Paper Citation Record · LEDGER

Stable Reinforcement Learning for Efficient Reasoning

As of 8 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 7 inbound Pith citation observations for arXiv:2505.18086.

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

pith.paper-citation-record.v1
2505.18086 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:38:47.682695Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T12:09:39.636062Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T22:46:20.251611Z

Reference resolution

35 of 35 outbound references displayed

verified exact0
verified fuzzy3
unresolved32
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c9a7d3d8-c24b-4338-a122-6e5ccd4fa911 · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

Stable Reinforcement Learning for Efficient Reasoning Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:42.693276Z

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Observation cbe93923-50d0-41cd-9438-741854849ba4 · outbound

This paper cites Scaling Laws for Neural Language Models.

Stable Reinforcement Learning for Efficient Reasoning Scaling Laws for Neural Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:42.839047Z

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Observation 3ca8bd60-b550-43a9-b38e-1fa1042351e7 · outbound

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

Stable Reinforcement Learning for Efficient Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:42.993274Z

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Observation ecb8034f-13b8-4298-b5b8-19ee820e5f47 · outbound

This paper cites Qwen3 Technical Report.

Stable Reinforcement Learning for Efficient Reasoning Qwen3 Technical Report

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:43.173424Z

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Observation ad775c01-2cc7-44cc-8f75-7f57e29df208 · outbound

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

Stable Reinforcement Learning for Efficient Reasoning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:43.302144Z

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Observation 513424c0-8561-4ecf-946a-cf6e63e53b55 · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

Stable Reinforcement Learning for Efficient Reasoning Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:43.477652Z

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Observation a1f10c50-543c-4187-9aba-4dc66166503e · outbound

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

Stable Reinforcement Learning for Efficient Reasoning Training language models to follow instructions with human feedback

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:43.607566Z

Source-reported events for the cited work

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Observation 5d224063-e1c8-4345-b429-4bca1e0e5344 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Stable Reinforcement Learning for Efficient Reasoning Proximal Policy Optimization Algorithms

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:43.731606Z

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Observation 945cf57e-8403-4d7f-b180-3496e2dbec1a · outbound

This paper cites Group robust preference optimization in reward-free RLHF.

Stable Reinforcement Learning for Efficient Reasoning Group robust preference optimization in reward-free RLHF

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:38:49.661260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2de9ee18-9ab1-4ab1-a720-4f5ab0da98dd · outbound

This paper cites Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models.

Stable Reinforcement Learning for Efficient Reasoning Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:44.107498Z

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Observation 09bed22b-4186-4cc2-9e0c-4b544f4540bf · outbound

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

Stable Reinforcement Learning for Efficient Reasoning Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:44.256624Z

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Observation a05546bc-dc99-4b26-8b01-9c0784e78b85 · outbound

This paper cites Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs.

Stable Reinforcement Learning for Efficient Reasoning Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:44.377434Z

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Observation b91f5d9f-a288-40d2-8523-5518f8dd2466 · outbound

This paper cites The Danger of Overthinking: Examining the Reasoning-Action Dilemma in Agentic Tasks.

Stable Reinforcement Learning for Efficient Reasoning The Danger of Overthinking: Examining the Reasoning-Action Dilemma in Agentic Tasks

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:44.636364Z

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Observation 1c8b41cd-4bc4-4d55-a372-8f305df9f6cb · outbound

This paper cites When More is Less: Understanding Chain-of-Thought Length in LLMs.

Stable Reinforcement Learning for Efficient Reasoning When More is Less: Understanding Chain-of-Thought Length in LLMs

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:44.762699Z

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Observation 88487cad-08c9-4ba8-96d8-177b0f0632c0 · outbound

This paper cites Dynamic early exit in reasoning models, 2025.

Stable Reinforcement Learning for Efficient Reasoning Dynamic early exit in reasoning models, 2025

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:44.901523Z

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Observation e6ebe74d-386b-4f74-9ac0-e03020456fba · outbound

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

Stable Reinforcement Learning for Efficient Reasoning Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:45.030627Z

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Observation aaaf58df-ce8c-448f-a445-8adae971953e · outbound

This paper cites S-GRPO: Early Exit via Reinforcement Learning in Reasoning Models.

Stable Reinforcement Learning for Efficient Reasoning S-GRPO: Early Exit via Reinforcement Learning in Reasoning Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:45.299309Z

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Observation 2ab6bda3-e684-4120-8286-37f5ceb9ed7b · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Stable Reinforcement Learning for Efficient Reasoning Training Verifiers to Solve Math Word Problems

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:45.504178Z

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Observation 43b2069d-6689-4980-978e-fa6673d4508a · outbound

This paper cites GPQA: A Graduate-Level Google-Proof Q&A Benchmark.

Stable Reinforcement Learning for Efficient Reasoning GPQA: A Graduate-Level Google-Proof Q&A Benchmark

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:45.622242Z

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Observation f63de3ea-d04c-4cd4-ac5d-e3a980e3cb62 · outbound

This paper cites Aime problems and solutions.

Stable Reinforcement Learning for Efficient Reasoning Aime problems and solutions

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:38:49.078178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f898c5e0-3baa-4776-a942-9b7e0c2f03a1 · outbound

This paper cites Amc 2023, 2024.

Stable Reinforcement Learning for Efficient Reasoning Amc 2023, 2024

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:45.879870Z

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Observation af2ae48e-fb79-4463-9aec-7e25a8fbac07 · outbound

This paper cites Measuring mathematical problem solving with the math dataset,.

Stable Reinforcement Learning for Efficient Reasoning Measuring mathematical problem solving with the math dataset,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:46.047459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37b165fe-3c43-458e-999e-5afc1c52a00f · outbound

This paper cites Learning to reason with llms.

