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Paper Citation Record · LEDGER

Training Language Model to Critique for Better Refinement

As of 14 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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:46.539386Z digest=sha256:9e94ff4c10c2786fded97c9ba6f9052481815f7086eebf53912e5a2dd6df4ad3

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:a6d2f7d3ceadcdfa821f676bd3a4ccb83a9aff8430b8b9c7faa952b8177901ba

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:46.860840Z digest=sha256:5909947ee61916160b62949022cf8c66aa4e0fb38a89bc40273119fcdec05e6b

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:e5bef331122a182559c34f2f743febbe5b4c79b44ee570ea8c31adfde77d3f58

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:cba808dc21e47ff3e477ebb7fc7f756b79d84b7aefeaca4c0d94238eaa86d88f

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:46.778983Z digest=sha256:459580edce9a1c17830065c1e7cb1a2571c86caba926d1372fe019a0451e845a

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:46.939036Z digest=sha256:397b2181a10264dd2ed9c72d16f9c607a0778761b39cded94625b5d102fbc392

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:47.074533Z digest=sha256:743cbd0a440085aed4d217168eae03dd4a7555f13dbdc0060d797def231133a5

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:47.341121Z digest=sha256:230f568aad7ffdcf703cb884cb642c54c0c23280ed7cba7fcf9b1ac5e4e16e65

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:47.421826Z digest=sha256:7807bce2c29eb3279a921d76272c301181bfef6b117cc1f4d3258f517c176072

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:47.485379Z digest=sha256:4cac37604334492a042424968bc4b8d2e166ad0b599cb2d40b2b2cc5dad7fe45

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:48.001699Z digest=sha256:77c992deecfdca327f3691072b1f3e447562cdef486d17a43b04eed90776d90c

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:48.068309Z digest=sha256:1e7ba1e56a5978b781c6db1107dbe3dd186fb4b04ef33f9a672b2c31cc05c867

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:48.291474Z digest=sha256:7b3a7a4fb514490954844c34b43c1c71c0fbd3f3f29497d497ab30f2843645bc

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:48.340917Z digest=sha256:a4b50a166ceb2f4689de8d2e79e63bd6228ba520a9ae3b66442f4cb97d50308e

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:48.405691Z digest=sha256:3b57139c78febdf9179ef239be9c17bcfd8e6de17364e17f910e83eb6bebc779

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:48.481024Z digest=sha256:54b4d123094273ea457e0940785c6b7909d5953d07fdd9a2a308f6cf1e3ca847

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:48.553978Z digest=sha256:1f30b1b0d409542aece331cd3a28172367777d0ad97b71be8f2cb1269e07bd45

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:48.636173Z digest=sha256:dd42cc737bf3f9dad277091a343578da861ed567538940fb8bfedfece3d31f9c

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:48.721554Z digest=sha256:af2e9365c4bcff7d84143796b0160337aa09b561e953a44d9db28d7dd029088f

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:48.819596Z digest=sha256:676fd9ddf7f0fefee573af93d496dbc9e065dd433eeb533899382daa0c5c3a51

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:48.878102Z digest=sha256:b166654ec98a9982cbd5754647d7c1d8ba52e649330d9dd1495aec5b526f88d4

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:48.927133Z digest=sha256:cd86685f50c824053fda64541af93db1741a1108c587e992e0ce7502c6c99d4e

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:48.983683Z digest=sha256:836e901a7112d904c1dc61499f7c9b594697e51a66a43c0d70a2a305c1b9baa4

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:49.022688Z digest=sha256:d1ba58ffa51f3d21f8e96aa34ec03329a897feb92ec17e5f68751beb50c4693e

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:49.076307Z digest=sha256:e443ff828e9affe1303164013760c720f60e9cbb7fa2eb67b78ccc9d90e7a43d

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:49.123051Z digest=sha256:720e923d01c48bbcbdcf8f8b07ec6be398d23ec7e1a89df2f50a7a6895f31aa9

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:49.156762Z digest=sha256:53cf4d4c77cd51aa2b583338338adea85f904625a2cb08ba9630d13f3dbbd1c6

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:49.219918Z digest=sha256:2c1c33e782e1a783a898d16412d8bc34c3310c5058f0c39fc39f2c90eca2bea5

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:49.263894Z digest=sha256:27ecc17d9dde739142778c69efa461262a920214be0f6488df0ea775e4949bde

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:49.303954Z digest=sha256:73b7895c7b2f8e30d42007b337ade5f0eeae135f8e712943b5eea7ab44f15966

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:49.357424Z digest=sha256:73c4ca5e83230a494d6a84019b5539ed97ab08d6eaad8f9645d4768e308f1292

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:49.409186Z digest=sha256:ff6aad934ece99e1028481b664fe34324e84bf5792715c0d05b57978fbe574e5

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:49.449453Z digest=sha256:a65c8fc4cc83dde404e24085d6834041b0a3e1b30b846de9f38e49e9cb6e5025

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:49.509100Z digest=sha256:c2cf7861252100bc887f3471c424d8a8405b17567a7d188d76f2a8cb9f1ab5ba

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:49.566283Z digest=sha256:86523e2d92d0a39aec21259348ebcc9cdf5bb470256f0e588d8749655189b16f

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:49.624350Z digest=sha256:4477f961b5d5a7522048cb41365edf60bb49fa0329798c20ea05354e15fbd2fe

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:49.677834Z digest=sha256:2dd22126598294e8cb3ff48921505205ce9c43e913cd71ef6dcbccf144d1cf86

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:49.723719Z digest=sha256:7a51c9a9ccaf5a20c09ea30abaf6959b173fab715ace0e6f9a26b3f11fd39e02

