Paper Citation Record · LEDGER

Mutual-Taught for Co-adapting Policy and Reward Models

As of 19 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2506.06292.

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

pith.paper-citation-record.v1
2506.06292 v2

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:53:39.945503Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

40 of 40 outbound references displayed

verified exact0
verified fuzzy1
unresolved39
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0e259bdb-1853-4f76-84aa-ec5ff05cb212 · outbound

This paper cites an unresolved cited work.

Mutual-Taught for Co-adapting Policy and Reward Models Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:53:41.252199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 59f42dc6-7d9c-4be1-adc3-97899f90b612 · outbound

This paper cites an unresolved cited work.

Mutual-Taught for Co-adapting Policy and Reward Models Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:53:41.220394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f3f9575d-4960-4351-974b-6d1dd7ddc3d3 · outbound

This paper cites an unresolved cited work.

Mutual-Taught for Co-adapting Policy and Reward Models Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:53:41.161019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 978bf97d-65b1-438b-94a4-ab59511d346a · outbound

This paper cites an unresolved cited work.

Mutual-Taught for Co-adapting Policy and Reward Models Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:53:41.148198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a1381f10-04b2-4af2-ae1a-e2b5632dedf6 · outbound

This paper cites an unresolved cited work.

Mutual-Taught for Co-adapting Policy and Reward Models Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:53:41.132737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8a67c46b-6cbb-4da8-906c-726a865b6ef7 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Mutual-Taught for Co-adapting Policy and Reward Models Training Verifiers to Solve Math Word Problems

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T20:53:39.400888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a44d61a-c70d-4648-b021-b38faf6ebac7 · outbound

This paper cites an unresolved cited work.

Mutual-Taught for Co-adapting Policy and Reward Models Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:53:41.101716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 28b5ae49-fd87-46da-a06b-728da4083026 · outbound

This paper cites an unresolved cited work.

Mutual-Taught for Co-adapting Policy and Reward Models Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:53:40.967376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b71dc55c-33ca-4308-a853-269496bca3d3 · outbound

This paper cites The Llama 3 Herd of Models.

Mutual-Taught for Co-adapting Policy and Reward Models The Llama 3 Herd of Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T20:53:39.467713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1e7c4d8-2c34-497f-b0bb-7a57312fd4e4 · outbound

This paper cites an unresolved cited work.

Mutual-Taught for Co-adapting Policy and Reward Models Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:53:40.919735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b7c67607-e814-42c0-a8e0-af4837770113 · outbound

This paper cites an unresolved cited work.

Mutual-Taught for Co-adapting Policy and Reward Models Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:53:40.905940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d5103b4b-4463-4aac-b4bd-6b3cdf90c96a · outbound

This paper cites an unresolved cited work.

Mutual-Taught for Co-adapting Policy and Reward Models Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T20:53:39.556303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e33448f0-f078-42fc-90be-c542b2e24317 · outbound

This paper cites Unsupervised Prompt Learning for Vision-Language Models.

Mutual-Taught for Co-adapting Policy and Reward Models Unsupervised Prompt Learning for Vision-Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T20:53:39.560608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8b4b98e-2343-4dd3-9aa1-d6aa3620b9c0 · outbound

This paper cites Mistral 7B.

Mutual-Taught for Co-adapting Policy and Reward Models Mistral 7B

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T20:53:39.565940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d8c6a49-c328-42d9-9f32-12d33108a241 · outbound

This paper cites o pf, Yannic Kilcher, Dimitri von R \.

Mutual-Taught for Co-adapting Policy and Reward Models o pf, Yannic Kilcher, Dimitri von R \

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:53:40.861856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation fd313a3d-62f6-4ce5-91a2-395096329e06 · outbound

This paper cites RewardBench: Evaluating Reward Models for Language Modeling.

Mutual-Taught for Co-adapting Policy and Reward Models RewardBench: Evaluating Reward Models for Language Modeling

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T20:53:39.618730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20ca02fc-c8ee-4bf9-8bcc-1864ceaa277b · outbound

This paper cites From Crowdsourced Data to High-Quality Benchmarks: Arena-Hard and BenchBuilder Pipeline.

Mutual-Taught for Co-adapting Policy and Reward Models From Crowdsourced Data to High-Quality Benchmarks: Arena-Hard and BenchBuilder Pipeline

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T20:53:39.623147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe9c420a-51b0-48a4-98f5-93beab23e59e · outbound

This paper cites Hashimoto.

Mutual-Taught for Co-adapting Policy and Reward Models Hashimoto

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T20:53:39.628011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46282fff-87fd-41ac-8404-771df9e80b75 · outbound

This paper cites an unresolved cited work.

Mutual-Taught for Co-adapting Policy and Reward Models Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T20:53:39.632014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 277eeee6-42be-4398-a7f1-b5a2eb80f71b · outbound

This paper cites an unresolved cited work.

