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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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:03.895755Z digest=sha256:3ddec9ab1a1fcefdfa7cccdcc20e93c0160e83a3c3e4c69cfccdd75e96409960

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:04.026509Z digest=sha256:6a21dc9e4ec1cca320dbf4518142b153b1448bc7030357fab2c6647c9217474c

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:04.166963Z digest=sha256:2084d1692853a4326386d369391d0de108c9c6f3b88e8e8866584a3450b03c2f

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:04.841944Z digest=sha256:e65b97a832e18c11b2d97c1297bac0123109b9583429e59e012bccd17fa4b26e

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:04.998241Z digest=sha256:67925de608af304e192b08b0239b35f9745cb5605ef224fe9342e6688fe305d3

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:05.203906Z digest=sha256:5be9eaf09c4f9ad579058c03d3336c1d2d989f64ca3b4629e8ccfc32b791a8ec

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:05.385641Z digest=sha256:4459f04b9828123bc5c95a0f8ec7c5f119d5a1991b0fbc4f82c7569d2fad5596

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:05.609604Z digest=sha256:9cc82cde3f53c212a485628bcc4d9e3a05771e2597278b6f35ab033dfb94908e

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:05.820996Z digest=sha256:8121b5ed4f133255d9f416d8dd4ad625907371a52a4125c97a7414532654c199

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:06.262172Z digest=sha256:aebc981094595e03ea873f5fb08a1752085161cc7e99b00acdbb97de9fb27315

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:06.417476Z digest=sha256:cd6d9792390482c2e9d8f873151b75c920fc8a523cb4afb074ff93701be4eaf0

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:06.613744Z digest=sha256:90bf9e4b28b75f603afde1299cc2c26cb0f27da9cdffb4f31fcc99135a8a3a81

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:06.770043Z digest=sha256:a1ff1a7e0c218e14d4d1add495047ba22e8584f8d5aee7d989445860e98a54b1

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:06.961436Z digest=sha256:1ecd54276b1bf8284e684e86757465d42d211635b755ce9cb7705735d74086ab

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:07.195187Z digest=sha256:92f9c0d9733648ae7340dd58942504adf41e3a4f3101645d0adef8a02129c1cf

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:07.953784Z digest=sha256:1f1a26589d9ad37be77efcf5629a4f1eacd4914d8c40da18fec6b02ae71276f0

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:08.116211Z digest=sha256:3f5ecca68e7c943a5dd1a065ba2bb68171039bb6a60a3006670639df91efa25c

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:08.343458Z digest=sha256:e9d99c94e59013c3085bbb0d3249f533439e1b76d8e3ff227809b54aac4228e9

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:08.497452Z digest=sha256:9becaa0cfb5f3692d1d6273dc02016956cc5eefa2c35b2cc8127089c348d818a

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:08.654455Z digest=sha256:9688f57d8f446d81fe9ce07ec165be85ec992c10d5c7a3bd588a606b1cc40a03

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:08.919118Z digest=sha256:66a421a7910fcee56660c60f37edb97df4f7f2e7ee648bc22df663b0fc8160bf

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:09.086227Z digest=sha256:0e9b6f73cadff18bbe2022f5605bdeb3129740d8cbaf923dc61530504ae4dd08

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:09.551846Z digest=sha256:0c01a211373a2df0192dc32aebe173b3c0ebb3b0a2fe6e8ec752b12e5c121891

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:09.711286Z digest=sha256:27d88e2504c7b13daf5e3c9e0333cd0ce002db15fc50922e7237f5728b32e6c2

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:09.940910Z digest=sha256:cbe8b9245b211a80d897dc4440528e4f11339caa8db5ba908672063da015d678

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:10.095430Z digest=sha256:d667dc78accf04d69980c18ec96343ef703b4bb558691e52f1fdfac21508a7fc

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:10.293856Z digest=sha256:a2068775ebf87c9e88f253efb06a189f995a32537fff93dcd614e62d58e5f8b8