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:49.765194Z digest=sha256:7ee62b5661255071d14beaa48c6fb695175ba93b2d11513d88f29ec07405e67e

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:49.839185Z digest=sha256:6e29083d2d51aabb91cb0479ce91b375a5edd7c56aaf4e425d8d1ec6f6a876cc

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:49.922282Z digest=sha256:c450a84f174493258bf296e85f639a16bdd0177242a7eb9be206b8b2aaa38e6c

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:50.001594Z digest=sha256:1d2b5485701670d0d51e667a539647ee28987be5fdcebce577b4f4a7a05761f7

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:50.096260Z digest=sha256:5b2bf8ab195b39102d3fbbe2817088ea9c4633884955ceb684f1c66dce7eec80

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:50.170200Z digest=sha256:72acf41bb362e98391f700baff706acadd778d8533fd8bbfa08c4353c07f5e73

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:50.220821Z digest=sha256:1b7d61638547e45399c130e37126ba08cec62f1ea3c37c665f6b72df5dc8913e

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:50.299628Z digest=sha256:2577f4917b709db76df4728736e9115310def9d9d5e748b17e9465f2ef5fac4d

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:50.366832Z digest=sha256:1ac4027b424eff8622517b1af03e5bc157a89094f1825f700d9b6158a20aa43c

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:50.439723Z digest=sha256:a3ab5567b9f2849762be813d352296c6ddf5c8c7b364b6969e89bb8e325ee569

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:50.505312Z digest=sha256:a7be992ddf95565ec84027359973a23608fd34f147d00501669b802599e74cf3

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:50.564852Z digest=sha256:e474c31e093b8a92cbc1bfa369840885e225ca20fb2c79ff95890b14b98a1654

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:50.621182Z digest=sha256:4b2b3d90fcd40ad68bf967a0ac7bbd31f3fbec0debf1130455869e044b0aea49

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:50.674577Z digest=sha256:a6c3b0538fb6d2417fc13d2f7cdae48341696f43910896d1d7e2a9cabccd6a64

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:50.736049Z digest=sha256:7e46bb1d819fe280c867a96a03e0cc2feef7ffe531050d6085eeb9af5582e4db

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:50.788343Z digest=sha256:8830467e823fa2578776fd9b2dbd8bc5e541a280864f2ef72e66cef3bd9d0275

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:50.845575Z digest=sha256:d4071609f48766735afd4f2bc9b552820aa194c9581d12d81ee9be788950c966

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:50.908189Z digest=sha256:67c77ff131a7c9b475306d0df213c232f469f24c3a6ce1189e44f3d8a0dc7ea4

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:50.958262Z digest=sha256:81e7ee48bb82974ecfbf2290335a43c2489e14fde5d3951dbd4026ee8111c3a1

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:51.010041Z digest=sha256:c7bdfb8d8a776353b1be17a52569617d24313f9d0a347098351c65e2504a950b

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:51.076060Z digest=sha256:35f2544334096f7cd1a8f8d38e4c1f616691383dd08216f826a8f771ad291c26

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:51.153449Z digest=sha256:3bb4fdc934b1a1931bdbc742b7440cfeb9eba67f4c91088d096c253025ddd5ba

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:51.213999Z digest=sha256:d4f39523c1ac991fca694bcda3e2aca00b24fcac30c927d47df262a5b8cf892b

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:51.279744Z digest=sha256:4dae792af6f9701ebb85835cdbf2d49ee8fe66ab296f87ad406ef5ba4b31c230

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:51.323978Z digest=sha256:8edbd23f39c6324ef2deb9958a7a3f4bccd6a4a49a0c7eca68d6ef3eef800663

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:51.386235Z digest=sha256:ba2b34bc36e8ba9b516bcba30f413b98c9de55d20999b3096aa9ac025d41b8e9

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:51.443837Z digest=sha256:226ec796a42325a86ae1d7a0334751ef78d9373dbbb56f3ffb83bcbf001b9007

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:51.494113Z digest=sha256:2f8224048cac7c6711f6ac812acc071c88b409dac97093bdb2f06451b2810e84

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:51.566975Z digest=sha256:18c4e27f7a798f9160cd86ea4a3cd0d0bba45199d60422c4dddf9bd9780f0a29

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:51.661231Z digest=sha256:c8d42c4912147b10add60b6388c1ef6b2346db6a900ff3ea81390213047b320e

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:51.696538Z digest=sha256:6d06c89a4c6f4793591c612c510c0f348e0b05859e42f7dfed63ff1995f7f363

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:51.798950Z digest=sha256:874119722ac86809cf4dca00c982a1bc0e3ee1ea19e3b97841e1693fa0c8a3e8

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T22:15:51.925468Z digest=sha256:2fdf6c577f439766b8ed7e0fb58e814915d5d7e9bf464c969ef07e6e28d162a6

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:15:52.490702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 8b34388a-137d-4ed3-917e-c65011822c7e · outbound

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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unresolved
no resolver link, observed 2026-08-06T22:15:46.151762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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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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unresolved
no resolver link, observed 2026-08-06T22:15:45.962064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 3ab88b38-73e8-46c9-810f-701ba4d8f9f5 · outbound

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

Resolution
unresolved
no resolver link, observed 2026-08-06T22:15:46.297887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 2ff8c770-7814-420d-9665-bbebcfbe0501 · outbound

This paper cites arXiv preprint arXiv:2409.12147.

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

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-06T22:15:46.035660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:15:46.035660Z digest=sha256:6bb575c03c31bbd149395b68412b367d427dfa8d76dcfe242ea580c1671f4615

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

Resolution
verified exact
arxiv_id, observed 2026-05-16T16:03:04.342387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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