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Paper Citation Record · LEDGER

Training Language Model to Critique for Better Refinement

As of 8 August 2026, this Paper Citation Record lists 77 of 77 outbound references and 1 inbound Pith citation observation for arXiv:2506.22157.

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

pith.paper-citation-record.v1
2506.22157 v1

Coverage vector

measured 77 of 77 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:15:52.015644Z

measured 78 of 78 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-16T16:01:48.789986Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-16T16:03:04.340181Z

Reference resolution

77 of 77 outbound references displayed

  • verified exact0
  • verified fuzzy32
  • unresolved45
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4a7f1b93-5de7-4269-b52a-c812af37db92 · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:16:01.629676Z

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=2026-08-06T22:15:46.539386Z digest=sha256:e319c271f13df4f387909016d1150e2f88cafaec0b6b03824e8edc8fd13812ff

Observation 0f089e92-f6e8-436f-80ae-9f15564f4105 · outbound

This paper cites SELF-[IN]CORRECT: LLMs Struggle with Discriminating Self-Generated Responses.

Training Language Model to Critique for Better Refinement SELF-[IN]CORRECT: LLMs Struggle with Discriminating Self-Generated Responses

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-06T22:15:46.240709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:15:46.240709Z digest=sha256:c9538d1378c17e0711477d3b809c44c1750dd8491fadabd4a2f0fe603510ce5a

Observation dc8dace0-02ad-4854-9a68-1e67b2def1a1 · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:16:01.153646Z

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=2026-08-06T22:15:46.860840Z digest=sha256:bc1a3ff6d50e0dee68d3f8ad20af0ca8167acb019d7fb6fc1b0d708c7fcdfb1b

Observation 79234ca1-a02e-4b6e-8dbe-ce4a846e308e · outbound

This paper cites Offline Regularised Reinforcement Learning for Large Language Models Alignment.

Training Language Model to Critique for Better Refinement Offline Regularised Reinforcement Learning for Large Language Models Alignment

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T22:15:46.379605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:15:46.379605Z digest=sha256:cf36271faf556d27b2c7103b6fa78440691df01b15fcfa0fe82c76013aca4062

Observation 6c5a7bbf-28cb-4268-8b9d-0e12a91e5f90 · outbound

This paper cites Self-Rewarding Language Models.

Training Language Model to Critique for Better Refinement Self-Rewarding Language Models

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-06T22:15:46.465103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:15:46.465103Z digest=sha256:afa5d49409cd93c44d3b4feb886350023eb71fabdc412a7822e4cab107e885fb

Observation 5092aeaa-6620-44ee-a32f-ad9a24021a44 · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:16:01.247061Z

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=2026-08-06T22:15:46.778983Z digest=sha256:54d60ee95a057e9b16f1b5d3211799dfb7159e6ab9916ccb1d8c4d040d137e61

Observation 6ee76c20-c87c-4bb3-ac4f-520e999cbb52 · outbound

This paper cites Suggestions for improvement.

Training Language Model to Critique for Better Refinement Suggestions for improvement

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:16:01.055485Z

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=2026-08-06T22:15:46.939036Z digest=sha256:3643f4abb960c93045c70b6bdccfa8f2ebd97404ea44ce620ad09662d11abaf1

Observation 8ed67f41-0e77-48f4-bf45-debd7f691f9c · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:16:00.871683Z

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=2026-08-06T22:15:47.074533Z digest=sha256:d9caf5054b100be937d278c94ccdb7a8f727eff399222c06e2827045f26feb39

Observation 744ddeed-63b3-45e7-b0d4-bd581d49e0aa · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:16:00.682016Z

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=2026-08-06T22:15:47.341121Z digest=sha256:3db510dca613f8698ccd72d90fc5e60416b6970b067178edcbe8e0c01cec63bf

Observation 821e7516-7a3c-410b-82ad-82ec034e8195 · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:16:00.417884Z

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=2026-08-06T22:15:47.421826Z digest=sha256:712bcbdae9a57b64091f6f8ffc53479e96f5d65c49031e2ce060f603b9b0d494

Observation 702fbb3c-fe47-4183-ad5b-60cace0f67fd · outbound

This paper cites Suggestions for improvement.

