Paper Citation Record · LEDGER

Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

As of 11 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 86 inbound Pith citation observations for arXiv:2506.14245.

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

pith.paper-citation-record.v1
2506.14245 v2

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-13T12:44:27.769465Z

measured 102 of 102 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 86 of 86 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T17:17:53.443925Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

16 of 16 outbound references displayed

verified exact1
verified fuzzy5
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

0
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 7a17aa33-fcff-43ff-a872-6e30272278cc · outbound

This paper cites Chain-of-Thought Reasoning In The Wild Is Not Always Faithful.

Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs Chain-of-Thought Reasoning In The Wild Is Not Always Faithful

Reference 1

Resolution: metadata mismatch; arxiv_id, observed 2026-06-01T03:02:49.618587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0adda03e-aaa3-4f17-9821-0de309ce15c0 · outbound

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

Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-05-13T12:44:27.787791Z

Source-reported events for the cited work

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Observation 795ebf42-5265-4b53-9011-6cfc92740d34 · outbound

This paper cites Qwen2.5 Technical Report.

Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs Qwen2.5 Technical Report

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-05-13T12:44:27.790554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e2883e1e-efb1-48f4-90f8-43236ee1a0f5 · outbound

This paper cites an unresolved cited work.

Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs Unresolved cited work

Reference 4

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5f272f10-a7ba-463b-b59d-c1f1e7b57e98 · outbound

This paper cites Clas- sify them into the following categories (if applicable): - Calculation Error: Mistakes in arithmetic, algebraic manipulation, or numerical computation.

Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs Clas- sify them into the following categories (if applicable): - **Calculation Error**: Mistakes in arithmetic, algebraic manipulation, or numerical computation

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T12:44:27.795018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1d25eb30-e5e1-40a6-b95c-2dc798e76616 · outbound

This paper cites unideal case.

Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs unideal case

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T12:44:27.796840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 87c3b3a5-2075-4791-9ddd-c9a9e968da19 · outbound

This paper cites an unresolved cited work.

Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs Unresolved cited work

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1b19361c-1b56-417e-a1eb-152206b607bd · outbound

This paper cites an unresolved cited work.

Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs Unresolved cited work

Reference 8

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Source-reported events for the cited work

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Observation e20cefe5-ceab-4a7e-85b3-e80ddb853411 · outbound

This paper cites an unresolved cited work.

Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs Unresolved cited work

Reference 9

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Source-reported events for the cited work

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Observation 09412fc5-719c-4de9-94db-2a383e178685 · outbound

This paper cites an unresolved cited work.

Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-05-13T12:44:27.805028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d526927e-4834-41c1-bfee-9b5eeee96687 · outbound

This paper cites an unresolved cited work.

Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs Unresolved cited work

Reference 11

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Source-reported events for the cited work

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Observation 85840522-6502-4e21-91a9-ff09888f1da6 · outbound

This paper cites an unresolved cited work.

Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-05-13T12:44:27.808830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c090d2ba-3d59-42ef-b97e-bfb1ddf7cd43 · outbound

This paper cites This distance can be written in the form m√n p , wherem,n, andpare positive integers,mandpare relatively prime, andn is not divisible by the square of any prime.

Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs This distance can be written in the form m√n p , wherem,n, andpare positive integers,mandpare relatively prime, andn is not divisible by the square of any prime

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T12:44:27.811046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d14f7b43-69e3-4837-9229-6bbc04583f5b · outbound

This paper cites an unresolved cited work.

Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-05-13T12:44:27.812573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 33efeb71-c8c3-4231-b61d-9c1cd6355450 · outbound

This paper cites DeepSeek-R1-0528-Qwen3-8B verify: The area calculation for triangle MNE uses DE + EG as a base, which is not a valid base unless DE and EG are collinear.

Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs DeepSeek-R1-0528-Qwen3-8B verify: The area calculation for triangle MNE uses DE + EG as a base, which is not a valid base unless DE and EG are collinear

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T12:44:27.814556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a477e74d-705c-4c47-89b4-e430c0beb7a7 · outbound

This paper cites DeepSeek-R1-0528-Qwen3-8B verify: - Omission / Incompleteness - The so- lution does not provide a complete justification for why the point (1, -1) gives the maximum value.

Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs DeepSeek-R1-0528-Qwen3-8B verify: - **Omission / Incompleteness** - The so- lution does not provide a complete justification for why the point (1, -1) gives the maximum value

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T12:44:27.816322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

Observation c8c83820-e531-4d45-9f9c-500a770b25d5 · inbound

From Reasoning to Code: GRPO Optimization for Underrepresented Languages cites this paper.

From Reasoning to Code: GRPO Optimization for Underrepresented Languages Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:21.129156Z

Source-reported events for the cited work

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Observation df4d5d63-c7c8-4137-ac54-04eaa3f322c9 · inbound

Stabilizing Knowledge, Promoting Reasoning: Dual-Token Constraints for RLVR cites this paper.

Stabilizing Knowledge, Promoting Reasoning: Dual-Token Constraints for RLVR Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 45

Resolution: verified exact; local_arxiv, observed 2026-05-21T23:24:26.306377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c8671764-0901-48f0-b025-98b5b4980efb · inbound

Cascaded Information Disclosure for Generalized Evaluation of Problem Solving Capabilities cites this paper.

Cascaded Information Disclosure for Generalized Evaluation of Problem Solving Capabilities Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T10:28:55.422601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0813485-2174-467c-af2d-4067382cdc97 · inbound

CLPO: Curriculum Learning meets Policy Optimization for LLM Reasoning cites this paper.

CLPO: Curriculum Learning meets Policy Optimization for LLM Reasoning Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T13:53:35.444747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b46c176-c529-496e-a393-add5908b0750 · inbound

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

Reinforcement Learning with Verifiable yet Noisy Rewards under Imperfect Verifiers Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 32

Resolution: verified exact; local_arxiv, observed 2026-05-25T07:40:28.693870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 79f1bcaf-9f0f-41a5-af74-317c703a9f33 · inbound

Dynamic Generation of Multi-LLM Agents Communication Topologies with Graph Diffusion Models cites this paper.

Dynamic Generation of Multi-LLM Agents Communication Topologies with Graph Diffusion Models Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-05-21T20:40:35.717644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 7704fabb-9215-492a-b1c0-e5dd933473f1 · inbound

Auditing Data Membership in Reinforcement Learning With Verifiable Rewards cites this paper.

Auditing Data Membership in Reinforcement Learning With Verifiable Rewards Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-05-17T21:40:17.708608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation aa1dca30-acca-487f-b4b0-1086a8389b6c · inbound

No More Stale Feedback: Co-Evolving Critics for Open-World Agent Learning cites this paper.

No More Stale Feedback: Co-Evolving Critics for Open-World Agent Learning Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 17

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Observation 0fca62d3-9fac-4363-924b-df5ea3a77cc7 · inbound

StaleFlow: Staleness-Aware Data Management for Mitigating Data Skewness in Fully Disaggregated RL Post-Training cites this paper.

StaleFlow: Staleness-Aware Data Management for Mitigating Data Skewness in Fully Disaggregated RL Post-Training Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-04T06:25:54.268990Z

Source-reported events for the cited work

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Observation 0011bb1d-6b65-4435-bdae-0363d142794b · inbound

Reward Modeling for Reinforcement Learning-Based LLM Reasoning: Design, Challenges, and Evaluation cites this paper.

Reward Modeling for Reinforcement Learning-Based LLM Reasoning: Design, Challenges, and Evaluation Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 108

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Source-reported events for the cited work

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Observation ab7ef238-a2c3-494d-9dd6-7b4ac94ed9cb · inbound

VI-CuRL: Stabilizing Verifier-Independent RL Reasoning via Confidence-Guided Variance Reduction cites this paper.

VI-CuRL: Stabilizing Verifier-Independent RL Reasoning via Confidence-Guided Variance Reduction Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-05-25T07:26:41.719095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 63ab4a7f-3bc9-4d31-878f-e8afd30fe1e5 · inbound

On the Emergence of Implicit Curriculum in RLVR Learning Dynamics cites this paper.

On the Emergence of Implicit Curriculum in RLVR Learning Dynamics Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 49

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Source-reported events for the cited work

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Observation 33ad160b-697c-4eb7-9458-1ef6d97d3929 · inbound

Multi-Modal Multi-Agent Reinforcement Learning for Radiology Report Generation cites this paper.

