Pith. sign in

Paper Citation Record · LEDGER

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning

As of 13 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 14 inbound Pith citation observations for arXiv:2506.17219.

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

pith.paper-citation-record.v1
2506.17219 v2

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:35:27.149715Z

measured 58 of 58 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 14 of 14 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T11:39:47.889405Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T23:49:02.982506Z

Reference resolution

44 of 44 outbound references displayed

  • verified exact0
  • verified fuzzy5
  • unresolved39
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation dfd4a66e-a357-4b88-a12e-b6346ec93a34 · outbound

This paper cites Agarwal, S.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Agarwal, S

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:35:28.904398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T23:35:22.779816Z digest=sha256:4ec7a3fe3f13dddc01e93c7694c36d1da574d6d6017d8a2587451325696c254e

Observation 926b5f14-6525-4f7f-9785-37760aea34a6 · outbound

This paper cites Agarwal, Z.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Agarwal, Z

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:35:28.789696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T23:35:22.846986Z digest=sha256:897f610e9546776445a473b8a15ed1467a6dcabf3a60321ea15bdd18422b0fdc

Observation f8e4d7f2-e6dc-4b2a-be7c-528477446a5e · outbound

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

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:22.932426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:22.932426Z digest=sha256:35bcf4980779fc3f31ebab6ffe79c2282118d0792127094bfe15791cbb256cae

Observation e16d01a8-ccf6-4941-a2b3-ab8c6000985f · outbound

This paper cites Balunović, J.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Balunović, J

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:35:28.610515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T23:35:23.008938Z digest=sha256:460ce2d7fcccd8b8e56e218e7a99f0a3f59d60e9cfb1f96b173031c03f12f8c6

Observation cfbe4d4c-bfc8-488e-a31a-12c7f52c6c82 · outbound

This paper cites an unresolved cited work.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-06T23:35:28.379368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T23:35:23.105094Z digest=sha256:b5c201a544e0f86fd6671c124c459ccbd4cb0654de5d7187ec91439fc17f8fc1

Observation 50404a3b-569f-4601-8971-c42fbf504402 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Training Verifiers to Solve Math Word Problems

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:23.230151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:23.230151Z digest=sha256:308d04fb89652d5ddedc04ed9365f374521fc0bba89e0d20452cf12a89ffc2f8

Observation 6614c350-9651-4508-8e8c-e2f073e6c23d · outbound

This paper cites The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:23.326805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:23.326805Z digest=sha256:15e46df34414d69b23738c1bfa5550bed2f92eb76e48778295858cf1e3d5f1cf

Observation 4c754fc7-8981-4231-aa49-bfa42e2afe9a · outbound

This paper cites One-shot Entropy Minimization.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning One-shot Entropy Minimization

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:23.466690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:23.466690Z digest=sha256:c1fde4807f0c7ff3c7e177bbc495a5d9c0d4c904c735134cde3742d330c80ed8

Observation 75df10c3-956d-4229-9976-9a275710b2cc · outbound

This paper cites ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:23.553945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:23.553945Z digest=sha256:2504955804442ccf39b5b4cb579b2bde6aceee0ac00577fd27d89e992d7f4cd0

Observation b1b215df-0ed7-4d1c-aaa1-5094f7cc55bc · outbound

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

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Measuring Mathematical Problem Solving With the MATH Dataset

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:23.814130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:23.814130Z digest=sha256:1abd578fa0dbd80258087175bac71056984a3caaf33e46f592f94914a29d91cb

Observation a980ae08-ece3-4ac1-b7a1-efbb67bcd784 · outbound

This paper cites REINFORCE++: Stabilizing Critic-Free Policy Optimization with Global Advantage Normalization.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning REINFORCE++: Stabilizing Critic-Free Policy Optimization with Global Advantage Normalization

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:23.944097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:23.944097Z digest=sha256:f9584f8fbe5ca153a2f0158aa9fc9a90b6a6ea76278f6371aa5b402fbda76d14

Observation 27c4927d-50d6-4850-b166-6cbde3e4869d · outbound

This paper cites AM-Thinking-v1: Advancing the Frontier of Reasoning at 32B Scale.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning AM-Thinking-v1: Advancing the Frontier of Reasoning at 32B Scale

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:24.061468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:24.061468Z digest=sha256:831a73e94bea88622e25c9614e590b4ea4ef0a260bbacbf8f4e35a41cc649f54

Observation 05893edd-2dce-4562-9d29-ab19d8dc1d05 · outbound

This paper cites an unresolved cited work.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-06T23:35:28.171569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T23:35:24.177911Z digest=sha256:5ed75de6252394ec0a3f7fbc2b87ec92d33a10da34ef5a331459697aa4e0e939