Training Language Model to Critique for Better Refinement Suggestions for improvement

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:16:00.199676Z

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=2026-08-06T22:15:47.485379Z digest=sha256:e6c8520c3546465948740479eda3a70c58abd54efabbaad9922b7947c1f582fc

Observation 23a3c9e3-af4c-401b-b423-b188955f0448 · outbound

This paper cites Suggestions for improvement.

Training Language Model to Critique for Better Refinement Suggestions for improvement

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:59.359978Z

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=2026-08-06T22:15:48.001699Z digest=sha256:298fd326e284765b472cd7636958a893b9c801139e0bafef541938721fec1234

Observation eea2b43a-63b1-467d-958f-cab5c127239b · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:59.943172Z

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=2026-08-06T22:15:48.068309Z digest=sha256:b676b439cdefe0cf981018c6ff2c1f532d6e0e09d929340ec250355b4fc4b233

Observation e6f3404c-9096-49e2-bb00-70b0b50460e5 · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:59.754674Z

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=2026-08-06T22:15:48.291474Z digest=sha256:f83c2a3fedc5cefe49d6ab5cc87bb0f719b87343a252737c45928215735d5551

Observation 8050a477-c2b0-421e-8781-37e452ea566a · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:59.571225Z

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=2026-08-06T22:15:48.340917Z digest=sha256:b897a18b52c5723a061ce721e9887167f0befa27da5fd596e0a6f9eba2678f4f

Observation 4afae6bd-1fed-49b1-a05c-e9fc1319e5d6 · outbound

This paper cites Suggestions for improvement.

Training Language Model to Critique for Better Refinement Suggestions for improvement

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:59.200308Z

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=2026-08-06T22:15:48.405691Z digest=sha256:b205d68643cd2f0de749cb49f8037174b0a94cc4b537fc4dc41cb7141e887ddb

Observation edc17512-c645-4d88-bc26-5fc6c215b0dd · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:59.005245Z

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=2026-08-06T22:15:48.481024Z digest=sha256:652fbac177da42b3f9078a94f449ca6b68bd9951989fbef02622d03f12a882c0

Observation 53c7b45b-c9d9-459f-bca0-30e7db2ff8f4 · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:16:01.423942Z

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=2026-08-06T22:15:48.553978Z digest=sha256:7a8ec6f92935e0bcb77e5a307650031dacf130dd5390031649fbc1436048e02b

Observation dbd36bdd-ce47-4cd9-9730-27e30ae5dc03 · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:16:01.325865Z

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=2026-08-06T22:15:48.636173Z digest=sha256:2dc7c2afcf5f9f5512fa70f8678745964dbc4b6bc3edf9bba39172b221f871b2

Observation 4bd86db4-d0ca-41d6-bb98-1daeac6cf624 · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:58.854677Z

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=2026-08-06T22:15:48.721554Z digest=sha256:77332fd3ab5d5563fc6db7ce0d351d0dece4a58c138ae83ec0135a566995e7a3

Observation 41988e61-8da4-4fa4-98f3-feb98e84c0ed · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:58.758295Z

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=2026-08-06T22:15:48.819596Z digest=sha256:c1866326ac222252c4eaea852edb4a9fc171c7c582ab04079a73eeb085b25b5c

Observation 0eca4be2-a3d8-4852-9f78-9aa09afdcdfe · outbound

This paper cites Suggestions for improvement.

Training Language Model to Critique for Better Refinement Suggestions for improvement

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:58.680219Z

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=2026-08-06T22:15:48.878102Z digest=sha256:6d39a3e3c6e93090bd4a2bcd1309666f9f773f668b1f50c4c262bf493cae8613

Observation cfbe84b8-81af-4cd3-9dd0-719d44b2b7bb · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:58.602561Z

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=2026-08-06T22:15:48.927133Z digest=sha256:02aa4b7c45b1e288c2cdd4f4e2a565ab71e376ffdb973bb20425d7b1edc5d08a

Observation 52e3eef3-11ed-421f-8752-5be9198dcf63 · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:58.488300Z