Multi-Modal Multi-Agent Reinforcement Learning for Radiology Report Generation Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 124

Resolution: verified exact; local_arxiv, observed 2026-05-15T21:51:40.674171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8c8861f0-cdee-46ed-80e5-299a150835d9 · inbound

Vibe Coding XR: Accelerating AI + XR Prototyping with XR Blocks and Gemini cites this paper.

Vibe Coding XR: Accelerating AI + XR Prototyping with XR Blocks and Gemini Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-05-15T00:18:21.564249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e968aa27-6968-4ba1-968a-1ef12cd44a4d · inbound

C2F-Thinker: Coarse-to-Fine Reasoning with Hint-Guided Reinforcement Learning for Multimodal Sentiment Analysis cites this paper.

C2F-Thinker: Coarse-to-Fine Reasoning with Hint-Guided Reinforcement Learning for Multimodal Sentiment Analysis Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-05-15T13:55:53.249343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 77482315-5405-4744-b986-a54514bc38d3 · inbound

Interpretable Electrophysiological Features of Resting-State EEG Capture Cortical Network Dynamics in Parkinsons Disease cites this paper.

Interpretable Electrophysiological Features of Resting-State EEG Capture Cortical Network Dynamics in Parkinsons Disease Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 25

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Source-reported events for the cited work

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Observation 3a833d6e-6843-479b-a267-1a0efbee4e22 · inbound

Chart-RL: Policy Optimization Reinforcement Learning for Enhanced Visual Reasoning in Chart Question Answering with Vision Language Models cites this paper.

Chart-RL: Policy Optimization Reinforcement Learning for Enhanced Visual Reasoning in Chart Question Answering with Vision Language Models Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-05-13T20:03:12.149433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8906811d-7d64-4e30-b030-cbe09a2f9ab1 · inbound

The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? cites this paper.

The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 26

Resolution: metadata mismatch; local_arxiv, observed 2026-05-15T13:05:38.304562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3348998f-c5a2-4a65-bca7-2bc632d57b7f · inbound

Self-Distilled Reinforcement Learning for Co-Evolving Agentic Recommender Systems cites this paper.

Self-Distilled Reinforcement Learning for Co-Evolving Agentic Recommender Systems Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-13T12:44:27.816864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a7993578-5777-4df4-9c32-c04bc96f62a0 · inbound

Reward Hacking in the Era of Large Models: Mechanisms, Emergent Misalignment, Challenges cites this paper.

Reward Hacking in the Era of Large Models: Mechanisms, Emergent Misalignment, Challenges Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-13T12:44:27.816864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ff11fec3-bbdb-43d0-95ed-2af57c26a296 · inbound

AutoOR: Scalably Post-training LLMs to Autoformalize Operations Research Problems cites this paper.

AutoOR: Scalably Post-training LLMs to Autoformalize Operations Research Problems Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 43

Resolution: verified exact; arxiv_id, observed 2026-05-13T12:44:27.816864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6a234c22-3534-41f6-8b1c-5159bbca5794 · inbound

WebGen-R1: Incentivizing Large Language Models to Generate Functional and Aesthetic Websites with Reinforcement Learning cites this paper.

WebGen-R1: Incentivizing Large Language Models to Generate Functional and Aesthetic Websites with Reinforcement Learning Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-05-13T12:44:27.816864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation bcb35224-6a9e-4f1d-bb75-7b1284dc1b73 · inbound

SSL-R1: Self-Supervised Visual Reinforcement Post-Training for Multimodal Large Language Models cites this paper.

SSL-R1: Self-Supervised Visual Reinforcement Post-Training for Multimodal Large Language Models Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 68

Resolution: verified exact; arxiv_id, observed 2026-05-13T12:44:27.816864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a16d9e53-f368-4c31-874f-d5e50ee45a38 · inbound

Discovering Agentic Safety Specifications from 1-Bit Danger Signals cites this paper.

Discovering Agentic Safety Specifications from 1-Bit Danger Signals Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-13T12:44:27.816864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0415a4d8-153f-42b7-962d-863014de4441 · inbound

Optimizing ground state preparation protocols with autoresearch cites this paper.