Observation a7b0ad1c-dfe7-4e4a-adae-ca65f8b91856 · outbound

This paper cites Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Confidence Is All You Need: Few-Shot RL Fine-Tuning of Language Models

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:24.315457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:24.315457Z digest=sha256:38ad55cf4050cbb124f6fbe24c351baa71441d8982ccb7a9ec195466967d41eb

Observation 0ca78c30-ebc9-4430-9860-f99091beae3d · outbound

This paper cites Lightman, V.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Lightman, V

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:35:28.006007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T23:35:24.459372Z digest=sha256:a9738fff1cb3b6588db48c1b2063b9ef22689dd1a7625411f9aa1465d31c6893

Observation ed05b42c-bfbc-49c5-bc6e-4eebdd2cc916 · outbound

This paper cites DeepSeek-V3 Technical Report.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning DeepSeek-V3 Technical Report

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:24.573513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:24.573513Z digest=sha256:a68e6b013c1b6aba8bdec9e50ada6b88d61282930388f087631d45a08b675fb5

Observation c94fc518-c1c3-4364-abb8-6dc70395d769 · outbound

This paper cites Self-Reflection Makes Large Language Models Safer, Less Biased, and Ideologically Neutral.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Self-Reflection Makes Large Language Models Safer, Less Biased, and Ideologically Neutral

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:24.724746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:24.724746Z digest=sha256:f2e93778de62ab1c4935950c4005601c5e99de9771428c03593e03b17e114084

Observation f0253faf-9e29-44f2-85d1-a91013852723 · outbound

This paper cites an unresolved cited work.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:24.857491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:24.857491Z digest=sha256:0877756548aedf3fdee856ce6dd77bbd745fcd90a58484a8fbf6fa1f0822df95

Observation 30db9513-16ac-4cdd-8966-76cd4157e181 · outbound

This paper cites Learning to reason with llms.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Learning to reason with llms

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:35:27.863858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T23:35:24.977274Z digest=sha256:05064a7a3b04850e9062c30de1aa9e3247d0504017604eec06720f4ca251fcc3

Observation 4447a8c4-0263-42a2-a4c4-cadde5a67f21 · outbound

This paper cites Proof or Bluff? Evaluating LLMs on 2025 USA Math Olympiad.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Proof or Bluff? Evaluating LLMs on 2025 USA Math Olympiad

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:25.107443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:25.107443Z digest=sha256:a1d04646db893dfae703d3d096ef5b1a84208d36146b9e13d4c5ab432086901a

Observation 19899ab7-647d-4c13-a644-a14f963266dd · outbound

This paper cites Proximal Policy Optimization Algorithms.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Proximal Policy Optimization Algorithms

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:25.223026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:25.223026Z digest=sha256:0fce0576c8f8698501cda51295b2f9afa60a47d712e3c6fb100a93ed5109efa4

Observation f267deac-333a-4d76-ab52-c96df614623d · outbound

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

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:25.347321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:25.347321Z digest=sha256:c29a33b514c30f8008e03b463cd70103572ae09b10579d582b3a992648c2e65e

Observation 60b13ce0-a760-45f6-8f41-30fb582936b4 · outbound

This paper cites HybridFlow: A Flexible and Efficient RLHF Framework.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning HybridFlow: A Flexible and Efficient RLHF Framework

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:25.422154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:25.422154Z digest=sha256:20268a97e5b3cdad408168fa8290b443de013b402b2b3f1dc56f65a10b514743

Observation a7a3c7f6-e97c-4c6d-9cbd-0016472e1504 · outbound

This paper cites The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:25.513100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:25.513100Z digest=sha256:cf5bc64c3033d1bc006bd1fe3ee36488197faf77427e0bd63f6fac894ebd5b3f

Observation 1598053d-27c7-4ab3-96c9-bca81f96e6fc · outbound

This paper cites Trust Region Preference Approximation: A simple and stable reinforcement learning algorithm for LLM reasoning.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Trust Region Preference Approximation: A simple and stable reinforcement learning algorithm for LLM reasoning

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:25.577573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:25.577573Z digest=sha256:31a725565b08ea569236fd99272e198207c8b116497572997c5c8621da8b0117

Observation 2b968bd5-19e6-4957-b0c1-aa930627ec87 · outbound

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

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:25.657955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:25.657955Z digest=sha256:0ced0285e69c6b82423a07a70e855c4f688257d7eb21cad5a11abe3ff6f50f91

