Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T14:27:51.188077Z
Paper Citation Record · LEDGER
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning
As of 8 August 2026, this Paper Citation Record lists 72 of 72 outbound references and 16 inbound Pith citation observations for arXiv:2502.06781.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T15:18:54.669121Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Reference resolution
72 of 72 outbound references displayed
- verified exact1
- verified fuzzy14
- unresolved57
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Outbound references
Observation 070b2498-fd8a-4ebf-8468-bee490322b3e · outbound
This paper cites Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:50.952069Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 00f685af-9b48-416e-b41c-e48ce97c90f6 · outbound
This paper cites Evaluation of openai o1: Opportunities and challenges of agi.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Evaluation of openai o1: Opportunities and challenges of agi
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:50.956292Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e75f2754-1033-4cd8-b473-c3f72e91c319 · outbound
This paper cites Mathematical Language Models: A Survey.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Mathematical Language Models: A Survey
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:50.960542Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1d04e19b-9ea1-46b8-8400-d2cdbabb70e5 · outbound
This paper cites Learning mathematics with large language models: A comparative study with computer algebra systems and other tools.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Learning mathematics with large language models: A comparative study with computer algebra systems and other tools
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:27:51.964175Z
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 dd449979-713d-4581-a4a4-02df42ae17fb · outbound
This paper cites InternLM-Math: Open Math Large Language Models Toward Verifiable Reasoning.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning InternLM-Math: Open Math Large Language Models Toward Verifiable Reasoning
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:50.968094Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a579b9ce-63bc-4d3a-9636-af3be8dea892 · outbound
This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:50.971842Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 629ab2a0-7625-4222-95cd-2447f843433c · outbound
This paper cites Chain-of-thought prompting elicits reasoning in large language models.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Chain-of-thought prompting elicits reasoning in large language models
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:50.976015Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ff782f0-5b4d-4fae-b51b-d1721b242208 · outbound
This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Self-Consistency Improves Chain of Thought Reasoning in Language Models
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:50.979230Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d630a42d-af51-475d-86af-69e9aa1d0d52 · outbound
This paper cites Large language models are zero-shot reasoners.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Large language models are zero-shot reasoners
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:27:51.948597Z
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 8e5601dd-0f1a-4b45-ae29-df4c0c3fbd2d · outbound
This paper cites Learning to reason with llms.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Learning to reason with llms
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:50.985001Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 199ead34-9050-4d22-a51a-9b03c6f5914e · outbound
This paper cites O1 Replication Journey -- Part 2: Surpassing O1-preview through Simple Distillation, Big Progress or Bitter Lesson?.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning O1 Replication Journey -- Part 2: Surpassing O1-preview through Simple Distillation, Big Progress or Bitter Lesson?
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:50.987846Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 871245c2-a6a3-493c-a54d-f99196ba7204 · outbound
This paper cites Imitate, Explore, and Self-Improve: A Reproduction Report on Slow-thinking Reasoning Systems.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Imitate, Explore, and Self-Improve: A Reproduction Report on Slow-thinking Reasoning Systems
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:50.990868Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ce37bdf-1627-42da-af54-cbfded59f731 · outbound
This paper cites an unresolved cited work.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Unresolved cited work
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:50.993788Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 292779e5-b639-4409-a57b-e2699deb09de · outbound
This paper cites DeepSeek-V3 Technical Report.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning DeepSeek-V3 Technical Report
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:50.997289Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e2c1c0a8-5866-4a2f-9cb5-ad6154e5b334 · outbound
This paper cites Let's Verify Step by Step.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Let's Verify Step by Step
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.000656Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e36297a-2947-4184-a310-4a514ddaf916 · outbound
This paper cites Kimi k1.5: Scaling Reinforcement Learning with LLMs.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Kimi k1.5: Scaling Reinforcement Learning with LLMs
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.004122Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d9ae74e-9211-4336-bafe-8df79ea40d07 · outbound
This paper cites Math-shepherd: Verify and reinforce llms step-by-step without human annotations.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Math-shepherd: Verify and reinforce llms step-by-step without human annotations
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:27:51.927158Z
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 f8d070c7-893d-42df-86e7-3ed7693068de · outbound
This paper cites VinePPO: Refining Credit Assignment in RL Training of LLMs.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning VinePPO: Refining Credit Assignment in RL Training of LLMs
