Paper Citation Record · LEDGER

At Which Training Stage Does Code Data Help LLMs Reasoning?

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 16 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 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 16 of 16 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:02:43.504561Z

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 6eb6735f-6259-4a82-930b-4afb0bba74b5 · inbound

LLMs as Continuous Learners: Improving the Reproduction of Defective Code in Software Issues cites this paper.

LLMs as Continuous Learners: Improving the Reproduction of Defective Code in Software Issues At Which Training Stage Does Code Data Help LLMs Reasoning?

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-12T15:46:56.275229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b62b131-ba6d-4653-86df-a52adfe3e41c · inbound

Unseen Horizons: Unveiling the Real Capability of LLM Code Generation Beyond the Familiar cites this paper.

Unseen Horizons: Unveiling the Real Capability of LLM Code Generation Beyond the Familiar At Which Training Stage Does Code Data Help LLMs Reasoning?

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T18:16:26.754169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b20a69a-4f83-4e42-9f5e-2c0b911cd21c · inbound

Thinking with Knowledge Graphs: Enhancing LLM Reasoning Through Structured Data cites this paper.

Thinking with Knowledge Graphs: Enhancing LLM Reasoning Through Structured Data At Which Training Stage Does Code Data Help LLMs Reasoning?

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T15:47:29.441363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b329528-8975-473a-97a4-148f9d7eaf22 · inbound

Salamandra Technical Report cites this paper.

Salamandra Technical Report At Which Training Stage Does Code Data Help LLMs Reasoning?

Reference 127

Resolution: unresolved; no resolver link, observed 2026-08-08T04:58:33.146909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d0cb325-cd6d-4e38-b901-663bf2ccd8f2 · inbound

Generative AI Act II: Test Time Scaling Drives Cognition Engineering cites this paper.

Generative AI Act II: Test Time Scaling Drives Cognition Engineering At Which Training Stage Does Code Data Help LLMs Reasoning?

Reference 226

Resolution: unresolved; no resolver link, observed 2026-08-16T12:02:43.504561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46ba4a55-8365-4733-838b-02bd64d34233 · inbound

CAD-Llama: Leveraging Large Language Models for Computer-Aided Design Parametric 3D Model Generation cites this paper.

CAD-Llama: Leveraging Large Language Models for Computer-Aided Design Parametric 3D Model Generation At Which Training Stage Does Code Data Help LLMs Reasoning?

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T23:32:50.423610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1657ec7-3b4f-4874-aeea-8bd93a8a75db · inbound

R-TOFU: Unlearning in Large Reasoning Models cites this paper.

R-TOFU: Unlearning in Large Reasoning Models At Which Training Stage Does Code Data Help LLMs Reasoning?

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:08.975733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b604cae5-2271-4340-bd58-428587ad586b · inbound

Chameleon: A Flexible Data-mixing Framework for Language Model Pretraining and Finetuning cites this paper.

Chameleon: A Flexible Data-mixing Framework for Language Model Pretraining and Finetuning At Which Training Stage Does Code Data Help LLMs Reasoning?

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:42.400029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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.