Paper Citation Record · LEDGER

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

As of 18 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 15 inbound Pith citation observations for arXiv:2505.24726.

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

pith.paper-citation-record.v1
2505.24726 v1

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:35:40.426831Z

measured 66 of 66 standing notices

One-hop event checks from named stored sources.

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

measured 15 of 15 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T12:41:42.259895Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-08T00:04:22.690995Z

Reference resolution

51 of 51 outbound references displayed

verified exact1
verified fuzzy0
unresolved50
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9b9ff29d-d9cf-4137-85b9-8e79fd5e86f0 · outbound

This paper cites online" 'onlinestring :=.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:34.861649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c883d1e-40c5-4807-8656-7b743d85b4b3 · outbound

This paper cites write newline.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:34.960301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b2dcd2d-6c02-4f85-9673-068e45be6863 · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:35.083696Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 956def62-0880-44ac-8938-04c0604a95dc · outbound

This paper cites an unresolved cited work.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:35.259812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3023ca1a-1ca2-48b4-bb0b-26130eaf3afd · outbound

This paper cites an unresolved cited work.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Unresolved cited work

Reference 5

Resolution: verified exact; doi, observed 2026-08-07T12:35:40.840220Z

Source-reported events for the cited work

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

Observation 1a66e9ab-d617-413c-829c-94811bb8051b · outbound

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

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:35.568647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63f1c250-c8ee-4e31-b444-9d6d0efdd326 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Training Verifiers to Solve Math Word Problems

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:35.832113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48c8d135-793a-4674-80d6-dc6505968bc6 · outbound

This paper cites ReZero: Enhancing LLM search ability by trying one-more-time.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning ReZero: Enhancing LLM search ability by trying one-more-time

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:35.992263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5889e0bd-b0e3-4df6-9ed9-b9dcd554087d · outbound

This paper cites an unresolved cited work.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:36.205203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53714535-dfd3-4a37-967c-cf26cc185c26 · outbound

This paper cites The Llama 3 Herd of Models.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning The Llama 3 Herd of Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:36.351366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34b6c8ef-a99b-4405-a181-c033fad9e685 · outbound

This paper cites an unresolved cited work.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:36.415581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ee72f43-7db4-4f1a-a9df-fdfd65ad5220 · outbound

This paper cites Distilling the Knowledge in a Neural Network.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Distilling the Knowledge in a Neural Network

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:36.557807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01b10b17-ef42-4ad3-8070-76876adfe558 · outbound

This paper cites an unresolved cited work.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:36.636735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09642e74-6af0-4d90-8c7c-a9d1a5ee1eac · outbound

This paper cites an unresolved cited work.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:36.738019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7878b40-7727-4454-98d5-0f3700fc303f · outbound

This paper cites an unresolved cited work.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:35:43.087654Z

Source-reported events for the cited work

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

Observation 53328d92-8663-4c04-81a8-1470c472d2c5 · outbound

This paper cites an unresolved cited work.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:36.957944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e2e5de6-cd90-47f5-b1d6-7060f75b29d5 · outbound

This paper cites A Survey on Large Language Models for Code Generation.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning A Survey on Large Language Models for Code Generation

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:37.056537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04d92912-ce03-4e3f-8e69-d21f4706a7bb · outbound

This paper cites an unresolved cited work.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:37.174034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1541ad01-913f-4259-a889-09f58ef76593 · outbound

This paper cites Understanding Catastrophic Forgetting in Language Models via Implicit Inference.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Understanding Catastrophic Forgetting in Language Models via Implicit Inference

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:37.237089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7fe7c305-c796-4728-8633-132075ffb7a0 · outbound

This paper cites Training Language Models to Self-Correct via Reinforcement Learning.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Training Language Models to Self-Correct via Reinforcement Learning

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:37.311069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cbfd8cb-edec-4ca0-8209-690b52d2dfc7 · outbound

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

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Gonzalez, Hao Zhang, and Ion Stoica

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:37.411678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b82f9e9-4aab-4d41-aa95-17b48f455999 · outbound

This paper cites ToRL: Scaling Tool-Integrated RL.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning ToRL: Scaling Tool-Integrated RL

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:37.503027Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4b09f2b-dbd3-4689-bafb-059b08b030d2 · outbound

This paper cites an unresolved cited work.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:35:42.897758Z

Source-reported events for the cited work

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

Observation 3576f0f6-14d8-4d0b-b505-566183825cff · outbound

This paper cites Instruct-of-Reflection: Enhancing Large Language Models Iterative Reflection Capabilities via Dynamic-Meta Instruction.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Instruct-of-Reflection: Enhancing Large Language Models Iterative Reflection Capabilities via Dynamic-Meta Instruction

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:37.669914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9997fed6-014f-4fa3-862a-65087ae21702 · outbound

This paper cites an unresolved cited work.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:35:42.649406Z