Optimizing ground state preparation protocols with autoresearch Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-13T12:44:27.816864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 9c23c0a8-f7a1-4099-8c52-e6e58b50e643 · inbound

Optimizing ground state preparation protocols with autoresearch cites this paper.

Optimizing ground state preparation protocols with autoresearch Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-13T12:44:27.816864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0dddffff-f69d-4493-8f53-72248841d2be · inbound

Omni-Fake: Benchmarking Unified Multimodal Social Media Deepfake Detection cites this paper.

Omni-Fake: Benchmarking Unified Multimodal Social Media Deepfake Detection Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 87

Resolution: verified exact; arxiv_id, observed 2026-05-13T12:44:27.816864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2dffd715-a828-4070-b5ec-2dfd112bdbaa · inbound

Reference-Sampled Boltzmann Projection for KL-Regularized RLVR: Target-Matched Weighted SFT, Finite One-Shot Gaps, and Policy Mirror Descent cites this paper.

Reference-Sampled Boltzmann Projection for KL-Regularized RLVR: Target-Matched Weighted SFT, Finite One-Shot Gaps, and Policy Mirror Descent Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-05-13T12:44:27.816864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d8239cca-5738-471b-b1f7-e3ab3a817cbc · inbound

Free Energy-Driven Reinforcement Learning with Adaptive Advantage Shaping for Unsupervised Reasoning in LLMs cites this paper.

Free Energy-Driven Reinforcement Learning with Adaptive Advantage Shaping for Unsupervised Reasoning in LLMs Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 68

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T12:44:27.816864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 605fb9f0-173f-4166-ad33-2f33f6655427 · inbound

Adapt to Thrive! Adaptive Power-Mean Policy Optimization for Improved LLM Reasoning cites this paper.

Adapt to Thrive! Adaptive Power-Mean Policy Optimization for Improved LLM Reasoning Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 53

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T12:44:27.816864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 62d51b8f-6e7f-4e60-8fea-085f7967a7eb · inbound

Efficiently Aligning Language Models with Online Natural Language Feedback cites this paper.

Efficiently Aligning Language Models with Online Natural Language Feedback Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 1

Resolution: malformed identifier; arxiv_id, observed 2026-05-13T12:44:27.816864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c9eb816b-b0a9-4b62-894a-54e42f5ba987 · inbound

Efficiently Aligning Language Models with Online Natural Language Feedback cites this paper.

Efficiently Aligning Language Models with Online Natural Language Feedback Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 1

Resolution: malformed identifier; local_arxiv, observed 2026-06-30T23:45:07.593611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 68663c42-881c-4f77-bc12-9d7b5a9779f4 · inbound

Pen-Strategist: A Reasoning Framework for Penetration Testing Strategy Formation and Analysis cites this paper.

Pen-Strategist: A Reasoning Framework for Penetration Testing Strategy Formation and Analysis Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-13T12:44:27.816864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ccdf6be5-6d72-4abf-a9a4-d721b68be54f · inbound

Internalizing Outcome Supervision into Process Supervision: A New Paradigm for Reinforcement Learning for Reasoning cites this paper.

Internalizing Outcome Supervision into Process Supervision: A New Paradigm for Reinforcement Learning for Reasoning Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-13T12:44:27.816864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f92258b0-2e12-41a5-9b7f-d0f4f6ad2edd · inbound

Gradient Extrapolation-Based Policy Optimization cites this paper.

Gradient Extrapolation-Based Policy Optimization Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-13T12:44:27.816864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3e8e6f52-3640-4926-bd8d-e9c90a41bfa5 · inbound

Where to Spend Rollouts: Hit-Utility Optimal Rollout Allocation for Group-Based RLVR cites this paper.

Where to Spend Rollouts: Hit-Utility Optimal Rollout Allocation for Group-Based RLVR Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-13T12:44:27.816864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c6580ab5-e3ba-422e-ac3f-cde0e5d54dad · inbound

CauSim: Scaling Causal Reasoning with Increasingly Complex Causal Simulators cites this paper.

