Paper Citation Record · LEDGER

Co-Evolving LLM Evaluators and Policies via DynamicRubric

As of 7 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 2 inbound Pith citation observations for arXiv:2607.20083.

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

pith.paper-citation-record.v1
2607.20083 v2

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T10:56:34.307355Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T01:47:26.547119Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

28 of 28 outbound references displayed

verified exact0
verified fuzzy0
unresolved27
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a8d8aa60-ec7b-4a30-90a0-67c7dbf52ec1 · outbound

This paper cites an unresolved cited work.

Co-Evolving LLM Evaluators and Policies via DynamicRubric Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T10:56:32.480780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83031ad0-550d-4292-90b0-91811c8c9331 · outbound

This paper cites an unresolved cited work.

Co-Evolving LLM Evaluators and Policies via DynamicRubric Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T10:56:32.495544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae116cd6-260a-4f46-8f02-8817fccfe02a · outbound

This paper cites Proximal Policy Optimization Algorithms.

Co-Evolving LLM Evaluators and Policies via DynamicRubric Proximal Policy Optimization Algorithms

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T10:56:32.449691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61eaae05-5774-4b82-ac19-b24a9dc0d220 · outbound

This paper cites For pairwise benchmarks, the evaluator is asked to select the preferred response from a candidate pair.

Co-Evolving LLM Evaluators and Policies via DynamicRubric For pairwise benchmarks, the evaluator is asked to select the preferred response from a candidate pair

Reference 4

Resolution: malformed identifier; no resolver link, observed 2026-08-01T10:56:32.463461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40036f04-eca8-45ed-add8-8d47aab23cdc · outbound

This paper cites an unresolved cited work.

Co-Evolving LLM Evaluators and Policies via DynamicRubric Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T10:56:32.651963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 674cf09a-42fa-424a-ad98-25da2a65ec4c · outbound

This paper cites an unresolved cited work.

Co-Evolving LLM Evaluators and Policies via DynamicRubric Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T10:56:32.669201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d94e628-bcbe-4022-b4d0-ca8b2578f463 · outbound

This paper cites an unresolved cited work.

Co-Evolving LLM Evaluators and Policies via DynamicRubric Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T10:56:32.509963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd9e2be7-bdbe-4962-a01d-35e30abf19d4 · outbound

This paper cites Representative rubrics generated by DynamicRubric-trained generatorG 2.

Co-Evolving LLM Evaluators and Policies via DynamicRubric Representative rubrics generated by DynamicRubric-trained generatorG 2

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T10:56:32.533564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3ae5c26-333c-4119-b86a-ce0522346c70 · outbound

This paper cites an unresolved cited work.

Co-Evolving LLM Evaluators and Policies via DynamicRubric Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T10:56:32.556442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fab1beb-846b-47e2-8ae2-0e4e42fa3a44 · outbound

This paper cites an unresolved cited work.

Co-Evolving LLM Evaluators and Policies via DynamicRubric Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T10:56:32.587179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d9f0158-6c72-42a3-8706-a8149e94e5aa · outbound

This paper cites an unresolved cited work.

Co-Evolving LLM Evaluators and Policies via DynamicRubric Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T10:56:32.608816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d55c289-432f-4a00-bec4-8bc2c71699c2 · outbound

This paper cites an unresolved cited work.

Co-Evolving LLM Evaluators and Policies via DynamicRubric Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T10:56:32.631990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 685bb0ca-502a-467d-b454-51b375b0309a · outbound

This paper cites an unresolved cited work.

Co-Evolving LLM Evaluators and Policies via DynamicRubric Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T10:56:32.727366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 949342b7-fb2b-488d-9e04-2c6795c93d80 · outbound

This paper cites yes"/"no.

Co-Evolving LLM Evaluators and Policies via DynamicRubric yes"/"no

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T10:56:32.843933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab1dc735-e1cd-461d-8b1a-54f7e47ee628 · outbound

This paper cites - Use the response pool to notice which qualities help a response satisfy the user's request better.

Co-Evolving LLM Evaluators and Policies via DynamicRubric - Use the response pool to notice which qualities help a response satisfy the user's request better

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T10:56:33.010319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2443284f-81b2-46e5-8233-276912424e50 · outbound

This paper cites an unresolved cited work.

