Paper Citation Record · LEDGER

Socratic RL: A Novel Framework for Efficient Knowledge Acquisition through Iterative Reflection and Viewpoint Distillation

As of 17 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2506.13358.

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

pith.paper-citation-record.v1
2506.13358 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:07:05.170825Z

measured 23 of 23 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

23 of 23 outbound references displayed

verified exact0
verified fuzzy2
unresolved21
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 43422694-5fcf-4c9a-8120-5b6f48571be6 · outbound

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

Socratic RL: A Novel Framework for Efficient Knowledge Acquisition through Iterative Reflection and Viewpoint Distillation DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T20:07:05.088037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e02623a-a6b6-4c28-aa55-e5469dce6ef9 · outbound

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

Socratic RL: A Novel Framework for Efficient Knowledge Acquisition through Iterative Reflection and Viewpoint Distillation DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T20:07:05.093314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47c59f1e-7650-492d-b43e-f500f4b2b15b · outbound

This paper cites Understanding R1-Zero-Like Training: A Critical Perspective.

Socratic RL: A Novel Framework for Efficient Knowledge Acquisition through Iterative Reflection and Viewpoint Distillation Understanding R1-Zero-Like Training: A Critical Perspective

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T20:07:05.097482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20db525f-4548-4f5c-8824-2f87469da143 · outbound

This paper cites GPT-4 Technical Report.

Socratic RL: A Novel Framework for Efficient Knowledge Acquisition through Iterative Reflection and Viewpoint Distillation GPT-4 Technical Report

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T20:07:05.101687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fbcdbc4-e47f-431c-92ff-fdabb68813f8 · outbound

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

Socratic RL: A Novel Framework for Efficient Knowledge Acquisition through Iterative Reflection and Viewpoint Distillation Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T20:07:05.105719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f77a8b28-5f4d-4a83-996b-b80cfc92e079 · outbound

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

Socratic RL: A Novel Framework for Efficient Knowledge Acquisition through Iterative Reflection and Viewpoint Distillation Right Question is Already Half the Answer: Fully Unsupervised LLM Reasoning Incentivization

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T20:07:05.110212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff884a3e-0cc3-486c-8992-0839e1b10db6 · outbound

This paper cites Cppo: Accelerating the training of group relative policy optimization-based reasoning models.arXiv preprint arXiv:2503.22342, 2025.

Socratic RL: A Novel Framework for Efficient Knowledge Acquisition through Iterative Reflection and Viewpoint Distillation Cppo: Accelerating the training of group relative policy optimization-based reasoning models.arXiv preprint arXiv:2503.22342, 2025

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T20:07:05.114855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 130bbb4e-c597-480b-8b5d-2e281be011ba · outbound

This paper cites A Minimalist Approach to LLM Reasoning: from Rejection Sampling to Reinforce.

Socratic RL: A Novel Framework for Efficient Knowledge Acquisition through Iterative Reflection and Viewpoint Distillation A Minimalist Approach to LLM Reasoning: from Rejection Sampling to Reinforce

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T20:07:05.118325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1645e46-7316-44d4-a1a7-504f8ffb1115 · outbound

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

Socratic RL: A Novel Framework for Efficient Knowledge Acquisition through Iterative Reflection and Viewpoint Distillation VAPO: Efficient and Reliable Reinforcement Learning for Advanced Reasoning Tasks

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T20:07:05.122252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f6ed1be-52b1-4235-9376-f13db9efdac8 · outbound

This paper cites Open-Reasoner-Zero: An Open Source Approach to Scaling Up Reinforcement Learning on the Base Model.

Socratic RL: A Novel Framework for Efficient Knowledge Acquisition through Iterative Reflection and Viewpoint Distillation Open-Reasoner-Zero: An Open Source Approach to Scaling Up Reinforcement Learning on the Base Model

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T20:07:05.125995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50851a1d-8eed-4cbe-a43b-c5ded3787f5e · outbound

This paper cites Not All Rollouts are Useful: Down-Sampling Rollouts in LLM Reinforcement Learning.

Socratic RL: A Novel Framework for Efficient Knowledge Acquisition through Iterative Reflection and Viewpoint Distillation Not All Rollouts are Useful: Down-Sampling Rollouts in LLM Reinforcement Learning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T20:07:05.129778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33be6667-9526-4d82-9891-906ba17f7781 · outbound

This paper cites OpenAI o1 System Card.