CauSim: Scaling Causal Reasoning with Increasingly Complex Causal Simulators Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-13T12:44:27.816864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1ddbe0bb-a75f-4756-9302-7b2c86852aad · inbound

expo: Exploration-prioritized policy optimization via adaptive kl regulation and gaussian curriculum sampling cites this paper.

expo: Exploration-prioritized policy optimization via adaptive kl regulation and gaussian curriculum sampling Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-13T12:44:27.816864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1ed35065-6247-423a-b2e5-64c5873eeff2 · inbound

fg-expo: Frontier-guided exploration-prioritized policy optimization via adaptive kl and gaussian curriculum cites this paper.

fg-expo: Frontier-guided exploration-prioritized policy optimization via adaptive kl and gaussian curriculum Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-13T12:44:27.816864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ebc3dd4d-5909-4b02-b835-5cec98e3d1e0 · inbound

Learn to Think: Improving Multimodal Reasoning through Vision-Aware Self-Improvement Training cites this paper.

Learn to Think: Improving Multimodal Reasoning through Vision-Aware Self-Improvement Training Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-13T12:44:27.816864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e14f5791-9aec-4dfa-bad1-72e99380fa95 · inbound

Holder Policy Optimisation cites this paper.

Holder Policy Optimisation Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 19

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T12:44:27.816864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e61f42e1-8c5c-4827-8c7b-f6674608dfbe · inbound

Holder Policy Optimisation cites this paper.

Holder Policy Optimisation Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 19

Resolution: metadata mismatch; local_arxiv, observed 2026-05-22T10:01:23.109055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c3b606eb-4205-4ba6-9a09-d807c49b625e · inbound

Reasoning Can Be Restored by Correcting a Few Decision Tokens cites this paper.

Reasoning Can Be Restored by Correcting a Few Decision Tokens Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-05-19T20:57:46.844803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6e9872b8-fd74-45a5-9b40-e0927155b269 · inbound

AutoRubric-T2I: Robust Rule-Based Reward Model for Text-to-Image Alignment cites this paper.

AutoRubric-T2I: Robust Rule-Based Reward Model for Text-to-Image Alignment Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-05-20T12:13:16.104340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ea38ffc0-0870-4c71-a473-9bb34a44d38b · inbound

AutoRubric-T2I: Robust Rule-Based Reward Model for Text-to-Image Alignment cites this paper.

AutoRubric-T2I: Robust Rule-Based Reward Model for Text-to-Image Alignment Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-05-22T09:21:21.445174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 385c5967-c3f6-471e-b7b9-801c40ae247b · inbound

TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health cites this paper.

TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 69

Resolution: verified exact; local_arxiv, observed 2026-05-21T06:13:59.541184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 501dfa38-bae4-4d24-adb8-4753e01e0e59 · inbound

RL with Learnable Textual Feedback: A Bilevel Approach cites this paper.

RL with Learnable Textual Feedback: A Bilevel Approach Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-06-30T14:44:45.389511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 42e53109-e362-4219-a074-f2e066a92577 · inbound

Detecting Unfaithful Chain-of-Thought via Circuit-Guided Internal-External Discrepancy cites this paper.

Detecting Unfaithful Chain-of-Thought via Circuit-Guided Internal-External Discrepancy Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 46

Resolution: verified exact; local_arxiv, observed 2026-06-29T21:53:59.515085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation aa53460f-d11c-4698-a351-66cd561626f2 · inbound

Single-Rollout Hidden-State Dynamics for Training-Free RLVR Data Selection cites this paper.

Single-Rollout Hidden-State Dynamics for Training-Free RLVR Data Selection Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-06-29T14:13:30.091451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation be6dab5a-7f68-4565-b122-f32f9ef196e7 · inbound

Learning Design Skills as Memory Policies for Agentic Photonic Inverse Design cites this paper.

Learning Design Skills as Memory Policies for Agentic Photonic Inverse Design Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 12

Resolution: metadata mismatch; local_arxiv, observed 2026-06-29T08:03:13.854769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0c0dcf0e-1c86-490f-b523-8b830b02350f · inbound

Combinatorial Synthesis: Scaling Code RLVR via Atomic Decomposition and Recombination cites this paper.

Combinatorial Synthesis: Scaling Code RLVR via Atomic Decomposition and Recombination Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-06-28T23:12:47.130224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d61e6317-f63a-4d56-9aaf-91f9163c9f3f · inbound

DRIFT: Decoupled Rollouts and Importance-Weighted Fine-Tuning for Efficient Multi-Turn Optimization cites this paper.