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=2026-08-06T22:15:48.983683Z digest=sha256:ea1f9e8a15ab908ddc9fc716e9803d330edfa96adc915e3eb037cd64cde43f35

Observation 859f60d0-79c1-4139-9a6b-e3bb594e854e · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:58.358413Z

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=2026-08-06T22:15:49.022688Z digest=sha256:1aef15d7adf73d3587cfb0a7e60bb97f80d40a3cd5d68b226af3af95c71c6e1d

Observation ea2cad7b-fc31-46fb-b4ff-a9e53c3922b1 · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:58.258190Z

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=2026-08-06T22:15:49.076307Z digest=sha256:eeeb42270599fa3629b73a6c8f86ef02ba98681bd400ea140a29d8be403c6552

Observation 5a910eb1-6dbb-4ede-8b43-4419e851acff · outbound

This paper cites Critique by Llama-3-8B-Instruct+RCO **Helpfulness:** 0/5 - The assistant's response is not helpful at all.

Training Language Model to Critique for Better Refinement Critique by Llama-3-8B-Instruct+RCO **Helpfulness:** 0/5 - The assistant's response is not helpful at all

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:58.083423Z

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=2026-08-06T22:15:49.123051Z digest=sha256:f35ac81e0fac33eaf7a95266d001feafaa1da1a22027e3f777ae7911e7fa7632

Observation 5d1ae4d7-34c2-4780-8f12-5db57ad5d884 · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:57.906208Z

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=2026-08-06T22:15:49.156762Z digest=sha256:d813c5585cc5a5d23588c8537e329b1b824e854ed9376de3b2d2cbe53dbb4d97

Observation 9e7dc420-cacf-44e9-af69-6d5b9f0c9ef5 · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:57.682982Z

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=2026-08-06T22:15:49.219918Z digest=sha256:35962837e43ce5ab5fb7cf85531aa8f6cce2a4c2a7b3c5a9bc83a617a8a7f7d9

Observation b44d3352-cd7e-49c7-b381-707931d2eda7 · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:57.481449Z

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=2026-08-06T22:15:49.263894Z digest=sha256:2c1515cdb4564be95376a00c33b03fa87de569b3f12b66c529d43ae58f117cf5

Observation 021d4327-7ce2-4230-9de9-51d5e32368f4 · outbound

This paper cites By following these suggestions, the assistant can provide a helpful, harmless, and correct response that will assist the user in making a delicious Danish dish.

Training Language Model to Critique for Better Refinement By following these suggestions, the assistant can provide a helpful, harmless, and correct response that will assist the user in making a delicious Danish dish

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:57.305082Z

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=2026-08-06T22:15:49.303954Z digest=sha256:3d0cfb823458e7c5be92ecbb2e270ade86f6798aa5fdbe6795b8d9003eccf1b3

Observation 65612544-b4fa-472e-bfc4-37395d900b7c · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:57.127330Z

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=2026-08-06T22:15:49.357424Z digest=sha256:7f0444b391db19879b0b8cebb61dcb0e375095f18e5a3a9a8b345fe69d52e12b

Observation 6e72aa32-b91e-404f-bc65-2c4c1b063d80 · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:56.962075Z

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=2026-08-06T22:15:49.409186Z digest=sha256:2eb50ea05b0bb923cb3d0db4317dd744e51c15d587085fd873aeadefa2e2183d

Observation b3699fd2-25ac-4e3e-abeb-62e0d664086a · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:56.827831Z

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=2026-08-06T22:15:49.449453Z digest=sha256:6f0cabbc99085600e6ab43c9918c498a4ecec8eb942867f27b66d300f6685580

Observation 5837c4f0-12a5-48cb-852b-13bd3c51fc6c · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:56.704312Z

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=2026-08-06T22:15:49.509100Z digest=sha256:175bb783daaa92ffd9785d136e98b552eac042ab6238bcd41378f6519e593719

Observation 1db515c2-612e-47d3-bf50-7d20cf8c51c1 · outbound

This paper cites I hope you enjoy this recipe for Koldskå l! Let me know if you have any questions or if you would like any variations on the recipe.

