Paper Citation Record · LEDGER

Step-KTO: Optimizing Mathematical Reasoning through Stepwise Binary Feedback

As of 6 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2501.10799.

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

pith.paper-citation-record.v1
2501.10799 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T06:57:15.159486Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-07T23:54:18.628129Z

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 105f897d-edbb-48ad-bfb8-39e71f6f8640 · inbound

SIGMA: Search-Augmented On-Demand Knowledge Integration for Agentic Mathematical Reasoning cites this paper.

SIGMA: Search-Augmented On-Demand Knowledge Integration for Agentic Mathematical Reasoning Step-KTO: Optimizing Mathematical Reasoning through Stepwise Binary Feedback

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T06:57:15.159486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0d1ca57-b818-4c03-a860-7d2d4eeb9b38 · inbound

Bridging the Detection-to-Abstention Gap in Reasoning Models under Insufficient Information cites this paper.

Bridging the Detection-to-Abstention Gap in Reasoning Models under Insufficient Information Step-KTO: Optimizing Mathematical Reasoning through Stepwise Binary Feedback

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-06-29T12:43:25.845235Z

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.

Observation 1d42a319-a063-4c45-965f-0dcd0815eb4c · inbound

When Model Merging Breaks Routing: Training-Free Calibration for MoE cites this paper.

When Model Merging Breaks Routing: Training-Free Calibration for MoE Step-KTO: Optimizing Mathematical Reasoning through Stepwise Binary Feedback

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-07-02T01:36:25.361698Z

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.

Observation 2cf3bca2-7a32-449d-ac66-67fe19c2a88b · inbound

Reason, Reward, Refine: Step-Level Errors Corrections with Structured Feedback for Physics Reasoning in Small Language Models cites this paper.

Reason, Reward, Refine: Step-Level Errors Corrections with Structured Feedback for Physics Reasoning in Small Language Models Step-KTO: Optimizing Mathematical Reasoning through Stepwise Binary Feedback

Reference 4

Resolution: metadata mismatch; local_arxiv, observed 2026-07-07T23:54:18.630127Z

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.