Observation 5b8000a2-3eef-4215-8443-6c85f6547315 · outbound

This paper cites an unresolved cited work.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:25.760986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:25.760986Z digest=sha256:a3798e8c420c304f7c944e5bf45ec37a4771f27e3a1548f5edb28c4f6d50a91b

Observation b6312f44-007a-44c5-b259-63c11071d68b · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning LLaMA: Open and Efficient Foundation Language Models

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:25.844463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:25.844463Z digest=sha256:31beb16927e5be1a9dd781d9153d4af686c968f1baeade7ae5ef7d949fba18f2

Observation 6aab5aa5-f816-4f7f-a513-c48bca8135aa · outbound

This paper cites Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:25.905691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:25.905691Z digest=sha256:31163214d0fbeb8086a3d870e0199769a157897b9d8ae21954e87c4164772570

Observation 139c3792-1314-42b8-8e2e-79b50d00ab57 · outbound

This paper cites an unresolved cited work.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Unresolved cited work

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:25.968025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:25.968025Z digest=sha256:446dd9b7ba3291662891e580b558b72358ffbce486eabd5a09717d469798279c

Observation 9ff0c164-70cc-429d-9d13-dd5503f55605 · outbound

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

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:26.060516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:26.060516Z digest=sha256:5a3cff462abfe1c58cafb4ae7096fb7af6f4ec9b4b9accb0283a40befd480f87

Observation b65b78f8-554e-445d-926c-e8492dce2f6b · outbound

This paper cites Qwen2.5 Technical Report.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Qwen2.5 Technical Report

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:26.126199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:26.126199Z digest=sha256:294a24c8a707edd27a1c778447a15a4737bc6adced7f3bb7456d8a7181611ff3

Observation cb89ba1d-4170-464e-bf8f-329194e24067 · outbound

This paper cites Qwen3 Technical Report.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Qwen3 Technical Report

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:26.199324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:26.199324Z digest=sha256:0b065d04edd3278cc03d068715b97e8eafb7068d11a552b1b19d81aa9715764e

Observation 757d5ee4-ed98-4d43-938c-8a2dcd9f9f35 · outbound

This paper cites Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:26.261491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:26.261491Z digest=sha256:6e9caea651f2bfdf61c79e09b52c877990a3edce98783ba9a738276f5b586b4b

Observation bbef77fb-62a0-4faf-b2c8-2b08f1c9c8dd · outbound

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

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:26.340667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:26.340667Z digest=sha256:5047171c5f5942fd1a893be88d74a95e77f61213d4cb2045e42a199bbb68d266

Observation 8f154043-c19f-4642-9927-04ee83a6481d · outbound

This paper cites Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:26.431585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:26.431585Z digest=sha256:f2ba2af1ec55bc54bfb82d9ddefa16806fca5946948ff32bc7fd34a6b8f4e4e0

Observation 97bae04e-4157-4166-85dd-bbe2f8c258f4 · outbound

This paper cites VAPO: Efficient and Reliable Reinforcement Learning for Advanced Reasoning Tasks.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning VAPO: Efficient and Reliable Reinforcement Learning for Advanced Reasoning Tasks

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:26.517415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:26.517415Z digest=sha256:e2fb0b0b8a951223aa7acee542c90897f9960637d1c05ec40289c27eb43f532a

Observation 3270981c-bc09-460b-9d43-a36dafd58e5a · outbound

This paper cites Right Question is Already Half the Answer: Fully Unsupervised LLM Reasoning Incentivization.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Right Question is Already Half the Answer: Fully Unsupervised LLM Reasoning Incentivization

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:26.644332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:26.644332Z digest=sha256:9e703913bca1e3deb6b735444849c2048d3757bb294a147ab36c25a43526886b

Observation 58aa6f31-1d74-4a44-a9a7-cbe5f14acbcc · outbound

This paper cites Learning to Reason without External Rewards.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Learning to Reason without External Rewards

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:26.771185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:26.771185Z digest=sha256:edda7054270cb9c289a33b7c52214a35ac5dffc71de4b046c985cafa8709256b

Observation c8243797-5ce4-49e5-bb40-31d0b449f2e0 · outbound

This paper cites Learning to Reason without External Rewards.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Learning to Reason without External Rewards

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:26.859900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:26.859900Z digest=sha256:7e5599e99a442560bbd4fba4c253d658bb199d3f80e19ee5ab76cd0651f9a241

Observation f5b7a70d-2c48-4245-b798-8a6f865638f8 · outbound

This paper cites TTRL: Test-Time Reinforcement Learning.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning TTRL: Test-Time Reinforcement Learning

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:26.924597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:26.924597Z digest=sha256:a12aed119984b904b413a1b55ad70504614b07f47cfc908c883ee9d3d6086987

Observation f1244017-d90e-4068-a597-e1f1b03ddb7c · outbound

This paper cites @esa (Ref.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning @esa (Ref

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:27.002363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:27.002363Z digest=sha256:71743afd83132a1b47cba4cabb09b2db4e2ed7b6d65625d0533713938306cc2e

Observation e31cead1-e0c6-4f75-97de-6f1cd5759809 · outbound

This paper cites an unresolved cited work.