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.010658Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be090f1b-f199-43b0-baa9-6fbb70e31602 · outbound
This paper cites Proximal Policy Optimization Algorithms.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Proximal Policy Optimization Algorithms
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.014567Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2006b791-2a83-49d0-a968-4226a286814b · outbound
This paper cites Process Reinforcement through Implicit Rewards.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Process Reinforcement through Implicit Rewards
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.017933Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 64d9f09a-5f85-4fa4-88eb-10ec2f19afda · outbound
This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Measuring Mathematical Problem Solving With the MATH Dataset
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.021439Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 42494796-eabd-435e-9f73-f74ef2ad5a6c · outbound
This paper cites Qwq: Reflect deeply on the boundaries of the unknown, November 2024.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Qwq: Reflect deeply on the boundaries of the unknown, November 2024
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.024829Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 536d2d7d-acf4-4146-b2a1-09b8dfec53c0 · outbound
This paper cites Scaling Relationship on Learning Mathematical Reasoning with Large Language Models.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Scaling Relationship on Learning Mathematical Reasoning with Large Language Models
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.027795Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4969442-85fa-4f68-a47d-b11989dcd6b3 · outbound
This paper cites Scaling laws for reward model overoptimization.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Scaling laws for reward model overoptimization
Reference 24
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9b12b849-774d-42cf-9696-0417cfc1e1a3 · outbound
This paper cites Compositional preference models for aligning LMs.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Compositional preference models for aligning LMs
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.034371Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 936b6233-ed02-4f62-887d-7961a625bba4 · outbound
This paper cites Tulu 3: Pushing Frontiers in Open Language Model Post-Training.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Tulu 3: Pushing Frontiers in Open Language Model Post-Training
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.037751Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0a1e810-bdc1-43c1-9dbe-8c19308aea81 · outbound
This paper cites Training language models to follow instructions with human feedback.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Training language models to follow instructions with human feedback
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.041315Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 60363d63-ef52-40a2-9268-446c007979b5 · outbound
This paper cites Measuring goodhart’s law.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Measuring goodhart’s law
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:27:51.899764Z
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 a7892b10-f28a-4cf0-92e0-b61c143dd331 · outbound
This paper cites Training Language Models with Language Feedback at Scale.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Training Language Models with Language Feedback at Scale
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.047668Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c3fe5c1-4a8a-434b-865d-c3999a37b8c8 · outbound
This paper cites Reward Model Ensembles Help Mitigate Overoptimization.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Reward Model Ensembles Help Mitigate Overoptimization
Reference 30
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9d9880a1-80ff-40c3-bc4f-2f9990694c83 · outbound
This paper cites BoNBoN Alignment for Large Language Models and the Sweetness of Best-of-n Sampling.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning BoNBoN Alignment for Large Language Models and the Sweetness of Best-of-n Sampling
Reference 31
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1d2dd4b9-7af2-4202-8fcf-f2333aee9d00 · outbound
This paper cites BOND: Aligning LLMs with Best-of-N Distillation.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning BOND: Aligning LLMs with Best-of-N Distillation
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.057910Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 761dece5-630e-4bd8-bafa-bbba8fe28237 · outbound
This paper cites An invariant form for the prior probability in estimation problems.Proceedings of the Royal Society of London.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning An invariant form for the prior probability in estimation problems.Proceedings of the Royal Society of London
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:27:51.890501Z
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 829da88e-2bc1-4430-90a8-52240aabd898 · outbound
This paper cites Inference-aware fine-tuning for best-of-n sampling in large language models.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Inference-aware fine-tuning for best-of-n sampling in large language models
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.063480Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c87d03d-98d3-4564-8e75-04f06a18433d · outbound
This paper cites an unresolved cited work.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Unresolved cited work
Reference 35
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T14:27:51.881237Z
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 490b5225-c7e4-49b7-bef9-f6842dca9f64 · outbound
This paper cites From $r$ to $Q^*$: Your Language Model is Secretly a Q-Function.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning From $r$ to $Q^*$: Your Language Model is Secretly a Q-Function
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.069301Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef4dc255-3e0b-4c4f-8de8-5f10a5aa7577 · outbound