DRIFT: Decoupled Rollouts and Importance-Weighted Fine-Tuning for Efficient Multi-Turn Optimization Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-06-28T23:22:47.446580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2da60c93-eec6-4ef7-8097-6a86456ffc7b · inbound

ARCA: Adapter-Residual Credit Assignment When Token Signals Degenerate cites this paper.

ARCA: Adapter-Residual Credit Assignment When Token Signals Degenerate Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-07-01T19:16:00.826631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3f073902-f3a6-4dff-82be-b1ab3471e0e4 · inbound

An Enigma of Artificial Reason: Investigating the Production-Evaluation Gap in Large Reasoning Models cites this paper.

An Enigma of Artificial Reason: Investigating the Production-Evaluation Gap in Large Reasoning Models Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 53

Resolution: verified exact; local_arxiv, observed 2026-07-01T21:36:14.954767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e4db9203-f400-4198-ba53-7fb855936f39 · inbound

Eliciting Complex Spatial Reasoning in MLLMs through Wide-Baseline Matching cites this paper.

Eliciting Complex Spatial Reasoning in MLLMs through Wide-Baseline Matching Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 51

Resolution: verified exact; local_arxiv, observed 2026-07-02T02:36:27.134981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 875eacab-6215-4ed2-9e69-9d0407c66210 · inbound

RUBAS: Rubric-Based Reinforcement Learning for Agent Safety cites this paper.

RUBAS: Rubric-Based Reinforcement Learning for Agent Safety Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 6

Resolution: metadata mismatch; local_arxiv, observed 2026-07-02T02:16:26.545699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8bb9c31c-a77d-4bd1-81a7-27ba35b847db · inbound

Smart Picks in the Dark: Towards Efficient RLVR for Reasoning via Tracing Metacognitive Pivots cites this paper.

Smart Picks in the Dark: Towards Efficient RLVR for Reasoning via Tracing Metacognitive Pivots Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 27

Resolution: metadata mismatch; local_arxiv, observed 2026-07-02T07:26:46.249936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ad98ace7-89ff-444b-ba3b-9b0823f72811 · inbound

GeoMin: Data-Efficient Semi-Supervised RLVR via Geometric Distribution Modeling cites this paper.

GeoMin: Data-Efficient Semi-Supervised RLVR via Geometric Distribution Modeling Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 5

Resolution: metadata mismatch; local_arxiv, observed 2026-07-02T06:06:40.860348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 195d58b3-f851-4598-8de3-4768f6b75741 · inbound

On Advantage Estimates for Max@K Policy Gradients cites this paper.

On Advantage Estimates for Max@K Policy Gradients Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 57

Resolution: verified exact; local_arxiv, observed 2026-07-02T12:06:56.454152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 74730984-bc4d-4a21-8f11-f8778707e8c8 · inbound

Proxy Reward Internalization and Mechanistic Exploitation: A Learned Precursor to Reward Hacking and Its Generalization cites this paper.

Proxy Reward Internalization and Mechanistic Exploitation: A Learned Precursor to Reward Hacking and Its Generalization Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 271

Resolution: metadata mismatch; local_arxiv, observed 2026-07-03T01:37:30.535790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2fa2167b-67a9-4e62-8a36-4ad5e412a7b5 · inbound

From Chatbot to Digital Colleague: The Paradigm Shift Toward Persistent Autonomous AI cites this paper.

From Chatbot to Digital Colleague: The Paradigm Shift Toward Persistent Autonomous AI Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 120

Resolution: unresolved; no resolver link, observed 2026-08-02T11:29:29.541010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b71737c-66b1-497a-b21c-82bb7dd11b1b · inbound

See First, Answer Later: Visual Evidence Pre-Alignment via Sufficiency-Driven RL cites this paper.

See First, Answer Later: Visual Evidence Pre-Alignment via Sufficiency-Driven RL Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 38

Resolution: metadata mismatch; local_arxiv, observed 2026-07-03T19:28:52.863616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2b53a7e4-1e48-4f8e-aabf-22a7877b44b3 · inbound

From Reasoning Traces to Reusable Modules: Understanding Compositional Generalization in Language Model Reasoning cites this paper.