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning Unresolved cited work

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:27.044242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:27.044242Z digest=sha256:7b3eb3d9a1ee867b2e1319cc9ee3c1399d0e63c3b5d867dc9f0c1bb0e42d8867

Observation cf265a47-e7a5-4bfc-b8ac-f31d8d4ded7d · outbound

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

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-06T23:35:27.149715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:35:27.149715Z digest=sha256:65386f18fcb3cf2bdbfb65622c3f35d2bad9e54dd9f4558f620c496fda85af7f

Pith citing papers

Observation c31aded5-24be-4437-bcd2-3240d11e67b6 · inbound

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning cites this paper.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning No Free Lunch: Rethinking Internal Feedback for LLM Reasoning

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-05T11:39:47.889405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:39:47.889405Z digest=sha256:2d32b6421be44cff1fff1788bc76ee8d23d16ec146c84f5f70be0066a8b1a679

Observation a355802a-b5ca-4911-8a28-4adf17f38350 · inbound

Self-Aligned Reward: Towards Effective and Efficient Reasoners cites this paper.

Self-Aligned Reward: Towards Effective and Efficient Reasoners No Free Lunch: Rethinking Internal Feedback for LLM Reasoning

Reference 53

Resolution
verified exact
arxiv_id, observed 2026-05-18T18:31:44.441162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-05-18T18:27:23.076544Z digest=sha256:d1373c0f2644ef103cfac46729837f7a316b5e9cddcdd31c20db8eb65ed5a20d

Observation 7dbf4b0e-705b-45b0-8083-43c8ee33bce4 · inbound

Reinforcement Learning Meets Large Language Models: A Survey of Advancements and Applications Across the LLM Lifecycle cites this paper.

Reinforcement Learning Meets Large Language Models: A Survey of Advancements and Applications Across the LLM Lifecycle No Free Lunch: Rethinking Internal Feedback for LLM Reasoning

Reference 245

Resolution
unresolved
no resolver link, observed 2026-08-04T16:07:47.645599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T16:07:47.645599Z digest=sha256:a9e33846c96b9b1d76b5d2b630ee37c54efd332237640ff80e9abb94ce88d96a

Observation 40c57f60-d892-462b-a512-4717ad7896b5 · inbound

Breaking the Self-Confirming Loop: Diagnosing and Mitigating Systemic Reward Bias in Self-Rewarding RL cites this paper.

Breaking the Self-Confirming Loop: Diagnosing and Mitigating Systemic Reward Bias in Self-Rewarding RL No Free Lunch: Rethinking Internal Feedback for LLM Reasoning

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-04T10:44:32.329818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T10:44:32.329818Z digest=sha256:d7e50f1633c01f8d1218312775c5bd682ce83b7b49bfe9e898342a83e2189d93

Observation 2848b1e9-59ce-4b6b-b311-091eed1c6631 · inbound

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

VI-CuRL: Stabilizing Verifier-Independent RL Reasoning via Confidence-Guided Variance Reduction No Free Lunch: Rethinking Internal Feedback for LLM Reasoning

Reference 37

Resolution
verified exact
arxiv_id, observed 2026-05-25T07:26:41.639859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-25T07:26:35.767179Z digest=sha256:d0d8ab8b2663d263c4f43121ce8bf438879f3f170ea2cbf98686e7c4c1414aaf

Observation 0fb45e22-e0be-4aff-bd9a-39337a2a47f8 · inbound

CoAct: Co-Active LLM Preference Learning with Human-AI Synergy cites this paper.