This paper cites Inverse-Q*: Token Level Reinforcement Learning for Aligning Large Language Models Without Preference Data.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Inverse-Q*: Token Level Reinforcement Learning for Aligning Large Language Models Without Preference Data
Reference 37
- Resolution
- verified exact
- local_arxiv, observed 2026-08-08T14:27:51.354494Z
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 b5ba40e0-c1a8-47d0-8eec-f3445f4f1487 · outbound
This paper cites Training Verifiers to Solve Math Word Problems.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Training Verifiers to Solve Math Word Problems
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.075427Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21c39724-a36f-4aff-aff7-5cf6d8cc758b · outbound
This paper cites Qwen2.5 Technical Report.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Qwen2.5 Technical Report
Reference 39
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.079089Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ac75e7e4-c444-4646-8d66-1dac7bdbfad3 · outbound
This paper cites Opendatalab: Empowering general artificial intelligence with open datasets, 2024.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Opendatalab: Empowering general artificial intelligence with open datasets, 2024
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:27:51.872242Z
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 d591aa9a-08ca-4501-89e3-220a28935053 · outbound
This paper cites Numinamath: The largest public dataset in ai4maths with 860k pairs of competition math problems and solutions.Hugging Face repository, 13:9, 2024.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Numinamath: The largest public dataset in ai4maths with 860k pairs of competition math problems and solutions.Hugging Face repository, 13:9, 2024
Reference 41
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.085801Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5a5c329a-4708-48b6-97c2-01a298ccd552 · outbound
This paper cites Hello GPT-4o, 2024.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Hello GPT-4o, 2024
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.088874Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 42c59246-87cd-4843-af78-27b2e239b241 · outbound
This paper cites Claude 3.5 sonnet, 2024.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Claude 3.5 sonnet, 2024
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.092448Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 338d44e4-3e74-495e-8e48-25503ca63927 · outbound
This paper cites 7b model and 8k examples: Emerging reasoning with reinforcement learning is both effective and efficient.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning 7b model and 8k examples: Emerging reasoning with reinforcement learning is both effective and efficient
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:27:51.845013Z
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 1593a911-7d7b-4aa5-ba85-16fd0f66797b · outbound
This paper cites rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.099046Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 089e71d6-00d3-40e5-99ae-c03ea1fd1b18 · outbound
This paper cites American invitational mathematics examination - aime.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning American invitational mathematics examination - aime
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:27:51.835134Z
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 6bf0ca30-56b9-4c38-8e8c-5330ed4184c9 · outbound
This paper cites Are Your LLMs Capable of Stable Reasoning?.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Are Your LLMs Capable of Stable Reasoning?
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.106013Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 31d1c947-f4ef-4c66-85fe-d0e7361341e5 · outbound
This paper cites OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems
Reference 48
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.109531Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a2fbfb90-8f35-4cb3-841a-923edbf8e8c1 · outbound
This paper cites Opencompass: A universal evaluation platform for foundation models.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Opencompass: A universal evaluation platform for foundation models
Reference 49
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.112911Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92d69a59-5df4-483e-a0c9-aa54a3d0e38a · outbound
This paper cites Policy gradient meth- ods for reinforcement learning with function approximation.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Policy gradient meth- ods for reinforcement learning with function approximation
Reference 50
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.116126Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c06dc8d-24e4-4e83-830e-513fd2a8a2e0 · outbound
This paper cites Tree of thoughts: Deliberate problem solving with large language models.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Tree of thoughts: Deliberate problem solving with large language models
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.119909Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bb206363-c2c9-43d6-8c8d-729da4200dd5 · outbound
This paper cites Graph of thoughts: Solving elaborate problems with large language models.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Graph of thoughts: Solving elaborate problems with large language models
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:27:51.808050Z
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 9bfc999a-6fb0-4875-bee1-12abb2e7b0e4 · outbound
This paper cites MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models
Reference 53
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.126152Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cf905594-0d06-4889-9173-68a756270331 · outbound
This paper cites Augmenting Math Word Problems via Iterative Question Composing.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Augmenting Math Word Problems via Iterative Question Composing
Reference 54
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.129269Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c17fa23-b188-44c1-88b5-7a3002de14d0 · outbound
This paper cites MuggleMath: Assessing the Impact of Query and Response Augmentation on Math Reasoning.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning MuggleMath: Assessing the Impact of Query and Response Augmentation on Math Reasoning