Training Language Model to Critique for Better Refinement I hope you enjoy this recipe for Koldskå l! Let me know if you have any questions or if you would like any variations on the recipe

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:56.548762Z

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=2026-08-06T22:15:49.566283Z digest=sha256:0e547fe37ad110c2890669662d324c2f9c752eb81d6782e393fb838b09b138b3

Observation 53a0d5a9-fac5-421f-bec0-168f2702fd87 · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:56.389243Z

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=2026-08-06T22:15:49.624350Z digest=sha256:2c89319c88582ba7e08ad7a6d4be901e1ac9c26f510e31fd2d37fc90db91cddc

Observation ceffedaa-2c54-410b-a15d-190d065fe247 · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:56.215119Z

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=2026-08-06T22:15:49.677834Z digest=sha256:441afd8758c60e99f5c99196908f92b83437d26270fcb98c94a6dc09619d8903

Observation 7b4a43f1-275e-4397-84df-182a0351be7a · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:56.126794Z

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=2026-08-06T22:15:49.723719Z digest=sha256:b8c0aba7510290cfcdf6e1017bf38a1d136d02fcb137606fa87c333060b64607

Observation 93c8f743-baf8-4b89-b97c-12c50c298596 · outbound

This paper cites on my team.

Training Language Model to Critique for Better Refinement on my team

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:56.039577Z

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=2026-08-06T22:15:49.765194Z digest=sha256:6885bf3df733e46a9207cd077b46cf7f7b6812da1becd194abb2ca631e2da0a5

Observation 5909c8a2-6092-45ae-9abb-3f022119bae4 · outbound

This paper cites It's more of a generalization about the use of steel in construction.

Training Language Model to Critique for Better Refinement It's more of a generalization about the use of steel in construction

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:55.966158Z

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=2026-08-06T22:15:49.839185Z digest=sha256:12abd446ad20799466598f478d59ab28c5a8e109fb32a26ecca9aa8116edc646

Observation 7597d468-1f0b-4007-89a3-99c69a366163 · outbound

This paper cites This lack of credibility can undermine the answer's authority.

Training Language Model to Critique for Better Refinement This lack of credibility can undermine the answer's authority

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:55.867953Z

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=2026-08-06T22:15:49.922282Z digest=sha256:0bfe4fcead038d58762b7bc7bcddafb3f8c2c288210ccff4fcbe6df6a5d3fd27

Observation 3e89f32e-5864-47a5-8a82-7e69dc8bb777 · outbound

This paper cites It doesn't mention the specific types of steel or techniques used to create the chair.

Training Language Model to Critique for Better Refinement It doesn't mention the specific types of steel or techniques used to create the chair

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:55.769789Z

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=2026-08-06T22:15:50.001594Z digest=sha256:b9cd49ad12ddd5a7936fbf04734872c836dae7f30d7b81474834bc00d468bd0f

Observation c417cb93-e445-4ef6-92c0-eb0d0ca50b98 · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:55.706308Z

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=2026-08-06T22:15:50.096260Z digest=sha256:e8c93881ef0e3b0cbef8504792b0440acdb3a2d0b36a18a0391a074c77c30940

Observation 362e72b9-e814-41e6-8c93-15838de18f0f · outbound

This paper cites This could include links to reputable sources or citations to academic studies.

Training Language Model to Critique for Better Refinement This could include links to reputable sources or citations to academic studies

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:55.602195Z

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=2026-08-06T22:15:50.170200Z digest=sha256:e2cb88b032bed8aedbc4544da9346c2801cd41c4a2b5bda4472f83fc18a20169

Observation 1cad1c60-2a45-44d2-bd9c-fcc84e1360a6 · outbound

This paper cites This could include specific types of steel used, techniques employed, or processes involved in its creation.

Training Language Model to Critique for Better Refinement This could include specific types of steel used, techniques employed, or processes involved in its creation

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:55.503997Z

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=2026-08-06T22:15:50.220821Z digest=sha256:62c1af210743023ac78e5cab5ce5267cd35afbee8fd933476ef4b430332691da

Observation c545c5b3-f98c-4f11-b00f-ded74439ce4e · outbound

This paper cites This could include specific measurements or technical specifications.