CoAct: Co-Active LLM Preference Learning with Human-AI Synergy No Free Lunch: Rethinking Internal Feedback for LLM Reasoning

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-10T07:01:49.591729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T05:26:18.163720Z digest=sha256:5d372ecae773be7f21d22164c5aca9f9570359709258b1d1ce2b0389d7c9f5a3

Observation 52c9872f-c47e-458d-8c82-67b508e515b3 · inbound

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

Free Energy-Driven Reinforcement Learning with Adaptive Advantage Shaping for Unsupervised Reasoning in LLMs No Free Lunch: Rethinking Internal Feedback for LLM Reasoning

Reference 62

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T07:45:59.869754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-05-10T16:58:10.013475Z digest=sha256:437b55463675c82e8a42a25cb06c89cc66dd9b37db4d85e8ad3d31830dfbec9b

Observation 9672e61c-fb56-47ed-8f38-3c53997e1484 · inbound

Experience Sharing in Mutual Reinforcement Learning for Heterogeneous Language Models cites this paper.

Experience Sharing in Mutual Reinforcement Learning for Heterogeneous Language Models No Free Lunch: Rethinking Internal Feedback for LLM Reasoning

Reference 114

Resolution
verified exact
arxiv_id, observed 2026-05-11T04:00:55.150433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-05-11T02:02:41.411795Z digest=sha256:643488d67a91e0b94f580b48692072948a32bf1078e874c233c1da9c23b7e347

Observation eb793416-eb9a-43c6-a989-8f187363629e · inbound

D$^2$Evo: Dual Difficulty-Aware Self-Evolution for Data-Efficient Reinforcement Learning cites this paper.

D$^2$Evo: Dual Difficulty-Aware Self-Evolution for Data-Efficient Reinforcement Learning No Free Lunch: Rethinking Internal Feedback for LLM Reasoning

Reference 59

Resolution
metadata mismatch
arxiv_id, observed 2026-05-19T20:22:45.275081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-05-19T20:21:48.657926Z digest=sha256:2cb1f78ac1489367ef94095cac4d951e299c8b1928ef07117892d2a21c98bbfd

Observation 3b80e509-f985-4f97-8f1d-80f17f5e2a4d · inbound

Detecting and Mitigating the Correct-Answer Extinction Window in Test-Time Reinforcement Learning with Majority Voting cites this paper.

Detecting and Mitigating the Correct-Answer Extinction Window in Test-Time Reinforcement Learning with Majority Voting No Free Lunch: Rethinking Internal Feedback for LLM Reasoning

Reference 23

Resolution
metadata mismatch
arxiv_id, observed 2026-05-20T07:23:06.906304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-05-20T07:20:50.835826Z digest=sha256:6bc46900229e539fc1f807fb814d054d1b738388cc27c954a30eceab2ab74cd4

Observation a47f0fb5-0084-4b81-8874-201806c4e10a · inbound

Trust Region On-Policy Distillation cites this paper.

Trust Region On-Policy Distillation No Free Lunch: Rethinking Internal Feedback for LLM Reasoning

Reference 83

Resolution
metadata mismatch
arxiv_id, observed 2026-07-01T20:56:13.695375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-06-28T17:38:50.313305Z digest=sha256:e53c71a771d10974a9deb46ec3b64bb11710752e57847cf13697cfd6091fac23

Observation 48d91114-c729-4d3c-8c56-81760641e3dd · inbound

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

GeoMin: Data-Efficient Semi-Supervised RLVR via Geometric Distribution Modeling No Free Lunch: Rethinking Internal Feedback for LLM Reasoning

Reference 17

Resolution
metadata mismatch
arxiv_id, observed 2026-07-02T06:06:40.849490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-06-28T07:45:43.320339Z digest=sha256:ebeb8826b8fe8624038cdeb8484e8937db29fa25757929ab95b5d903c2f00fa8

Observation bcbf05a3-fd56-4b0d-8577-c58130cfd916 · inbound

Continual Self-Improvement with Lightweight Experiential Latent Memories cites this paper.

Continual Self-Improvement with Lightweight Experiential Latent Memories No Free Lunch: Rethinking Internal Feedback for LLM Reasoning

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-07-03T19:18:54.832730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-06-27T01:56:44.269388Z digest=sha256:223a6a75aee01678b24ac1d6c51d5c3e63bd713df9852830452e9afc269217dc

Observation 16f175c8-4cf7-42f1-9910-af1ac9887390 · inbound

Be Your Own Teacher: Steering Protein Language Models via Unsupervised Reward Optimization cites this paper.

Be Your Own Teacher: Steering Protein Language Models via Unsupervised Reward Optimization No Free Lunch: Rethinking Internal Feedback for LLM Reasoning

Reference 58

Resolution
verified exact
arxiv_id, observed 2026-07-03T23:49:02.984144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-06-26T21:40:55.946788Z digest=sha256:747c70b20034fcf695c00f1d76607c205d668457775b579640695995050cd8d1