Source-reported events for the cited work

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

Observation 11ae6f74-d7e9-4c7b-a813-6b023325a1f7 · outbound

This paper cites an unresolved cited work.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Unresolved cited work

Reference 26

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Source-reported events for the cited work

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

Observation 7c946d2e-a0a2-42c5-aa15-3cf6328d92dd · outbound

This paper cites an unresolved cited work.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Unresolved cited work

Reference 27

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Source-reported events for the cited work

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

Observation 97e5b161-4742-443a-ae01-c04c694f00b6 · outbound

This paper cites an unresolved cited work.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Unresolved cited work

Reference 28

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa751dfe-6a10-4d89-a3c1-a93ec7d09798 · outbound

This paper cites Learning Adaptive Parallel Reasoning with Language Models.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Learning Adaptive Parallel Reasoning with Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:38.172948Z

Source-reported events for the cited work

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Observation 983b2f28-0bfc-438c-865e-fa5d93f2dacd · outbound

This paper cites an unresolved cited work.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Unresolved cited work

Reference 30

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Source-reported events for the cited work

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

Observation 75b95565-6a73-42ce-ba8a-5f485c757876 · outbound

This paper cites LEMMA: Learning from Errors for MatheMatical Advancement in LLMs.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning LEMMA: Learning from Errors for MatheMatical Advancement in LLMs

Reference 31

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Source-reported events for the cited work

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Observation c7cecc57-05b5-467a-9235-e4fba1d354e0 · outbound

This paper cites Check Your Facts and Try Again: Improving Large Language Models with External Knowledge and Automated Feedback.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Check Your Facts and Try Again: Improving Large Language Models with External Knowledge and Automated Feedback

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:38.436062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c23a9c6e-29a7-488d-bae5-93536a9ba9a9 · outbound

This paper cites ToolRL: Reward is All Tool Learning Needs.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning ToolRL: Reward is All Tool Learning Needs

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:38.568666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bccfb7d-e822-47f3-92ed-c01937437e1c · outbound

This paper cites Recursive Introspection: Teaching Language Model Agents How to Self-Improve.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Recursive Introspection: Teaching Language Model Agents How to Self-Improve

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:38.675580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 275de774-9fe7-4dc6-af7f-7a46307ec865 · outbound

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Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Self-Reflection in LLM Agents: Effects on Problem-Solving Performance

Reference 35

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Source-reported events for the cited work

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Observation 9942cffa-1630-492b-ad08-7bf151dd11b5 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Proximal Policy Optimization Algorithms

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:38.941943Z

Source-reported events for the cited work

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Observation d2bd7e0c-e0c2-415c-a0dc-b67d52b03bb1 · outbound

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Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 37

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77215a42-c208-4c9c-9949-fae72e537a42 · outbound

This paper cites an unresolved cited work.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:39.089985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ee18af6-9c36-4fb0-8713-0e60c8d392b2 · outbound

This paper cites an unresolved cited work.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Unresolved cited work

Reference 39

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02844c99-a114-41f7-9d76-a1a08b570bf3 · outbound

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Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:39.242501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3709454-5482-4e16-bde9-04e5fbf14a8e · outbound

This paper cites an unresolved cited work.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Unresolved cited work

Reference 41

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Source-reported events for the cited work

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Observation 475ad1e2-c136-4ea0-b489-30e396a9f81a · outbound

This paper cites an unresolved cited work.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Unresolved cited work

Reference 42

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Source-reported events for the cited work

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Observation 7a3a9574-7702-447c-a809-de5cd05f0aa2 · outbound

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Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Rethinking Chain-of-Thought from the Perspective of Self-Training

Reference 43

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Observation bb982c97-2962-40af-9879-54a35a1185f1 · outbound

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Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Qwen2 Technical Report

Reference 44

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Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Qwen2.5 Technical Report

Reference 45

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Source-reported events for the cited work

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Observation a2b04294-cced-44c2-8898-8f13660ec3aa · outbound

This paper cites an unresolved cited work.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Unresolved cited work

Reference 46

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96df79b1-acab-4ed4-830e-2ec77e7bd15d · outbound

This paper cites HellaSwag: Can a Machine Really Finish Your Sentence?.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning HellaSwag: Can a Machine Really Finish Your Sentence?

Reference 47

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d3e9429-4f9e-46dd-87b8-9618be2330e3 · outbound

This paper cites an unresolved cited work.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Unresolved cited work

Reference 48

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7da77fb-c34e-461d-a598-28986c3a01e3 · outbound

This paper cites an unresolved cited work.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Unresolved cited work

Reference 49

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Source-reported events for the cited work

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Observation 3a4318b2-588c-4f1c-a06d-79e89cc600a5 · outbound

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Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning A Survey of Large Language Models

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:40.252367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 993c7cac-ac4c-4875-8537-9b21c8d774d0 · outbound

This paper cites Xing, Hao Zhang, Joseph E.