Co-Evolving LLM Evaluators and Policies via DynamicRubric Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T10:56:33.126580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 772eaccd-e7a7-4036-b6ae-5c7280cb4ff1 · outbound

This paper cites partially correct.

Co-Evolving LLM Evaluators and Policies via DynamicRubric partially correct

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T10:56:33.314271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c7e89db-10c5-4459-b76b-3261c493673f · outbound

This paper cites yes" or.

Co-Evolving LLM Evaluators and Policies via DynamicRubric yes" or

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T10:56:33.577802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58b11219-2ee8-4038-b2b7-4ccd0ab5ab08 · outbound

This paper cites - If the user did not ask for a specific format, a format-based rubric should usually be omitted.

Co-Evolving LLM Evaluators and Policies via DynamicRubric - If the user did not ask for a specific format, a format-based rubric should usually be omitted

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T10:56:33.704644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e26436d9-03ca-4eb3-9f5b-db49853942ee · outbound

This paper cites yes" = good): - Frame all rubrics so that a.

Co-Evolving LLM Evaluators and Policies via DynamicRubric yes" = good): - Frame all rubrics so that a

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T10:56:33.808318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df0c962c-33b5-4527-a162-d499272cdea7 · outbound

This paper cites - Each rubric should be written as a general standard that can be applied to evaluate any response independently.

Co-Evolving LLM Evaluators and Policies via DynamicRubric - Each rubric should be written as a general standard that can be applied to evaluate any response independently

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T10:56:33.865783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40dfd21c-bf44-4be6-a583-10703580b7a5 · outbound

This paper cites - Each rubric should contain all the information needed to evaluate a response.

Co-Evolving LLM Evaluators and Policies via DynamicRubric - Each rubric should contain all the information needed to evaluate a response

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-01T10:56:33.975390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0d5df32-fbbe-4e34-9364-b6d8314bd1b5 · outbound

This paper cites - Essential (Weight 5): Core task requirements, critical user constraints, or safety-related requirements; if missing, the response is seriously flawed or invalid.

Co-Evolving LLM Evaluators and Policies via DynamicRubric - Essential (Weight 5): Core task requirements, critical user constraints, or safety-related requirements; if missing, the response is seriously flawed or invalid

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T10:56:34.056772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9a5840d-97ee-4017-ab58-cdd6a6f06839 · outbound

This paper cites rubric":.

Co-Evolving LLM Evaluators and Policies via DynamicRubric rubric":

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-01T10:56:34.112112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9d77d5e-85c9-4055-8dbf-3aa9f0873c86 · outbound

This paper cites an unresolved cited work.

Co-Evolving LLM Evaluators and Policies via DynamicRubric Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-01T10:56:34.196973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 663b597e-bd1d-4333-a03d-73528e1b913d · outbound

This paper cites yes" if the response clearly meets the rubric. - Answer.

Co-Evolving LLM Evaluators and Policies via DynamicRubric yes" if the response clearly meets the rubric. - Answer

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-01T10:56:34.307355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b9870fc-4ef3-44fa-81d3-47ef19582268 · outbound

This paper cites Let's Verify Step by Step.

Co-Evolving LLM Evaluators and Policies via DynamicRubric Let's Verify Step by Step

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-01T10:56:32.444211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79bdba91-3b95-43c4-b9c8-c2a14b03e56c · outbound

This paper cites Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains.

Co-Evolving LLM Evaluators and Policies via DynamicRubric Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-01T10:56:32.437394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation bb719a8c-8e89-4460-a15c-bea9083f22f8 · inbound

SERPO: Self-Evolving Rubric Policy Optimization for Open-Ended Test-Time Reinforcement Learning cites this paper.

SERPO: Self-Evolving Rubric Policy Optimization for Open-Ended Test-Time Reinforcement Learning Co-Evolving LLM Evaluators and Policies via DynamicRubric

Reference 80

Resolution: unresolved; no resolver link, observed 2026-07-30T18:33:28.626422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21b821a3-3c7d-4358-a698-565c5e7288cf · inbound

SERPO: Self-Evolving Rubric Policy Optimization for Open-Ended Test-Time Reinforcement Learning cites this paper.

SERPO: Self-Evolving Rubric Policy Optimization for Open-Ended Test-Time Reinforcement Learning Co-Evolving LLM Evaluators and Policies via DynamicRubric

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-03T01:47:26.547119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.