Training Language Model to Critique for Better Refinement This could include specific measurements or technical specifications

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:55.430137Z

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=2026-08-06T22:15:50.299628Z digest=sha256:f02614b0bb941fb8eb50ae93f15db3745e67af3e4eb880947271d1e671a1c744

Observation f6b885b0-e052-4e2c-8acf-d3c82b7ca402 · outbound

This paper cites how many grams can you eat.

Training Language Model to Critique for Better Refinement how many grams can you eat

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:55.357436Z

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=2026-08-06T22:15:50.366832Z digest=sha256:11fe4b93fe29ab8a6065aa75216efd2129b715bb8f0cbc1b25e10d0877264c3c

Observation 363066d0-c681-4ffa-b77b-b8a8eb4d3c87 · outbound

This paper cites The question mentions the specific values of these variables, so the code should use these values to calculate the answer.

Training Language Model to Critique for Better Refinement The question mentions the specific values of these variables, so the code should use these values to calculate the answer

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:55.251396Z

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=2026-08-06T22:15:50.439723Z digest=sha256:8ed45b4f2fdee5a44ec597db206eea00b6c20da95a947514b957620f4ad4cc33

Observation 9c518e3a-ac7f-4185-9ca1-e9ecb4dcf212 · outbound

This paper cites The question asks for the number of grams that can be eaten, not the number of grams per calorie.

Training Language Model to Critique for Better Refinement The question asks for the number of grams that can be eaten, not the number of grams per calorie

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:55.171722Z

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=2026-08-06T22:15:50.505312Z digest=sha256:653635a9a3fe54a49a6552183af9faceab20642d45fdcca60013914e6cb03dc1

Observation f35d1567-0d72-4b6c-9e69-c13970643a3a · outbound

This paper cites The question asks for the specific number of grams that can be eaten, not the maximum.

Training Language Model to Critique for Better Refinement The question asks for the specific number of grams that can be eaten, not the maximum

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:55.084096Z

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=2026-08-06T22:15:50.564852Z digest=sha256:822b53ca59cb2aa9c9e1a1eb5bfa45ab8e13b28a37d189d6696b463e6acb6659

Observation ca9eb3b5-d5f4-4cb6-af48-7479b3904b41 · outbound

This paper cites This can be done by subtracting the minimum of the daily calorie target and the consumed calories from the total calories in the 300g bag, not the maximum.

Training Language Model to Critique for Better Refinement This can be done by subtracting the minimum of the daily calorie target and the consumed calories from the total calories in the 300g bag, not the maximum

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:55.002510Z

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=2026-08-06T22:15:50.621182Z digest=sha256:f32b82e16170072a64c17de9eee15af124c4674f1ea7416e533aa23bb7590a8e

Observation b46c1255-f880-4baf-9d57-50421a38bb82 · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:54.921762Z

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=2026-08-06T22:15:50.674577Z digest=sha256:49b4735e24a6493e5908e061334deccf2a2ce9626ae723c4c6aba17e3114336e

Observation e6d24ed7-d076-4e5a-b59b-84e794917644 · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:54.847415Z

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=2026-08-06T22:15:50.736049Z digest=sha256:67a3edb2e306a1281c27a89333d3a2ed6cff7aedaa3b7eb3b4468f0655a0beb5

Observation 8b99f143-b512-41b9-beed-c8a78ffbdb9b · outbound

This paper cites Critique by Llama-3-8B-Instruct+RCO The answer provided is a Python code snippet that attempts to solve the problem, but it has several issues.

Training Language Model to Critique for Better Refinement Critique by Llama-3-8B-Instruct+RCO The answer provided is a Python code snippet that attempts to solve the problem, but it has several issues

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:54.725418Z

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=2026-08-06T22:15:50.788343Z digest=sha256:64c95286bf287a15c7a9b109b72e9168ce06caf045f9addbeca7316695027659

Observation 56d9da64-1ede-4e52-9dd2-b6e74a8cace4 · outbound

This paper cites The code should calculate the number of grams that can be eaten while staying within the daily calorie target.