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning Xing, Hao Zhang, Joseph E

Reference 51

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Source-reported events for the cited work

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Pith citing papers

Observation a667597f-34d6-4b4d-9ba0-6732f76f3c75 · inbound

A Survey of Context Engineering for Large Language Models cites this paper.

A Survey of Context Engineering for Large Language Models Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

Reference 65

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Source-reported events for the cited work

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Observation 4ce0801e-0b98-4eb3-a5ea-bb705d2d323a · inbound

Input-Time Scaling: Adding Noise and Irrelevance into Less-Is-More Drastically Improves Reasoning Performance and Efficiency cites this paper.

Input-Time Scaling: Adding Noise and Irrelevance into Less-Is-More Drastically Improves Reasoning Performance and Efficiency Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-18T22:46:53.907850Z

Source-reported events for the cited work

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

Observation cebbe30e-d707-4075-8231-559d79d3907a · inbound

Retrieval-of-Thought: Efficient Reasoning via Reusing Thoughts cites this paper.

Retrieval-of-Thought: Efficient Reasoning via Reusing Thoughts Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-18T13:42:38.721025Z

Source-reported events for the cited work

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

Observation be380109-018d-4b57-8c52-e97617f69d9d · inbound

Self-Reflective Generation at Test Time cites this paper.

Self-Reflective Generation at Test Time Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

Reference 2025

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Observation 2c6e74c5-d46e-4cb1-afb7-3b1f56757a43 · inbound

Agentic Reasoning for Large Language Models cites this paper.

Agentic Reasoning for Large Language Models Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

Reference 288

Resolution: verified exact; arxiv_id, observed 2026-05-17T15:14:26.410357Z

Source-reported events for the cited work

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

Observation afb29695-d9ba-4290-944c-d6dcef50184a · inbound

AIPO: Learning to Reason from Active Interaction cites this paper.

AIPO: Learning to Reason from Active Interaction Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-12T08:06:31.794258Z

Source-reported events for the cited work

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

Observation b762b6cf-007e-4468-9520-1324bb89998d · inbound

AIPO: Learning to Reason from Active Interaction cites this paper.

AIPO: Learning to Reason from Active Interaction Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-19T18:07:42.262051Z

Source-reported events for the cited work

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

Observation d6678781-0785-4e35-aee2-0c6a59a5bc0b · inbound

Empowering VLMs for Few-Shot Multimodal Time Series Classification via Tailored Agentic Reasoning cites this paper.

Empowering VLMs for Few-Shot Multimodal Time Series Classification via Tailored Agentic Reasoning Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:01:25.376226Z

Source-reported events for the cited work

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

Observation b2731606-a626-4501-b535-cf4aa6885698 · inbound

Empowering VLMs for Few-Shot Multimodal Time Series Classification via Tailored Agentic Reasoning cites this paper.

Empowering VLMs for Few-Shot Multimodal Time Series Classification via Tailored Agentic Reasoning Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-20T22:49:10.314539Z

Source-reported events for the cited work

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

Observation d07f7d49-830e-40ee-9429-65ec56ffab8a · inbound

Trust Region On-Policy Distillation cites this paper.

Trust Region On-Policy Distillation Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

Reference 158

Resolution: verified exact; arxiv_id, observed 2026-07-01T20:56:13.720223Z

Source-reported events for the cited work

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

Observation dd02e5db-fb1c-4588-b3fd-7b9a18e0a419 · inbound

ReSum: Synergizing LLM Reasoning and Summarization with Reinforcement Learning cites this paper.

ReSum: Synergizing LLM Reasoning and Summarization with Reinforcement Learning Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-07-03T15:08:33.453282Z

Source-reported events for the cited work

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

Observation 7134ada1-c2e2-46d9-9fa5-bf9de84df25e · inbound

ReSum: Synergizing LLM Reasoning and Summarization with Reinforcement Learning cites this paper.

ReSum: Synergizing LLM Reasoning and Summarization with Reinforcement Learning Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T02:12:16.219670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 959d28d3-e55a-4719-a13c-ac9a3d57164b · inbound

Agent Reinforcement Learning via Pivotal-Aware Self-Feedback Retry cites this paper.

Agent Reinforcement Learning via Pivotal-Aware Self-Feedback Retry Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-12T00:33:06.488657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd2f4927-bba8-4ab2-b334-9ce615378880 · inbound

Unified Audio Intelligence Without Regressing on Text Intelligence cites this paper.

Unified Audio Intelligence Without Regressing on Text Intelligence Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

Reference 151

Resolution: verified exact; local_arxiv, observed 2026-07-08T00:04:22.692261Z

Source-reported events for the cited work

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

Observation 782637b5-80bb-422a-9834-55f9aa088fb6 · inbound

Unified Audio Intelligence Without Regressing on Text Intelligence cites this paper.

Unified Audio Intelligence Without Regressing on Text Intelligence Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

Reference 151

Resolution: unresolved; no resolver link, observed 2026-07-11T07:46:49.059192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.