Reference 55
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.132425Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation edd0dc10-fc9a-4e71-9e4e-f9acf6ecc1da · outbound
This paper cites Goat: Fine-tuned LLaMA Outperforms GPT-4 on Arithmetic Tasks.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Goat: Fine-tuned LLaMA Outperforms GPT-4 on Arithmetic Tasks
Reference 56
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.135706Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a02c956f-67b4-4333-bf1e-e649ece2d74c · outbound
This paper cites MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning
Reference 57
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.138537Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ccde4491-3225-4820-94f6-b3dbd1c7d9ab · outbound
This paper cites SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training
Reference 58
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.141898Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 021f7021-240a-4ea6-b091-9b24fbe92bfc · outbound
This paper cites Can large language models reason and plan? Annals of the New York Academy of Sciences, 1534(1):15–18, 2024.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Can large language models reason and plan? Annals of the New York Academy of Sciences, 1534(1):15–18, 2024
Reference 59
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:27:51.798417Z
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 ab3810a8-8362-4285-8482-3cc08241ea9c · outbound
This paper cites WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct
Reference 60
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.148684Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c04f306-b46e-4265-ba4b-088a53fde1bc · outbound
This paper cites Beyond Human Data: Scaling Self-Training for Problem-Solving with Language Models.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Beyond Human Data: Scaling Self-Training for Problem-Solving with Language Models
Reference 61
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.152051Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 36414ed8-e16a-4d3a-9544-5ce4ca0b8136 · outbound
This paper cites Back to Basics: Revisiting REINFORCE Style Optimization for Learning from Human Feedback in LLMs.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Back to Basics: Revisiting REINFORCE Style Optimization for Learning from Human Feedback in LLMs
Reference 62
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:27:51.155707Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation db660ffc-25a4-402b-87d3-05a8d08395be · outbound
This paper cites You don’t need to re-generate the answer to the question because the standard answer has been given.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning You don’t need to re-generate the answer to the question because the standard answer has been given
Reference 63
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:27:51.787477Z
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 2717bfa1-4154-49af-a700-1ba82d031236 · outbound
This paper cites an unresolved cited work.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Unresolved cited work
Reference 64
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T14:27:51.777395Z
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 a0ff2ceb-134e-4708-947a-ab645d6c9128 · outbound
This paper cites As long as the answer is the same as the standard answer, it is enough.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning As long as the answer is the same as the standard answer, it is enough
Reference 65
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:27:51.767856Z
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 995844ec-b558-4489-9c11-f784e2b4644a · outbound
This paper cites And some formulas are expressed in different ways, but they are equivalent and correct.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning And some formulas are expressed in different ways, but they are equivalent and correct
Reference 66
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:27:51.758301Z
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 d9207753-5c50-4664-a353-bcd4a1e1babf · outbound
This paper cites A" or "B.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning A" or "B
Reference 67
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:27:51.748464Z
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 39f35344-4083-4e5e-8070-4a94cc29d417 · outbound
This paper cites an unresolved cited work.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Unresolved cited work
Reference 68
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T14:27:51.737774Z
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 644abfb2-54e4-4cb4-8385-84f39da5b153 · outbound
This paper cites an unresolved cited work.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Unresolved cited work
Reference 69
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T14:27:51.728145Z
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 88c346e6-9494-44cb-ba24-e65330c9b28c · outbound
This paper cites an unresolved cited work.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Unresolved cited work
Reference 70
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T14:27:51.717965Z
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 eb0d0544-e8d6-466c-85c9-256d984231ff · outbound
This paper cites an unresolved cited work.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Unresolved cited work
Reference 71
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T14:27:51.708176Z
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 0720b3e7-602e-4467-ac25-8c1517554c68 · outbound
This paper cites an unresolved cited work.
Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning Unresolved cited work
Reference 72
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T14:27:51.698233Z
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 40a1032b-0f5d-4e52-8a77-687f5ff1de13 · inbound
Reinforcement Learning from Human Feedback cites this paper.
Reinforcement Learning from Human Feedback Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning
Reference 77
- Resolution
- verified exact
- arxiv_id, observed 2026-05-22T19:32:01.345899Z
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 6a317298-8807-4244-bf64-974ce588f354 · inbound
VARD: Efficient and Dense Fine-Tuning for Diffusion Models with Value-based RL cites this paper.