Training Language Model to Critique for Better Refinement The code should calculate the number of grams that can be eaten while staying within the daily calorie target

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:54.621496Z

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=2026-08-06T22:15:50.845575Z digest=sha256:57d15a32871131c853ffde77a2320c847e049abe8540abcdf3c75bc05a61fe3d

Observation 9d295b2b-48cd-4bfe-afb9-609ccb23f269 · outbound

This paper cites The problem statement does not provide this information, and the code should not make this assumption.

Training Language Model to Critique for Better Refinement The problem statement does not provide this information, and the code should not make this assumption

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:54.519562Z

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=2026-08-06T22:15:50.908189Z digest=sha256:e656d6806383417a554e5712bb9125f89404ec08c70be6d99bfb89182fe06e3f

Observation 5839d3f7-b074-4637-bcb4-a0cb4c3d2d48 · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:54.400214Z

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=2026-08-06T22:15:50.958262Z digest=sha256:d311675805c4f083ccda551d92b61949037b408def33954ac2493b7a5dc9c83d

Observation 470d18bc-e31f-4dd4-adc7-6ab53ef5368b · outbound

This paper cites For example, `calories_per_serving` should be in calories, `servings_per_bag` should be in servings, and `bag_weight` should be in grams.

Training Language Model to Critique for Better Refinement For example, `calories_per_serving` should be in calories, `servings_per_bag` should be in servings, and `bag_weight` should be in grams

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:54.284699Z

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=2026-08-06T22:15:51.010041Z digest=sha256:4b7add0eff771b455cd16e903ed4d11fb04bc449b7994c3e3d51be7acdbee349

Observation 02b2000d-9a1c-4233-bd60-9e802520828e · outbound

This paper cites Instead of assuming 1 gram of the bag of chips is equivalent to 4 calories, use the information that there are 250 calories per serving and 5 servings in the bag.

Training Language Model to Critique for Better Refinement Instead of assuming 1 gram of the bag of chips is equivalent to 4 calories, use the information that there are 250 calories per serving and 5 servings in the bag

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:54.151179Z

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=2026-08-06T22:15:51.076060Z digest=sha256:67a40f248d546b824f24322fb399d4b4eb55ed5f83b15f9c02a64c625e493ba4

Observation 0ad841f5-412b-4010-8da5-f59377878027 · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 76

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:54.035555Z

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=2026-08-06T22:15:51.153449Z digest=sha256:64e1c3bc64c335de179018580999527e3bd23f5e68c30437657f8e396495519a

Observation 959379c2-8e31-47f8-8b0e-99057de866a5 · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 77

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:53.868184Z

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=2026-08-06T22:15:51.213999Z digest=sha256:6f4d0e34eea63adbd618e4c9e71027418843ac8ccf356efeee4c72ab0ec66628

Observation 1f70eef6-d23b-4ffc-b614-d4cc95569a41 · outbound

This paper cites Figure 10: One typical case from the mathematical reasoning task in CriticEval dataset.

Training Language Model to Critique for Better Refinement Figure 10: One typical case from the mathematical reasoning task in CriticEval dataset

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:53.751793Z

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=2026-08-06T22:15:51.279744Z digest=sha256:25990de8bb7d71672c37b84625bea2d019d3550f4cf9d750bd6f1461d11a8520

Observation 2d68980f-7673-46bd-8d5f-9aa0dd1b0d7e · outbound

This paper cites This can be done by using a more accurate approach, such as the one described in the solution.

Training Language Model to Critique for Better Refinement This can be done by using a more accurate approach, such as the one described in the solution

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:53.629994Z

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=2026-08-06T22:15:51.323978Z digest=sha256:00b8de40d311f1e5f795e12c9e317b0b98853275c363f8b4da026cf680ca6261

Observation 48a03312-13f8-43ed-b5d8-51a6cfc3953d · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 80

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:53.545776Z

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=2026-08-06T22:15:51.386235Z digest=sha256:b70db5a94a7c3af343415da67d1c49c867d8d1c358919dd2dfb7b9518bdcfd7e

Observation b13deb3e-2e6d-489a-8221-d8688d85249f · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 81

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:53.458305Z

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=2026-08-06T22:15:51.443837Z digest=sha256:e07d05f954a8059623d09aac8e717da7edb57a5a5053199e8d9b0480183eef5d

Observation d9b000c7-2d7b-4601-a645-08d91edd78a0 · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 82

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:53.358175Z

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=2026-08-06T22:15:51.494113Z digest=sha256:627d21dc66fdf28653f06749a5915fcaede273b565cccb72bcf8f63a3d6127b3

Observation 9598bb8a-8dac-41c5-8410-9903d3e0516a · outbound

This paper cites Critique by Llama-3-8B-Instruct+RCO **Correctness:** The code is not entirely correct.

