cc259