Paper Citation Record · LEDGER

At Which Training Stage Does Code Data Help LLMs Reasoning?

As of 6 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2309.16298.

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

pith.paper-citation-record.v1
2309.16298 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 2026-08-06T06:34:29.942622+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T09:48:07.267656Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T20:58:58.324867Z

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 76a3a95a-bd67-4d98-af99-30ee6f0368e7 · inbound

Attention Illuminates LLM Reasoning: The Preplan-and-Anchor Rhythm Enables Fine-Grained Policy Optimization cites this paper.

Attention Illuminates LLM Reasoning: The Preplan-and-Anchor Rhythm Enables Fine-Grained Policy Optimization At Which Training Stage Does Code Data Help LLMs Reasoning?

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-04T09:48:07.267656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7a05003-5676-4dd5-8f01-87d324d1e6f9 · inbound

How Your Credentials Are Leaked by LLM Agent Skills: An Empirical Study cites this paper.

How Your Credentials Are Leaked by LLM Agent Skills: An Empirical Study At Which Training Stage Does Code Data Help LLMs Reasoning?

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-13T13:34:41.548490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ccf2f206-6320-4c01-b4a8-b33522b0cf67 · inbound

Automatic Textbook Formalization cites this paper.

Automatic Textbook Formalization At Which Training Stage Does Code Data Help LLMs Reasoning?

Reference 14

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T20:08:12.527612Z

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 4ea2e733-1df4-4b2f-94e4-d98f3d5894d2 · inbound

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code cites this paper.

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code At Which Training Stage Does Code Data Help LLMs Reasoning?

Reference 84

Resolution: verified exact; arxiv_id, observed 2026-05-11T17:26:04.468777Z

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 f1fad733-866d-47c6-9658-f7e4e4484c69 · inbound

What Really Improves Mathematical Reasoning: Structured Reasoning Signals Beyond Pure Code cites this paper.

What Really Improves Mathematical Reasoning: Structured Reasoning Signals Beyond Pure Code At Which Training Stage Does Code Data Help LLMs Reasoning?

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-20T05:08:05.122904Z

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 3391ac57-cbcb-4a2a-8e63-ff1f6d42070c · inbound

Attention Amnesia in Hybrid LLMs: When CoT Fine-Tuning Breaks Long-Range Recall, and How to Fix It cites this paper.

Attention Amnesia in Hybrid LLMs: When CoT Fine-Tuning Breaks Long-Range Recall, and How to Fix It At Which Training Stage Does Code Data Help LLMs Reasoning?

Reference 68

Resolution: verified exact; arxiv_id, observed 2026-07-03T05:37:40.376767Z

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 adab4fa2-4fc4-4e27-ab19-2bf2058f071d · inbound

From Trainee to Trainer: LLM-Designed Training Environment for RL with Multi-Agent Reasoning cites this paper.

From Trainee to Trainer: LLM-Designed Training Environment for RL with Multi-Agent Reasoning At Which Training Stage Does Code Data Help LLMs Reasoning?

Reference 68

Resolution: verified exact; arxiv_id, observed 2026-07-03T20:58:58.326741Z

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 40dce8b8-4584-4927-a47b-20a7226de19c · inbound

Domain-Aware Scaling Laws Uncover Data Synergy cites this paper.

Domain-Aware Scaling Laws Uncover Data Synergy At Which Training Stage Does Code Data Help LLMs Reasoning?

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-14T07:24:27.255815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.