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Paper Citation Record · LEDGER

Chain of Preference Optimization: Improving Chain-of-Thought Reasoning in LLMs

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2406.09136.

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

pith.paper-citation-record.v1
2406.09136 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 2026-08-06T06:34:29.942622+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:36:38.553844Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-20T09:42:04.341075Z

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 5664a82c-edd2-4e6e-9d96-0f330c7ddd46 · inbound

Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents cites this paper.

Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents Chain of Preference Optimization: Improving Chain-of-Thought Reasoning in LLMs

Reference 87

Resolution
verified exact
arxiv_id, observed 2026-05-20T09:42:04.348991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-20T09:41:59.979595Z digest=sha256:4fc827be22153ee766a2db7c3cfe663f524810864b9100c6185c71daa23fc5b0

Observation a660e78a-0202-4906-8be5-b681e90e036b · inbound

CheMatAgent: Enhancing LLMs for Chemistry and Materials Science through Tree-Search Based Tool Learning cites this paper.

CheMatAgent: Enhancing LLMs for Chemistry and Materials Science through Tree-Search Based Tool Learning Chain of Preference Optimization: Improving Chain-of-Thought Reasoning in LLMs

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-07T05:36:38.553844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T05:36:38.553844Z digest=sha256:160a348ed0a61682acc6b4567097009f171369e3875ed45e8d822d5e527317ee

Observation c554ab6f-cec7-4e27-9e0e-129f6f5858ed · inbound

NoisyCoconut: Counterfactual Consensus via Latent Space Reasoning cites this paper.

NoisyCoconut: Counterfactual Consensus via Latent Space Reasoning Chain of Preference Optimization: Improving Chain-of-Thought Reasoning in LLMs

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-05-12T08:41:24.286587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-12T00:51:40.815981Z digest=sha256:682a9fed926d77d51575b559401b53b1dad563968ed8bb458bec0b194dad74ae