Paper Citation Record · LEDGER

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR

As of 13 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2608.03119.

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

pith.paper-citation-record.v1
2608.03119 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T00:57:30.540771Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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 exact2
verified fuzzy0
unresolved38
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ecba873f-4762-45c8-81f9-16fbd33de8e5 · outbound

This paper cites The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.386244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07b09dfb-23e2-4526-b328-55a6c87417bd · outbound

This paper cites an unresolved cited work.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.390868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d87970c5-f31c-4c38-a7f7-36f9bb00f687 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Training Verifiers to Solve Math Word Problems

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.394592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18005705-c99c-4694-8124-143e4fa47855 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.399182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97f01257-2ca2-47b9-901a-e1134505b677 · outbound

This paper cites The Llama 3 Herd of Models.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR The Llama 3 Herd of Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.403611Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e80c2880-744f-4faf-8eb8-199be991df52 · outbound

This paper cites CRUXEval: A Benchmark for Code Reasoning, Understanding and Execution.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR CRUXEval: A Benchmark for Code Reasoning, Understanding and Execution

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.408060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74b9c92d-b17b-4834-8392-bbf267c0b8a6 · outbound

This paper cites an unresolved cited work.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-08T00:57:31.465507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 484fb415-0e14-4aac-8b65-118275eaffee · outbound

This paper cites Open-Reasoner-Zero: An Open Source Approach to Scaling Up Reinforcement Learning on the Base Model.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Open-Reasoner-Zero: An Open Source Approach to Scaling Up Reinforcement Learning on the Base Model

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.416789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31830e38-500f-4397-aac4-55b103e5e2ae · outbound

This paper cites an unresolved cited work.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-08T00:57:31.454145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 99c47dc0-d0af-4189-87b4-953c5e17baf9 · outbound

This paper cites OpenAI o1 System Card.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR OpenAI o1 System Card

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.425198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d683406-7572-4bfa-ad39-ffa84c38e2fb · outbound

This paper cites LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.429284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a4d22af-d5c6-4369-b5b9-1450eff70389 · outbound

This paper cites Kimi k1.5: Scaling Reinforcement Learning with LLMs.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.433618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 856f1773-7b5e-4e2c-af7e-5ab9a838f22f · outbound

This paper cites Tulu 3: Pushing Frontiers in Open Language Model Post-Training.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Tulu 3: Pushing Frontiers in Open Language Model Post-Training

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.437630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acccc0d8-e472-4e29-b736-14e9ece3952e · outbound

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

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR RLAIF vs. RLHF: Scaling Reinforcement Learning from Human Feedback with AI Feedback

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.441747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a4a8b41-64b2-4fe0-8847-50fbe8d8f044 · outbound

This paper cites Let's Verify Step by Step.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Let's Verify Step by Step

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.445813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 639fe561-f601-4de2-9b25-cb60c4cb8fcf · outbound

This paper cites an unresolved cited work.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-08T00:57:31.443605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d9b300f8-7a82-4088-a60b-468e9679e659 · outbound

This paper cites an unresolved cited work.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-08T00:57:31.432998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 031d6294-c5f6-4f4e-848e-3be310f62c2b · outbound

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

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Training language models to follow instructions with human feedback

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.458018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1838133-bd51-4c1f-bf27-58ee53ce2e5c · outbound

This paper cites Language Model Self-improvement by Reinforcement Learning Contemplation.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Language Model Self-improvement by Reinforcement Learning Contemplation

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.462207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5c27ee9-18a9-44e4-a8f8-2f1ba7aba2c1 · outbound

This paper cites Maximizing Confidence Alone Improves Reasoning.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Maximizing Confidence Alone Improves Reasoning

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.465960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4444bbf-596d-4703-8f07-b06a47a936e5 · outbound

This paper cites an unresolved cited work.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.469657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2407f428-d323-4c52-b40f-01f50de7819f · outbound

This paper cites Manning, Stefano Ermon, and Chelsea Finn.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Manning, Stefano Ermon, and Chelsea Finn

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.473324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba4562bc-c250-46e2-b7e3-d20bcea45c59 · outbound

This paper cites an unresolved cited work.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Unresolved cited work

Reference 23

Resolution: verified exact; doi, observed 2026-08-08T00:57:30.854553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4ebe5c2a-8a41-4d26-96b6-4460b9107f1b · outbound

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

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.480119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e233841-6b2d-4913-abe1-03758e78e6cb · outbound

This paper cites an unresolved cited work.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.484139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52e9b7ae-8a61-4a64-b77f-673325afb5da · outbound

This paper cites Crossing the Reward Bridge: Expanding RL with Verifiable Rewards Across Diverse Domains.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Crossing the Reward Bridge: Expanding RL with Verifiable Rewards Across Diverse Domains

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.487540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd697cd9-bfbe-4342-a776-d9aa8ca12e60 · outbound

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

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.491054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bffc2168-0b82-4e2f-8f03-a67983067e19 · outbound

This paper cites an unresolved cited work.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-08T00:57:31.414598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c19251bb-e489-49b7-8ef3-3a65dfaf0ad7 · outbound

This paper cites MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.498471Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b698316-a173-408c-be4d-e7d77d98a12c · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.502123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6584d1b-77ba-405b-814e-f56b6451ac95 · outbound

This paper cites Qwen3 Technical Report.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Qwen3 Technical Report

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.506098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2b0c7ad-135f-4a0e-90bd-f0ec6b1178b7 · outbound

This paper cites Qwen2.5 Technical Report.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Qwen2.5 Technical Report

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.510294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e31dbe6a-4007-4b9e-85c6-03f5a818230c · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.514403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56d7b9d6-bb2d-43c0-819b-d3f6c8771485 · outbound

This paper cites an unresolved cited work.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.518105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71176864-784a-4c8d-a116-44d3b33deb16 · outbound

This paper cites Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.521694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bdbee35-1a8f-45dd-833d-2f3053cbf2a8 · outbound

This paper cites an unresolved cited work.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Unresolved cited work

Reference 36

Resolution: verified exact; doi, observed 2026-08-08T00:57:30.666565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 91f079ec-09f0-4ead-865f-40038c090f19 · outbound

This paper cites Absolute Zero: Reinforced Self-play Reasoning with Zero Data.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Absolute Zero: Reinforced Self-play Reasoning with Zero Data

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.529006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3e3bafa-9008-4732-aef9-bfd00e0bbdf1 · outbound

This paper cites Learning to Reason without External Rewards.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Learning to Reason without External Rewards

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.532594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b1374cf-3fea-4de6-aa10-19a0e09406a3 · outbound

This paper cites Instruction-Following Evaluation for Large Language Models.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Instruction-Following Evaluation for Large Language Models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.537043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df8cc502-09ba-410a-9a0b-c6e8240da32c · outbound

This paper cites an unresolved cited work.

Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-08T00:57:30.540771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.