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:10.525466Z digest=sha256:9c0193ef9e1a838fa033aae6a1e259b0d85c2a7736d4f7e163b8eb0bf757263e

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:10.699489Z digest=sha256:df34f7e22cc1d1b341b55c5623f3fbaa8ef7ca9aa8bf8694606fa3d341b3a64e

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

Resolution
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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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:10.883602Z digest=sha256:7bb5709da40943ef3025607f9e639cdee609bdb5289415e26d10a81190d0434a

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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verified exact
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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:11.093935Z digest=sha256:1562f1912ad4e9e7823b8ad4eaccab4486e81544ff784969cb4607bb31cf6904

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

Resolution
verified exact
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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:11.249440Z digest=sha256:fd0a24ffe3401631ccc89e72fbfae2f5b415d8d6a25cc277dfdbf6fb8788e3bf

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:11.492077Z digest=sha256:b7f9ca975274c6fc18d633866e613c6d5f147233048e1aa781ab7d9dd00a70dc

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
verified exact
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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:11.669040Z digest=sha256:ccf8e668a6e32e7f1864ffa5a65cef54f04f43f820b0eb360eb65709d82e040f

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:11.897560Z digest=sha256:7a1500b8f97d6d33fb3250945c838164cc3fae7dd16412b07dc9b4255e67c815

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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verified exact
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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:12.056927Z digest=sha256:d9528b4123e43a2d9aa9ebcf0cc4120fdc534b8f54affe909eb2548f100ebf45

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=sha256:3962ea20231873bfe74a865a6bc16b82dc22da358dd15e5b931292988a95d34c

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

Resolution
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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:12.450747Z digest=sha256:c5bafbb71e1a9cfe5cf867f376bdef145aa0e4097c49d6f7f9959b96408ebb1c

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:12.641665Z digest=sha256:32d5099d08201042e81fd6aac95a35539bdc7f5de32c6919d5c4200d87fef84b

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:12.842101Z digest=sha256:97e2d8ec0840d04c33722c8408b0d9f22ecf6b71a45f47dc9b6c7a6d574e1732

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:13.190337Z digest=sha256:bc6d20cfefe5a2f5b2674787e58a4432f1143d1fa2210a626a3f2e6409c6b06c

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: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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:13.579210Z digest=sha256:73c6ab35970317c782a34f1a6a0a34dcaa0008ddad268259c5e3c323134deb93

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:13.831980Z digest=sha256:c92f4c6bef66a2b0a7da53f5d7ceb98f7bd144f52e2df54e9581cffbf0bc35f7

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:14.146392Z digest=sha256:6051cd0f173155746f2d3a557300fc380228b4137107c1ad98ed169e89de7121

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=sha256:112d81295ad932a8a8c203631845825501001c8a0696d63a2b53dd503bfceee7

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:14.489060Z digest=sha256:43f4f6e7dbf71067fc7490f6593d2a35bc48ce8e49f2239f39701dbf9d03a944

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:14.715871Z digest=sha256:7b31e313db1d12ed53d125e385e63b1eaaccc1747dae291014475c0297e2769a

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
verified fuzzy
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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:14.931093Z digest=sha256:13e42df56ab3eaf2ae5e800337eedd0f5046febeeb4858a4375dcac592ff0c6d

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

Resolution
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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:15.540709Z digest=sha256:cb27182276887c312f20d32b465d97dd769d8aa3223eeb79b79456566806c3fc

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:15.706443Z digest=sha256:208b80ae79e749b3ebc3759fc1d44c76c0c42b45e7bafe8d41de1c0c99b17b36

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T15:54:15.852252Z digest=sha256:22d2c89ad5a6cc674347f2705ff29d0b5a4b1e8798a2d48b0c4058f5614e7ea0

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

Resolution
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-16T16:07:54.933968Z digest=sha256:7546ae1d722d40829fdc086f3250629c8541794ce443cd00357dcc940bb562a3

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-05-12T01:31:31.414542Z digest=sha256:e6dbfd8778af823d688e5f70165dc9b90e29802a30a74817d67657861c2881ff

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

Resolution
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