Paper Citation Record · LEDGER

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR

As of 17 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 1 inbound Pith citation observation for arXiv:2605.02909.

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

pith.paper-citation-record.v1
2605.02909 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T18:52:52.969408Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-14T07:36:47.336670Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

34 of 34 outbound references displayed

verified exact24
verified fuzzy9
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 76519476-d543-4cbf-a667-29ebfd6c96cb · outbound

This paper cites GLM-4.5: Agentic, Reasoning, and Coding (ARC) Foundation Models.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR GLM-4.5: Agentic, Reasoning, and Coding (ARC) Foundation Models

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-11T17:50:08.654972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 125e9404-bc66-4dca-a54f-220ea5b242bb · outbound

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

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-05-10T23:45:53.096134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3b43911a-7a37-4e8b-b14f-9467ebd4b44b · outbound

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

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:07:56.884714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5e6f45d2-ab36-4b79-8384-7d4ef0c296ad · outbound

This paper cites Rate or fate? rlv r: Reinforcement learning with verifiable noisy rewards.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR Rate or fate? rlv r: Reinforcement learning with verifiable noisy rewards

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-10T23:45:53.041417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8e146cf6-da76-484f-8e82-84205622ea8f · outbound

This paper cites Reinforcement Learning with Verifiable yet Noisy Rewards under Imperfect Verifiers.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR Reinforcement Learning with Verifiable yet Noisy Rewards under Imperfect Verifiers

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-25T03:01:06.910934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 108954cf-c305-4ec2-8327-6849d809a05d · outbound

This paper cites The Climb Carves Wisdom Deeper Than the Summit: On the Noisy Rewards in Learning to Reason.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR The Climb Carves Wisdom Deeper Than the Summit: On the Noisy Rewards in Learning to Reason

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-10T23:45:53.070918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fada4551-957b-4858-8317-bc22f9733c1f · outbound

This paper cites Pitfalls of rule- and model-based verifiers–a case study on mathematical reasoning.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR Pitfalls of rule- and model-based verifiers–a case study on mathematical reasoning

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-10T23:45:52.968599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation edc3109a-db52-4c8f-b539-c362704567e8 · outbound

This paper cites AceReason-Nemotron: Advancing Math and Code Reasoning through Reinforcement Learning.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR AceReason-Nemotron: Advancing Math and Code Reasoning through Reinforcement Learning

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-10T23:45:53.101099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 12f775e4-d555-420d-91f6-8801f592afdd · outbound

This paper cites One Token to Fool LLM-as-a-Judge.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR One Token to Fool LLM-as-a-Judge

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-06-12T02:08:19.458599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 310b2449-9f46-43bb-87e0-94e585c3d0f2 · outbound

This paper cites Reasoning gym: Reasoning environments for reinforcement learning with verifiable rewards.arXiv preprint arXiv:2505.24760.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR Reasoning gym: Reasoning environments for reinforcement learning with verifiable rewards.arXiv preprint arXiv:2505.24760

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-10T23:45:53.036235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 694ad195-4ca0-4d2e-a90c-7b25eaa354b6 · outbound

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

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-05-10T23:45:53.128053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 302b7624-4922-40a2-a517-468eae920624 · outbound

This paper cites Kimi K2: Open Agentic Intelligence.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR Kimi K2: Open Agentic Intelligence

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-05-10T23:45:53.056780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c5ef677f-14c1-4d1a-aa23-1eb46de404c0 · outbound

This paper cites Qwen3 Technical Report.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR Qwen3 Technical Report

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-05-10T23:45:52.995730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d640b613-6f87-48a8-9aca-21fcbc27a503 · outbound

This paper cites Goedel-Prover-V2: Scaling Formal Theorem Proving with Scaffolded Data Synthesis and Self-Correction.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR Goedel-Prover-V2: Scaling Formal Theorem Proving with Scaffolded Data Synthesis and Self-Correction

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-21T06:53:10.886894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0406a932-dfb8-4e0c-a147-923635c8482c · outbound

This paper cites RLTF: reinforcement learning from unit test feedback.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR RLTF: reinforcement learning from unit test feedback

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:22:55.861396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1af04395-3132-40a2-90c1-4994093e95d2 · outbound

This paper cites SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-15T10:27:56.991478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f2a41475-0f73-4145-9baa-caaa43c43256 · outbound

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

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-05-10T23:45:52.981204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5ccaaeda-4316-4973-b9f5-36a828d9efa7 · outbound