From Reasoning Traces to Reusable Modules: Understanding Compositional Generalization in Language Model Reasoning Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 40

Resolution: metadata mismatch; local_arxiv, observed 2026-07-03T20:38:55.869950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a0e97a9f-e319-40a3-9b8d-541ea2f15184 · inbound

Learning from Your Own Mistakes: Constructing Learnable Micro-Reflective Trajectories for Self-Distillation cites this paper.

Learning from Your Own Mistakes: Constructing Learnable Micro-Reflective Trajectories for Self-Distillation Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-07-04T00:09:14.091061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4e67d117-1fec-4793-9a39-d6b064b6e480 · inbound

Seeing Before Reasoning: Decoupling Perception and Reasoning for Shortcut-Resilient Multimodal On-Policy Self-Distillation cites this paper.

Seeing Before Reasoning: Decoupling Perception and Reasoning for Shortcut-Resilient Multimodal On-Policy Self-Distillation Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-07-04T00:29:15.777562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4592c602-423d-4e8b-ac5d-c0dcdd8719ef · inbound

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning cites this paper.

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 224

Resolution: verified exact; local_arxiv, observed 2026-07-04T08:09:40.646504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5d64ef3b-3bae-482f-8f5a-2ea59e43cdd5 · inbound

ReNIO: Reweighting Negative Trajectory Importance for LLM On-Policy Distillation cites this paper.

ReNIO: Reweighting Negative Trajectory Importance for LLM On-Policy Distillation Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 82

Resolution: verified exact; local_arxiv, observed 2026-07-04T10:09:45.128946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation cf8f9fac-b21d-42c9-9ea3-1245d14be7bc · inbound

Dense Reward for Multi-View 3D Reasoning with Global Maps and Local Views cites this paper.

Dense Reward for Multi-View 3D Reasoning with Global Maps and Local Views Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 50

Resolution: metadata mismatch; local_arxiv, observed 2026-07-04T10:39:45.365913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4bcd50ff-c2a1-4cbd-a5f9-ab7fe76b7ae7 · inbound

PointVG-R: Internalizing Geometric Reasoning in MLLMs for Precise Pointing Localization via Visual Chain of Thought cites this paper.

PointVG-R: Internalizing Geometric Reasoning in MLLMs for Precise Pointing Localization via Visual Chain of Thought Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 96

Resolution: verified exact; local_arxiv, observed 2026-07-04T16:19:57.755265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6395ed83-137f-43e6-ba83-af5a45b904f4 · inbound

BV-Blend: Uncertainty-Weighted Historical Baselines for Stable Critic-Free RL with Verifiable Rewards cites this paper.

BV-Blend: Uncertainty-Weighted Historical Baselines for Stable Critic-Free RL with Verifiable Rewards Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 29

Resolution: metadata mismatch; local_arxiv, observed 2026-06-30T12:44:40.152604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a9dd725b-7137-4538-b79b-8bc1416704ef · inbound

Evo-PI: Aligning Medical Reasoning via Evolving Principle-Guided Supervision cites this paper.

Evo-PI: Aligning Medical Reasoning via Evolving Principle-Guided Supervision Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-07-01T10:25:41.162175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 160329a2-0799-4988-9f09-815b43d1694f · inbound

HunyuanOCR-1.5: Making Lightweight OCR VLMs Faster and Better cites this paper.

HunyuanOCR-1.5: Making Lightweight OCR VLMs Faster and Better Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 65

Resolution: unresolved; no resolver link, observed 2026-07-11T11:58:14.396969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15d9a061-9375-45f8-9d03-7f72e2f173fb · inbound

From Solvers to Research: Large Language Model-Driven Formal Mathematics at the Research Frontier cites this paper.

From Solvers to Research: Large Language Model-Driven Formal Mathematics at the Research Frontier Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 249

Resolution: verified exact; local_arxiv, observed 2026-07-10T18:17:33.858859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a3c556d4-8710-45e5-8b1c-d7bf522a8c8a · inbound

OpenProver: Agentic and Interactive Theorem Proving with Lean 4 cites this paper.

OpenProver: Agentic and Interactive Theorem Proving with Lean 4 Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-13T04:38:11.219373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2eb0d7ae-ad35-43ee-96db-33d83135d706 · inbound

The Path to Self-Evolving Clinical Systems: Scaling Medical Agents from Assistance to Autonomy cites this paper.

