Paper Citation Record · LEDGER

Not All Thoughts are Generated Equal: Efficient LLM Reasoning via Multi-Turn Reinforcement Learning

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2505.11827.

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

pith.paper-citation-record.v1
2505.11827 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:23:59.391394Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-21T05:13:58.683288Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation c49ac434-a5a7-4105-9e34-bfe3de753a62 · inbound

Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models cites this paper.

Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Not All Thoughts are Generated Equal: Efficient LLM Reasoning via Multi-Turn Reinforcement Learning

Reference 134

Resolution: verified exact; arxiv_id, observed 2026-05-14T01:29:56.635307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 54dd50c3-df24-42f5-b8f8-ec4744002cf9 · inbound

MOTIF: Modular Thinking via Reinforcement Fine-tuning in LLMs cites this paper.

MOTIF: Modular Thinking via Reinforcement Fine-tuning in LLMs Not All Thoughts are Generated Equal: Efficient LLM Reasoning via Multi-Turn Reinforcement Learning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T20:23:59.391394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a4e6cdf-4396-4f8f-b656-829fb196fad7 · inbound

Towards Concise and Adaptive Thinking in Large Reasoning Models: A Survey cites this paper.

Towards Concise and Adaptive Thinking in Large Reasoning Models: A Survey Not All Thoughts are Generated Equal: Efficient LLM Reasoning via Multi-Turn Reinforcement Learning

Reference 140

Resolution: unresolved; no resolver link, observed 2026-08-06T17:54:17.525716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8a8e0be-0c63-4936-a4fb-ca7f1444b804 · inbound

Pushing Forward Pareto Frontiers of Proactive Agents with Behavioral Agentic Optimization cites this paper.

Pushing Forward Pareto Frontiers of Proactive Agents with Behavioral Agentic Optimization Not All Thoughts are Generated Equal: Efficient LLM Reasoning via Multi-Turn Reinforcement Learning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T00:13:27.574670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58067f36-3c1b-4b8f-9e29-0b375f8f95b4 · inbound

Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost cites this paper.

Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost Not All Thoughts are Generated Equal: Efficient LLM Reasoning via Multi-Turn Reinforcement Learning

Reference 216

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T20:06:09.128184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2e4eb112-31b7-4a18-8ae7-d9998e1a7ce3 · inbound

On the Cost and Benefit of Chain of Thought: A Learning-Theoretic Perspective cites this paper.

On the Cost and Benefit of Chain of Thought: A Learning-Theoretic Perspective Not All Thoughts are Generated Equal: Efficient LLM Reasoning via Multi-Turn Reinforcement Learning

Reference 65

Resolution: verified exact; arxiv_id, observed 2026-05-21T05:13:58.685140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 59fc4700-df1c-4469-b7c4-14d4160378d4 · inbound

Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning cites this paper.

Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning Not All Thoughts are Generated Equal: Efficient LLM Reasoning via Multi-Turn Reinforcement Learning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T17:07:01.503753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d5fba01-f539-49c5-bb77-0ff2e354f696 · inbound

Chained Recursive Language Models for Multi-Iteration Reasoning cites this paper.

Chained Recursive Language Models for Multi-Iteration Reasoning Not All Thoughts are Generated Equal: Efficient LLM Reasoning via Multi-Turn Reinforcement Learning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T04:47:18.195206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.