VARD: Efficient and Dense Fine-Tuning for Diffusion Models with Value-based RL Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:18:54.669121Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04b7eaec-cacb-4cbb-85b3-b00ad11efe56 · inbound
RFTF: Reinforcement Fine-tuning for Embodied Agents with Temporal Feedback cites this paper.
RFTF: Reinforcement Fine-tuning for Embodied Agents with Temporal Feedback Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:10:12.939491Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 747e0839-1ec3-49c4-b4f8-1e95d895c7b6 · inbound
Training LLMs for EHR-Based Reasoning Tasks via Reinforcement Learning cites this paper.
Training LLMs for EHR-Based Reasoning Tasks via Reinforcement Learning Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:40:09.933663Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 867e3e6f-9b30-47c1-b77b-cd076a11bcef · inbound
Response-Level Rewards Are All You Need for Online Reinforcement Learning in LLMs: A Mathematical Perspective cites this paper.
Response-Level Rewards Are All You Need for Online Reinforcement Learning in LLMs: A Mathematical Perspective Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:32:31.527587Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59a01924-d375-4698-afa9-7e01cd44e84c · inbound
Consistent Paths Lead to Truth: Self-Rewarding Reinforcement Learning for LLM Reasoning cites this paper.
Consistent Paths Lead to Truth: Self-Rewarding Reinforcement Learning for LLM Reasoning Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T05:09:44.200132Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69dcfd01-d48e-4d21-85dd-be3372de2929 · inbound
Unleashing Embodied Task Planning Ability in LLMs via Reinforcement Learning cites this paper.
Unleashing Embodied Task Planning Ability in LLMs via Reinforcement Learning Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T21:55:01.685340Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1845ae5b-eaf4-43c4-a421-8b0b14f25fd2 · inbound
Test-Time Scaling with Reflective Generative Model cites this paper.
Test-Time Scaling with Reflective Generative Model Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:46:44.783885Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9d18271c-db52-48d0-a8b3-0f038b000880 · inbound
A Technical Survey of Reinforcement Learning Techniques for Large Language Models cites this paper.
A Technical Survey of Reinforcement Learning Techniques for Large Language Models Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T19:59:28.348022Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40207b04-b788-474d-8ee3-8edcf2b3f3de · inbound
Alignment and Safety in Large Language Models: Safety Mechanisms, Training Paradigms, and Emerging Challenges cites this paper.
Alignment and Safety in Large Language Models: Safety Mechanisms, Training Paradigms, and Emerging Challenges Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning
Reference 198
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T14:13:06.979201Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9eaa3cc7-49dd-4760-9e89-0b0c97512861 · inbound
Pass@k Training for Adaptively Balancing Exploration and Exploitation of Large Reasoning Models cites this paper.
Pass@k Training for Adaptively Balancing Exploration and Exploitation of Large Reasoning Models Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T20:21:08.144794Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 36284a2e-89b8-4e03-ac8a-75c39a212196 · inbound
Uncertainty Under the Curve: A Sequence-Level Entropy Area Metric for Reasoning LLM cites this paper.
Uncertainty Under the Curve: A Sequence-Level Entropy Area Metric for Reasoning LLM Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:11:01.093701Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation da937472-cdc1-490a-beb9-4b79cd4fbc57 · inbound
Intern-S1-MO: Long-horizon Reasoning Agent for Olympiad?Level Mathematical Problem Solving cites this paper.
Intern-S1-MO: Long-horizon Reasoning Agent for Olympiad?Level Mathematical Problem Solving Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T06:40:24.891449Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cc15766a-f859-4eaa-9b3b-82060a08db9c · 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 Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning
Reference 65
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T03:04:43.981554Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e7d4cec-4529-43b9-bac8-67b44a0416a9 · inbound
Trust Region On-Policy Distillation cites this paper.
Trust Region On-Policy Distillation Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning
Reference 224
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T20:56:13.534551Z
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 7bc710db-20a8-4c95-a0e0-c252eb3cb39f · inbound
The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes cites this paper.
The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning
Reference 165
- Resolution
- verified exact
- arxiv_id, observed 2026-06-27T13:00:56.109782Z
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.