Mutual-Taught for Co-adapting Policy and Reward Models Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T20:53:39.670251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d01e6eb2-b3b3-4777-bf7b-e3e8ad51cf25 · outbound

This paper cites an unresolved cited work.

Mutual-Taught for Co-adapting Policy and Reward Models Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T20:53:39.684813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50a0298e-512c-4696-87af-53bfcd238469 · outbound

This paper cites West-of-N: Synthetic Preferences for Self-Improving Reward Models.

Mutual-Taught for Co-adapting Policy and Reward Models West-of-N: Synthetic Preferences for Self-Improving Reward Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T20:53:39.688797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4c6a41b-b39b-428f-b89d-50d428430fdd · outbound

This paper cites an unresolved cited work.

Mutual-Taught for Co-adapting Policy and Reward Models Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:53:40.765235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ca2ed841-9dfc-4063-acfe-bf54bb93437f · outbound

This paper cites Direct Nash Optimization: Teaching Language Models to Self-Improve with General Preferences.

Mutual-Taught for Co-adapting Policy and Reward Models Direct Nash Optimization: Teaching Language Models to Self-Improve with General Preferences

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T20:53:39.697397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da4f1290-f09a-4fd8-bc74-bc7fb255912a · outbound

This paper cites Proximal Policy Optimization Algorithms.

Mutual-Taught for Co-adapting Policy and Reward Models Proximal Policy Optimization Algorithms

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T20:53:39.745017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 950088f6-7ef1-41a3-b947-585f9315510d · outbound

This paper cites an unresolved cited work.

Mutual-Taught for Co-adapting Policy and Reward Models Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:53:40.750998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a06adbd8-8925-4aa7-8c30-88739ff09d19 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Mutual-Taught for Co-adapting Policy and Reward Models Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T20:53:39.764028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5becf1b0-5333-47e0-a261-560c85222f6e · outbound

This paper cites Meta-Rewarding Language Models: Self-Improving Alignment with LLM-as-a-Meta-Judge.

Mutual-Taught for Co-adapting Policy and Reward Models Meta-Rewarding Language Models: Self-Improving Alignment with LLM-as-a-Meta-Judge

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T20:53:39.769219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54dcd746-5496-46ad-907d-1bc06e1664b6 · outbound

This paper cites an unresolved cited work.

Mutual-Taught for Co-adapting Policy and Reward Models Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:53:40.721762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c370cb21-0787-42ff-85a4-5c6ca7a02d41 · outbound

This paper cites an unresolved cited work.

Mutual-Taught for Co-adapting Policy and Reward Models Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:53:40.649631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 56ba907a-9370-4dd8-a591-d43550b8194e · outbound

This paper cites an unresolved cited work.

Mutual-Taught for Co-adapting Policy and Reward Models Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:53:40.635594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 65e4bd1c-ee79-473c-bd2b-5549e6116acf · outbound

This paper cites Some things are more CRINGE than others: Iterative Preference Optimization with the Pairwise Cringe Loss.

Mutual-Taught for Co-adapting Policy and Reward Models Some things are more CRINGE than others: Iterative Preference Optimization with the Pairwise Cringe Loss

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T20:53:39.825287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 570ee809-c4ba-4efc-ad84-de2f1b6863cd · outbound

This paper cites an unresolved cited work.

Mutual-Taught for Co-adapting Policy and Reward Models Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:53:40.552162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6c4a7e11-e3a4-46cf-8633-c45d1a077b12 · outbound

This paper cites an unresolved cited work.

Mutual-Taught for Co-adapting Policy and Reward Models Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:53:40.479115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation fdaae8eb-a5b5-4938-ab43-48aa74c9bcf8 · outbound

This paper cites an unresolved cited work.

Mutual-Taught for Co-adapting Policy and Reward Models Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:53:40.464775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6247927f-d8b1-4abb-a09b-43bc9f775eb8 · outbound

This paper cites Self-Exploring Language Models: Active Preference Elicitation for Online Alignment.

Mutual-Taught for Co-adapting Policy and Reward Models Self-Exploring Language Models: Active Preference Elicitation for Online Alignment

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T20:53:39.902673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1935e351-7c0b-4431-828e-425bf210485d · outbound

This paper cites an unresolved cited work.

Mutual-Taught for Co-adapting Policy and Reward Models Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:53:40.307258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 20027d6c-b0f4-4dca-96a2-aa95bbc23a91 · outbound

This paper cites an unresolved cited work.

Mutual-Taught for Co-adapting Policy and Reward Models Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:53:40.227908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 05910a02-702f-4b74-91d3-591b3c2acc1d · outbound

This paper cites online" 'onlinestring :=.

Mutual-Taught for Co-adapting Policy and Reward Models online" 'onlinestring :=

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T20:53:39.914465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96265a0b-a2e8-4105-8ca1-1e62070ec375 · outbound

This paper cites write newline.

Mutual-Taught for Co-adapting Policy and Reward Models write newline

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T20:53:39.945503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.