Stable Reinforcement Learning for Efficient Reasoning Learning to reason with llms

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:38:48.564499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 71d0c005-ec14-442e-885a-eded273fb183 · outbound

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

Stable Reinforcement Learning for Efficient Reasoning Training language models to follow instructions with human feedback

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:46.432494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0da1767a-63d3-4bbe-acac-d4186ae8de5c · outbound

This paper cites On Designing Effective RL Reward at Training Time for LLM Reasoning.

Stable Reinforcement Learning for Efficient Reasoning On Designing Effective RL Reward at Training Time for LLM Reasoning

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:46.529177Z

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Observation 143a71ca-8286-4c91-9cea-81e9229fdd6f · outbound

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

Stable Reinforcement Learning for Efficient Reasoning Tulu 3: Pushing Frontiers in Open Language Model Post-Training

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:46.709657Z

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Observation ff791d8f-0479-4963-a508-1360be495822 · outbound

This paper cites SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild.

Stable Reinforcement Learning for Efficient Reasoning SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:46.831392Z

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Observation 8f6d38db-9d42-4123-b1f9-235377011f6b · outbound

This paper cites Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond.

Stable Reinforcement Learning for Efficient Reasoning Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:46.973811Z

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Observation 13461ca3-1766-4edb-a8b9-c4016710b253 · outbound

This paper cites Fastcurl: Curriculum reinforcement learning with progressive context extension for efficient training r1-like reasoning models, 2025.

Stable Reinforcement Learning for Efficient Reasoning Fastcurl: Curriculum reinforcement learning with progressive context extension for efficient training r1-like reasoning models, 2025

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:47.135822Z

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Observation ca3c6a0b-18fe-4b0e-a2cf-36a820f24d15 · outbound

This paper cites Training language models to reason efficiently.

Stable Reinforcement Learning for Efficient Reasoning Training language models to reason efficiently

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:47.237133Z

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Observation 616be23c-0f78-40a6-8881-8a637368c55a · outbound

This paper cites DeepMath-103K: A Large-Scale, Challenging, Decontaminated, and Verifiable Mathematical Dataset for Advancing Reasoning.

Stable Reinforcement Learning for Efficient Reasoning DeepMath-103K: A Large-Scale, Challenging, Decontaminated, and Verifiable Mathematical Dataset for Advancing Reasoning

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:47.403222Z

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Observation 445767f5-5ddd-4cc7-9d3a-4bb0c17866a8 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Stable Reinforcement Learning for Efficient Reasoning Adam: A Method for Stochastic Optimization

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:47.561040Z

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Observation 456d2ebb-02e8-4cfb-b296-56ce53d3e3d9 · outbound

This paper cites ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning.

Stable Reinforcement Learning for Efficient Reasoning ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:47.682695Z

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Observation ac5f1b6b-6f50-4cac-89de-0faf5272030e · outbound

This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.

Stable Reinforcement Learning for Efficient Reasoning Measuring Mathematical Problem Solving With the MATH Dataset

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-07T14:38:46.155558Z

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Unavailable: canonical work link unavailable.

Observation df1278cb-0481-40ff-81f4-9e0813881153 · outbound

This paper cites an unresolved cited work.

Stable Reinforcement Learning for Efficient Reasoning Unresolved cited work

Reference 2024

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:38:49.453422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation d005cb89-ec4f-4219-824f-e9cb83aa415a · inbound

Secure Tug-of-War (SecTOW): Iterative Defense-Attack Training with Reinforcement Learning for Multimodal Model Security cites this paper.

Secure Tug-of-War (SecTOW): Iterative Defense-Attack Training with Reinforcement Learning for Multimodal Model Security Stable Reinforcement Learning for Efficient Reasoning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T12:09:39.636062Z

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Observation 83c4f67c-abf3-4632-be6f-9ddc3cb4bbdb · inbound

Gradient Extrapolation-Based Policy Optimization cites this paper.

Gradient Extrapolation-Based Policy Optimization Stable Reinforcement Learning for Efficient Reasoning

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-11T03:55:56.726774Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 32eafdbe-ed52-49a4-b269-446d843604d6 · inbound

CLORE: Content-Level Optimization for Reasoning Efficiency cites this paper.

CLORE: Content-Level Optimization for Reasoning Efficiency Stable Reinforcement Learning for Efficient Reasoning

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-22T05:51:08.263012Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6967ca88-cf8c-4aac-a953-bb8e16f81ff5 · inbound

Learning When Not to Act: Mitigating Tool Abuse in Agentic Reinforcement Learning cites this paper.

Learning When Not to Act: Mitigating Tool Abuse in Agentic Reinforcement Learning Stable Reinforcement Learning for Efficient Reasoning

Reference 28

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T22:46:20.253672Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2163f506-be2c-4659-b578-8de3e92f0899 · inbound

Length Penalties Make Chain-of-Thought Less Monitorable cites this paper.

Length Penalties Make Chain-of-Thought Less Monitorable Stable Reinforcement Learning for Efficient Reasoning

Reference 54

Resolution: unresolved; no resolver link, observed 2026-07-14T15:45:54.532529Z

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Observation af84df61-620c-4d7d-b0a9-b19de84984bb · inbound

Length Penalties Make Chain-of-Thought Less Monitorable cites this paper.

Length Penalties Make Chain-of-Thought Less Monitorable Stable Reinforcement Learning for Efficient Reasoning

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-02T08:06:10.779080Z

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Observation ef30e1dc-c058-4e94-95c1-46f0948119e0 · inbound

Length Penalties Make Chain-of-Thought Less Monitorable cites this paper.

Length Penalties Make Chain-of-Thought Less Monitorable Stable Reinforcement Learning for Efficient Reasoning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T04:30:27.449308Z

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