The Path to Self-Evolving Clinical Systems: Scaling Medical Agents from Assistance to Autonomy Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 263

Resolution: unresolved; no resolver link, observed 2026-07-14T06:30:16.612345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ea837e8-8479-47c6-b016-841b48f2eb7a · inbound

Think Through a Bottleneck: Hourglass Reasoning for Rigorous Induction cites this paper.

Think Through a Bottleneck: Hourglass Reasoning for Rigorous Induction Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 39

Resolution: unresolved; no resolver link, observed 2026-07-14T03:48:31.314623Z

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Observation 971d7c0f-ea51-4964-9eb0-fd15aeb544a9 · inbound

Masked Diffusion Language Models are Strong and Steerable Text-Based World Models for Agentic RL cites this paper.

Masked Diffusion Language Models are Strong and Steerable Text-Based World Models for Agentic RL Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 103

Resolution: unresolved; no resolver link, observed 2026-08-02T14:50:16.901566Z

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Observation 0f0e6076-2c99-483a-921b-6606026c0a5e · inbound

PPO-HSC: An Exploratory Reinforcement Learning Framework Based on Wide-Area Policy Coverage Optimization cites this paper.

PPO-HSC: An Exploratory Reinforcement Learning Framework Based on Wide-Area Policy Coverage Optimization Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T14:39:41.442301Z

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Observation 1c88179b-b75e-4a29-a01d-1511f31d0b37 · inbound

TraversRL: Traversable Pedestrian Pathway Generation With Reinforcement Learning cites this paper.

TraversRL: Traversable Pedestrian Pathway Generation With Reinforcement Learning Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-01T17:54:29.191419Z

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Observation e7eeed5c-9805-4e0c-ba32-16f4e5399aac · inbound

SLPO: Scaling Latent Reasoning via a Surrogate Policy cites this paper.

SLPO: Scaling Latent Reasoning via a Surrogate Policy Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T12:06:50.831758Z

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Observation 2ccb2f31-6291-4be4-81d2-34523d9259e8 · inbound

How LLM Task-Adaptation Reshapes Alignment: A Multi-dimensional Study of Behavioral and Representational Drift cites this paper.

How LLM Task-Adaptation Reshapes Alignment: A Multi-dimensional Study of Behavioral and Representational Drift Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-02T07:44:11.904578Z

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Observation 2f4202ad-7ff8-481b-9067-c516c9cb5121 · inbound

Bridging Compute- and Data-Optimal Pretraining cites this paper.

Bridging Compute- and Data-Optimal Pretraining Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 105

Resolution: unresolved; no resolver link, observed 2026-08-01T03:02:07.807759Z

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Observation e44d51b0-8ae4-4ad0-9230-592978058a1f · inbound

Not All Tokens Deserve Equal Credit: Counterfactual Sensitivity Credit Reallocation for Long-CoT Reasoning cites this paper.

Not All Tokens Deserve Equal Credit: Counterfactual Sensitivity Credit Reallocation for Long-CoT Reasoning Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-31T23:39:13.429089Z

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Observation 7df2fb86-6cf9-48a0-be5c-c82780243a82 · inbound

LEEPS: Latent-Guided Explore-Exploit Prompt Sampling for Efficient RLVR in Large Language Models cites this paper.

LEEPS: Latent-Guided Explore-Exploit Prompt Sampling for Efficient RLVR in Large Language Models Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-31T18:34:16.348704Z

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Observation 57cb7ae4-e6b9-4b1b-bdc4-76ccba8c7c9b · inbound

Uncertainty-Aware Simulation-Based Inference for Operations Research with Large Language Models cites this paper.

Uncertainty-Aware Simulation-Based Inference for Operations Research with Large Language Models Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-04T02:03:06.482231Z

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Observation d7cabc12-5fd3-4ad5-9e9c-693f2d03cd75 · inbound

LUNAR: Benchmarking Personalized Large Language Models on UNiversal User BehAvioR Logs cites this paper.

LUNAR: Benchmarking Personalized Large Language Models on UNiversal User BehAvioR Logs Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-08T17:17:53.443925Z

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