Training Language Model to Critique for Better Refinement Critique by Llama-3-8B-Instruct+RCO **Correctness:** The code is not entirely correct

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:53.247248Z

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=2026-08-06T22:15:51.566975Z digest=sha256:65b4f3c07a816ad72597f3edf084d3471c3264c6ed1416a7661e5f98ba47d96a

Observation 1bb156e4-5397-4e9e-9c21-6f2682f41223 · outbound

This paper cites In this case, the problem is to find the number of rotations in a circularly sorted array, not just to check if the array is sorted.

Training Language Model to Critique for Better Refinement In this case, the problem is to find the number of rotations in a circularly sorted array, not just to check if the array is sorted

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:53.151017Z

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=2026-08-06T22:15:51.661231Z digest=sha256:36a7635c647f63dd0761d86edded94717992b60ec84bfe9e383a431a194814b5

Observation 2af08cb1-4d8c-46da-8879-bedaaf2e3143 · outbound

This paper cites an unresolved cited work.

Training Language Model to Critique for Better Refinement Unresolved cited work

Reference 85

Resolution
unresolved
raw_fallback, observed 2026-08-06T22:15:53.034523Z

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=2026-08-06T22:15:51.696538Z digest=sha256:7586277cd0901ff22641a5c7d8963aec6620fd96c1e4a1748fc7d74e9cbacce3

Observation bb05bfc8-464e-476b-a452-bb112ac6468c · outbound

This paper cites Then, subtract this index from the length of the array to get the number of rotations.

Training Language Model to Critique for Better Refinement Then, subtract this index from the length of the array to get the number of rotations

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:52.842787Z

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=2026-08-06T22:15:51.798950Z digest=sha256:1d165962afe08a338e7d42e72579a098f22f17320cca34c87a55c49a59e0ada8

Observation e4069c3a-7689-46aa-befe-e1075826689f · outbound

This paper cites You can improve the efficiency by using a single loop to find the index where the array is no longer sorted.

Training Language Model to Critique for Better Refinement You can improve the efficiency by using a single loop to find the index where the array is no longer sorted

Reference 87

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:52.662182Z

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=2026-08-06T22:15:51.925468Z digest=sha256:7906cbf710f095a04d4c5f8eda7bb916edb0271eeb8944cbafd99bcd266e9a65

Observation a1b8c2c7-d812-4bcc-ae3e-f3ab604a4a4f · outbound

This paper cites Figure 11: One typical case from the code generation task in CriticBench dataset.

Training Language Model to Critique for Better Refinement Figure 11: One typical case from the code generation task in CriticBench dataset

Reference 88

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This paper cites Measuring Massive Multitask Language Understanding.

Training Language Model to Critique for Better Refinement Measuring Massive Multitask Language Understanding

Reference 2020

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Observation 52199083-eba1-4922-bd74-1e173ef0eeeb · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

Training Language Model to Critique for Better Refinement Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 2022

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This paper cites Direct Preference Optimization: Your Language Model is Secretly a Reward Model.

Training Language Model to Critique for Better Refinement Direct Preference Optimization: Your Language Model is Secretly a Reward Model

Reference 2023

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This paper cites arXiv preprint arXiv:2409.12147.

Training Language Model to Critique for Better Refinement arXiv preprint arXiv:2409.12147

Reference 2024

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Pith citing papers

Observation b639c69f-5680-4223-a57e-df997b34bfc2 · inbound

No More Stale Feedback: Co-Evolving Critics for Open-World Agent Learning cites this paper.

No More Stale Feedback: Co-Evolving Critics for Open-World Agent Learning Training Language Model to Critique for Better Refinement

Reference 22

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