This paper cites Understanding R1-Zero-Like Training: A Critical Perspective.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR Understanding R1-Zero-Like Training: A Critical Perspective

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-10T23:45:52.974750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 893a8615-78e6-4c5a-84c2-66ad6ed087ac · outbound

This paper cites Soft Adaptive Policy Optimization.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR Soft Adaptive Policy Optimization

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-15T07:14:32.897338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 43a860c9-3c65-400b-85f4-4d3c0c6a5a5e · outbound

This paper cites Is your code generated by chatgpt really correct? rigorous evaluation of large language models for code generation.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR Is your code generated by chatgpt really correct? rigorous evaluation of large language models for code generation

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:22:55.866308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 42f34f68-8adb-4ba9-baf8-69569e51f279 · outbound

This paper cites TinyV: Reducing False Negatives in Verification Improves RL for LLM Reasoning.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR TinyV: Reducing False Negatives in Verification Improves RL for LLM Reasoning

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-10T23:45:53.117674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 710d6935-db0d-49c8-9d07-d62b7b60cb34 · outbound

This paper cites Is llm-as-a-judge robust? investigating universal adversarial attacks on zero-shot llm assessment.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR Is llm-as-a-judge robust? investigating universal adversarial attacks on zero-shot llm assessment

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:22:55.876070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f37d6420-c18b-4d4b-98c2-91da1bae9668 · outbound

This paper cites Variation in Verification: Understanding Verification Dynamics in Large Language Models.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR Variation in Verification: Understanding Verification Dynamics in Large Language Models

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-05-10T23:45:53.052014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 73724eae-10b4-4a4f-a4a0-3e9924140e7e · outbound

This paper cites Verifybench: A systematic benchmark for evaluating reasoning verifiers across domains.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR Verifybench: A systematic benchmark for evaluating reasoning verifiers across domains

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:22:55.868976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c42e22a1-a308-4f1a-976e-c9143320e6d0 · outbound

This paper cites Pure Python.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR Pure Python

Reference 26

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T23:45:53.008410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fc0d0878-2e23-48f6-add8-555fa72e8844 · outbound

This paper cites Noisy Data is Destructive to Reinforcement Learning with Verifiable Rewards.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR Noisy Data is Destructive to Reinforcement Learning with Verifiable Rewards

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-07-31T02:03:17.773516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c9795332-5524-49f9-8460-35aa937a5903 · outbound

This paper cites Russell, and Anca D.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR Russell, and Anca D

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:22:55.855833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation bfb8015f-5e33-47bc-999f-1209b38f7bdf · outbound

This paper cites Defining and Characterizing Reward Hacking.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR Defining and Characterizing Reward Hacking

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-10T19:00:45.572142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2101020d-97fa-4020-9d94-224294c23fdf · outbound

This paper cites Scaling laws for reward model overoptimization.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR Scaling laws for reward model overoptimization

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:22:55.863900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2e819090-0377-429c-8f40-bf42889e2576 · outbound

This paper cites Roc-n-reroll: How verifier imperfection affects test-time scaling.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR Roc-n-reroll: How verifier imperfection affects test-time scaling

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-10T23:45:52.989245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 425e4519-bee4-4879-9351-fc61e21d47a4 · outbound

This paper cites TRL: Transformers Reinforcement Learning.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR TRL: Transformers Reinforcement Learning

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:22:55.858818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 33d62132-cfd7-49b1-8b6b-a3cc2e0494b7 · outbound

This paper cites Olmo 3.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR Olmo 3

Reference 33

Resolution: verified exact; local_arxiv, observed 2026-05-10T23:45:53.027215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6fc3895d-9e6b-4ee6-a934-c175b8e1e015 · outbound

This paper cites langdetect.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR langdetect

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:22:55.871163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 44a3a9e5-c032-45a3-99be-5a4096b36879 · outbound

This paper cites Gonzalez, Hao Zhang, and Ion Stoica.

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR Gonzalez, Hao Zhang, and Ion Stoica

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:22:55.873708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Pith citing papers

Observation 59408003-0a79-4dac-9265-e33eae1e212f · inbound

When the Reward Suite Is Leaky: A Preregistered Causal Contrast of Natural Verifier False Positives in RLVR cites this paper.

When the Reward Suite Is Leaky: A Preregistered Causal Contrast of Natural Verifier False Positives in RLVR Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-14T07:36:47.336670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.