Paper Citation Record · LEDGER

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review

As of 12 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2506.00296.

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

pith.paper-citation-record.v1
2506.00296 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:13:31.535259Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

35 of 35 outbound references displayed

verified exact0
verified fuzzy0
unresolved34
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0a37f985-df76-41b4-b758-d99c49668c08 · outbound

This paper cites URL: " 'urlintro :=.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review URL: " 'urlintro :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:27.819894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 409171b2-fc51-410d-b2ef-322429ab9c7e · outbound

This paper cites write newline.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:27.868037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1226788f-182f-4901-b966-5447b3b1dbb4 · outbound

This paper cites Constitutional AI: Harmlessness from AI Feedback.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review Constitutional AI: Harmlessness from AI Feedback

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:27.955998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66f96338-bf22-44e1-af7e-f60e92c2f523 · outbound

This paper cites CodeT: Code Generation with Generated Tests.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review CodeT: Code Generation with Generated Tests

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:28.041024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5201cf0-82e2-40c3-9b48-2f0f7f9a2223 · outbound

This paper cites Process Supervision-Guided Policy Optimization for Code Generation.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review Process Supervision-Guided Policy Optimization for Code Generation

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:28.131857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4887bd46-fc39-4dd5-b312-36bb30a7e0e8 · outbound

This paper cites StepCoder: Improve Code Generation with Reinforcement Learning from Compiler Feedback.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review StepCoder: Improve Code Generation with Reinforcement Learning from Compiler Feedback

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:28.236569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e80f16b5-a0d7-4e28-8ca4-bc5bcf4d98a9 · outbound

This paper cites an unresolved cited work.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review Unresolved cited work

Reference 7

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T12:13:32.356160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d85c020e-2b9f-4eab-839a-fdb88376e34c · outbound

This paper cites ReTool: Reinforcement Learning for Strategic Tool Use in LLMs.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review ReTool: Reinforcement Learning for Strategic Tool Use in LLMs

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:28.430295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c96330a2-5f5e-4403-b8c0-954be3c8e936 · outbound

This paper cites Synthetic Data Generation & Multi-Step RL for Reasoning & Tool Use.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review Synthetic Data Generation & Multi-Step RL for Reasoning & Tool Use

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:28.578751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a4f0a3c-c7f6-404d-8446-79094505de63 · outbound

This paper cites From Code to Courtroom: LLMs as the New Software Judges.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review From Code to Courtroom: LLMs as the New Software Judges

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:28.712917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 743a6e27-1580-4f63-8809-6e8b24a4334d · outbound

This paper cites Qwen2.5-Coder Technical Report.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review Qwen2.5-Coder Technical Report

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:28.766693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0891ab40-109b-405c-8711-a0ca8d557998 · outbound

This paper cites Combining Large Language Models with Static Analyzers for Code Review Generation.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review Combining Large Language Models with Static Analyzers for Code Review Generation

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:28.983443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8e9ab3b-f30f-4602-84c9-cc48cf655b2c · outbound

This paper cites Adam: A Method for Stochastic Optimization.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review Adam: A Method for Stochastic Optimization

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:29.031582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85f51358-c0ed-4505-8607-ca85f02cf7b5 · outbound

This paper cites CodeRL: Mastering Code Generation through Pretrained Models and Deep Reinforcement Learning.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review CodeRL: Mastering Code Generation through Pretrained Models and Deep Reinforcement Learning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:29.097459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cff6e52-276b-4b3c-a851-34cd9e6bf3db · outbound

This paper cites RLAIF vs. RLHF: Scaling Reinforcement Learning from Human Feedback with AI Feedback.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review RLAIF vs. RLHF: Scaling Reinforcement Learning from Human Feedback with AI Feedback

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:29.156891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 258094e3-3a3b-4a44-989f-2d981cd83ba1 · outbound

This paper cites START: Self-taught Reasoner with Tools.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review START: Self-taught Reasoner with Tools

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:29.255727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5e3900a-9297-45a1-aaae-43a679319d82 · outbound

This paper cites Automating Code Review Activities by Large-Scale Pre-training.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review Automating Code Review Activities by Large-Scale Pre-training

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:29.354978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f783172-ae83-40f5-88c7-ff51dfa864c0 · outbound

This paper cites CodeReviewQA: The Code Review Comprehension Assessment for Large Language Models.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review CodeReviewQA: The Code Review Comprehension Assessment for Large Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:29.461653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be73da4c-922a-40dd-9db0-228a4ac094ad · outbound

This paper cites an unresolved cited work.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:29.587582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b36489cf-d06b-4897-b3c9-75ceb9958269 · outbound

This paper cites LLM Critics Help Catch LLM Bugs.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review LLM Critics Help Catch LLM Bugs

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:29.658971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65e25777-c9b6-4f62-9b7f-ab38f36f03f7 · outbound

This paper cites an unresolved cited work.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:29.764224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4dbb1b94-8cec-436c-a2be-f160f0de76b5 · outbound

This paper cites CRScore: Grounding Automated Evaluation of Code Review Comments in Code Claims and Smells.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review CRScore: Grounding Automated Evaluation of Code Review Comments in Code Claims and Smells

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:29.842064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e89c7ac-da89-4fb0-bd0e-994a93027189 · outbound

This paper cites an unresolved cited work.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:13:33.290249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5e9e2e5f-3572-4fa8-ac88-f7c9925f3aba · outbound

This paper cites GPT-4 Technical Report.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review GPT-4 Technical Report

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:30.074007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be6c9dcb-e057-4499-9684-0710c2887e4e · outbound

This paper cites Training language models to follow instructions with human feedback.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review Training language models to follow instructions with human feedback

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:30.281460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae569631-9770-4863-9f1b-e9e18ee77ac7 · outbound

This paper cites an unresolved cited work.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:13:33.072873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4ea2b124-12f3-47a5-9f30-e1082b033ea4 · outbound

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

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review Direct Preference Optimization: Your Language Model is Secretly a Reward Model

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:30.494844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 840fba43-2526-49e2-a957-e5724f145d6b · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:30.620350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa8155ff-2c86-43e0-a9c9-fa60d5157140 · outbound

This paper cites an unresolved cited work.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:13:32.893519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a6b33dcb-853a-4353-a238-205e085770ba · outbound

This paper cites an unresolved cited work.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:30.883955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4ab76c1-9d04-43bf-83d5-17e42bb72453 · outbound

This paper cites A Survey on Machine Learning Techniques for Source Code Analysis.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review A Survey on Machine Learning Techniques for Source Code Analysis

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:30.996063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5205a5a-af31-4ef0-8d55-44c38a1114d2 · outbound

This paper cites Execution-based Code Generation using Deep Reinforcement Learning.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review Execution-based Code Generation using Deep Reinforcement Learning

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:31.122727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60aaf661-9633-42ec-b9f9-77c98f4f59bc · outbound

This paper cites an unresolved cited work.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:13:32.709359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ac31a24c-c423-4aa8-bf6f-cc421c3367c4 · outbound

This paper cites Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:31.407675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bab77ff3-568d-41f8-9017-dbb0cfde314f · outbound

This paper cites Unifying the Perspectives of NLP and Software Engineering: A Survey on Language Models for Code.

CRScore++: Reinforcement Learning with Verifiable Tool and AI Feedback for Code Review Unifying the Perspectives of NLP and Software Engineering: A Survey on Language Models for Code

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T12:13:31.535259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.