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Paper Citation Record · LEDGER

Chain-of-Thought Reasoning is a Policy Improvement Operator

As of 11 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2309.08589.

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

pith.paper-citation-record.v1
2309.08589 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T14:54:29.303558Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-24T01:18:42.172952Z

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 7f9b6710-3f08-4f14-8768-c4ac757c7b4f · inbound

Argumentative Large Language Models for Explainable and Contestable Claim Verification cites this paper.

Argumentative Large Language Models for Explainable and Contestable Claim Verification Chain-of-Thought Reasoning is a Policy Improvement Operator

Reference 65

Resolution
verified exact
arxiv_id, observed 2026-05-24T01:18:42.175859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-05-24T01:17:26.111194Z digest=sha256:d2a559a5d021e739dd0e570ba426c6e7a49febded70b77a1d48cd0d264963c47

Observation a895ed22-caee-4744-83fa-00bced60297d · inbound

Self-Improving Transformers Overcome Easy-to-Hard and Length Generalization Challenges cites this paper.

Self-Improving Transformers Overcome Easy-to-Hard and Length Generalization Challenges Chain-of-Thought Reasoning is a Policy Improvement Operator

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-09T14:54:29.303558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T14:54:29.303558Z digest=sha256:45508c6afcc09c9ac615bfc3a5368ae9f34daed6dcf8ad47ebf4c0b113257c2d

Observation 18beb684-bb45-4677-b7c7-b82c595574a7 · inbound

Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning cites this paper.

Ignore the KL Penalty! Boosting Exploration on Critical Tokens to Enhance RL Fine-Tuning Chain-of-Thought Reasoning is a Policy Improvement Operator

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-08T15:11:08.206499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T15:11:08.206499Z digest=sha256:7421bb935cefda47a159e4653a67e8fe4bec1d233bb180ea608caa8650c33a4b