Socratic RL: A Novel Framework for Efficient Knowledge Acquisition through Iterative Reflection and Viewpoint Distillation OpenAI o1 System Card

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T20:07:05.133492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4e1e4f6-7bdf-49d3-ac38-d51304b4600b · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

Socratic RL: A Novel Framework for Efficient Knowledge Acquisition through Iterative Reflection and Viewpoint Distillation Gemini: A Family of Highly Capable Multimodal Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T20:07:05.137196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce31fc07-e1ba-4d81-9984-d17d18c164d2 · outbound

This paper cites The claude 3 model family: Opus, sonnet, haiku.

Socratic RL: A Novel Framework for Efficient Knowledge Acquisition through Iterative Reflection and Viewpoint Distillation The claude 3 model family: Opus, sonnet, haiku

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T20:07:05.141038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c857d0ab-e713-46b6-af00-64917fb18109 · outbound

This paper cites DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model.

Socratic RL: A Novel Framework for Efficient Knowledge Acquisition through Iterative Reflection and Viewpoint Distillation DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T20:07:05.144490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13f9409a-e21a-40e5-83c7-f305397d52fa · outbound

This paper cites Training language models to follow instructions with human feedback.Advances in Neural Information Processing Systems, 35:27730–27744, 2022.

Socratic RL: A Novel Framework for Efficient Knowledge Acquisition through Iterative Reflection and Viewpoint Distillation Training language models to follow instructions with human feedback.Advances in Neural Information Processing Systems, 35:27730–27744, 2022

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:07:05.449047Z

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 3729b848-3a45-4c30-913e-ed62d1d62d20 · outbound

This paper cites RLHF Workflow: From Reward Modeling to Online RLHF.

Socratic RL: A Novel Framework for Efficient Knowledge Acquisition through Iterative Reflection and Viewpoint Distillation RLHF Workflow: From Reward Modeling to Online RLHF

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T20:07:05.151276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7577c151-8838-4f33-a636-e8f41ab32d04 · outbound

This paper cites Rlaif: Scaling reinforcement learning from human feedback with ai feedback.

Socratic RL: A Novel Framework for Efficient Knowledge Acquisition through Iterative Reflection and Viewpoint Distillation Rlaif: Scaling reinforcement learning from human feedback with ai feedback

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T20:07:05.154786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06283bf8-86ae-4bad-b5b4-55fab025bcaa · outbound

This paper cites Self- refine: Iterative refinement with self-feedback.Advances in Neural Information Processing Systems, 36:46534–46594, 2023.

Socratic RL: A Novel Framework for Efficient Knowledge Acquisition through Iterative Reflection and Viewpoint Distillation Self- refine: Iterative refinement with self-feedback.Advances in Neural Information Processing Systems, 36:46534–46594, 2023

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T20:07:05.157904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20ed0976-138b-4920-bb1e-91c25288168c · outbound

This paper cites Direct preference optimization: Your language model is secretly a reward model.Advances in Neural Information Processing Systems, 36:53728–53741, 2023.

Socratic RL: A Novel Framework for Efficient Knowledge Acquisition through Iterative Reflection and Viewpoint Distillation Direct preference optimization: Your language model is secretly a reward model.Advances in Neural Information Processing Systems, 36:53728–53741, 2023

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T20:07:05.161052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8687d532-d921-48a9-a935-675ad2f9d2e0 · outbound

This paper cites Constitutional ai: Harmlessness from ai feedback, 2022.

Socratic RL: A Novel Framework for Efficient Knowledge Acquisition through Iterative Reflection and Viewpoint Distillation Constitutional ai: Harmlessness from ai feedback, 2022

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:07:05.416091Z

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 b287acd4-044a-4b8a-b0af-c882bbcc7c44 · outbound

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

Socratic RL: A Novel Framework for Efficient Knowledge Acquisition through Iterative Reflection and Viewpoint Distillation Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T20:07:05.167331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b9f6000-6e9b-48f9-87c5-38a7c22a23d0 · outbound

This paper cites SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization.

Socratic RL: A Novel Framework for Efficient Knowledge Acquisition through Iterative Reflection and Viewpoint Distillation SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T20:07:05.170825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.