Paper Citation Record · LEDGER

Code to Think, Think to Code: A Survey on Code-Enhanced Reasoning and Reasoning-Driven Code Intelligence in LLMs

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 18 inbound Pith citation observations for arXiv:2502.19411.

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

pith.paper-citation-record.v1
2502.19411 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 18 of 18 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:42:30.812017Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T22:47:25.978175Z

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 78ba1a21-c0b7-420e-bce6-d5f59afc08da · inbound

PLANET: A Collection of Benchmarks for Evaluating LLMs' Planning Capabilities cites this paper.

PLANET: A Collection of Benchmarks for Evaluating LLMs' Planning Capabilities Code to Think, Think to Code: A Survey on Code-Enhanced Reasoning and Reasoning-Driven Code Intelligence in LLMs

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-16T11:42:30.812017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fc7e6df-855c-402e-8b8d-85a2a78e4bab · inbound

Talk to Your Slides: High-Efficiency Slide Editing via Language-Driven Structured Data Manipulation cites this paper.

Talk to Your Slides: High-Efficiency Slide Editing via Language-Driven Structured Data Manipulation Code to Think, Think to Code: A Survey on Code-Enhanced Reasoning and Reasoning-Driven Code Intelligence in LLMs

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-22T14:26:40.296072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 307a74a1-7a9a-47b0-b6d7-5d55cb513d6a · inbound

Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning cites this paper.

Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning Code to Think, Think to Code: A Survey on Code-Enhanced Reasoning and Reasoning-Driven Code Intelligence in LLMs

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-07T15:06:08.363789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de830069-0ffe-4f12-9223-cbcb7e7b65ad · inbound

Activation Control for Efficiently Eliciting Long Chain-of-thought Ability of Language Models cites this paper.

Activation Control for Efficiently Eliciting Long Chain-of-thought Ability of Language Models Code to Think, Think to Code: A Survey on Code-Enhanced Reasoning and Reasoning-Driven Code Intelligence in LLMs

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T14:46:17.955106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2717aeb9-dab6-40b1-864f-1ffa66485fc2 · inbound

Vibe Coding vs. Agentic Coding: Fundamentals and Practical Implications of Agentic AI cites this paper.

Vibe Coding vs. Agentic Coding: Fundamentals and Practical Implications of Agentic AI Code to Think, Think to Code: A Survey on Code-Enhanced Reasoning and Reasoning-Driven Code Intelligence in LLMs

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T14:15:36.400934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6e111b5-1ee3-42bb-a74e-f579c0bb7bc2 · inbound

QFFT, Question-Free Fine-Tuning for Adaptive Reasoning cites this paper.

QFFT, Question-Free Fine-Tuning for Adaptive Reasoning Code to Think, Think to Code: A Survey on Code-Enhanced Reasoning and Reasoning-Driven Code Intelligence in LLMs

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T20:13:19.462076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad594754-d8fd-4709-91f3-eeac301c4aac · inbound

AI Reasoning for Wireless Communications and Networking: A Survey and Perspectives cites this paper.

AI Reasoning for Wireless Communications and Networking: A Survey and Perspectives Code to Think, Think to Code: A Survey on Code-Enhanced Reasoning and Reasoning-Driven Code Intelligence in LLMs

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-04T19:34:28.436420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 230e4482-c6ca-4f86-9c9c-89bc04a70ed1 · inbound

Self-Supervised Bootstrapping of Action-Predictive Embodied Reasoning cites this paper.

Self-Supervised Bootstrapping of Action-Predictive Embodied Reasoning Code to Think, Think to Code: A Survey on Code-Enhanced Reasoning and Reasoning-Driven Code Intelligence in LLMs

Reference 53

Resolution: metadata mismatch; arxiv_id, observed 2026-05-21T14:04:11.941222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e7f3bb88-4f72-4c20-92ce-ab098f0af459 · inbound

HEARTS: Benchmarking LLM Reasoning on Health Time Series cites this paper.

HEARTS: Benchmarking LLM Reasoning on Health Time Series Code to Think, Think to Code: A Survey on Code-Enhanced Reasoning and Reasoning-Driven Code Intelligence in LLMs

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-02T21:02:32.488569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59b16279-bbb5-4599-8360-e3769e0ffe68 · 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 Code to Think, Think to Code: A Survey on Code-Enhanced Reasoning and Reasoning-Driven Code Intelligence in LLMs

Reference 24

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 03dbe8f3-7fe5-424c-bdb1-bd6fe6ae4030 · inbound

Automatic Textbook Formalization cites this paper.

Automatic Textbook Formalization Code to Think, Think to Code: A Survey on Code-Enhanced Reasoning and Reasoning-Driven Code Intelligence in LLMs

Reference 24

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T20:08:12.513818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d73eb2ad-09c4-432d-bb5d-57af8d891c93 · inbound

DPC: Training-Free Text-to-SQL Candidate Selection via Dual-Paradigm Consistency cites this paper.

DPC: Training-Free Text-to-SQL Candidate Selection via Dual-Paradigm Consistency Code to Think, Think to Code: A Survey on Code-Enhanced Reasoning and Reasoning-Driven Code Intelligence in LLMs

Reference 5

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T09:48:47.841626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b8c12a22-f89b-4960-bc12-20f51dee0bd5 · inbound

Veritas: Grounding LLM Agents for Reliable Vulnerability Reasoning over Stripped Binaries cites this paper.

Veritas: Grounding LLM Agents for Reliable Vulnerability Reasoning over Stripped Binaries Code to Think, Think to Code: A Survey on Code-Enhanced Reasoning and Reasoning-Driven Code Intelligence in LLMs

Reference 58

Resolution: verified exact; arxiv_id, observed 2026-05-15T14:05:54.681991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f814b7f3-0eb0-4aa0-93be-c914ef33b4c4 · inbound

Veritas: Grounding LLM Agents for Reliable Vulnerability Reasoning over Stripped Binaries cites this paper.

Reference 58

Resolution: unresolved; no resolver link, observed 2026-07-12T16:46:36.842198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0eddd09d-32b6-49b2-b57d-75bfb49e4571 · inbound

Veritas: Grounding LLM Agents for Reliable Vulnerability Reasoning over Stripped Binaries cites this paper.

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-02T14:03:39.622876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 519875ea-6f9a-4f8f-bf1e-2226bdaae213 · inbound

CRAFTQA: A Code-Driven Adaptive Framework for Complex Structured Data Reasoning cites this paper.

CRAFTQA: A Code-Driven Adaptive Framework for Complex Structured Data Reasoning Code to Think, Think to Code: A Survey on Code-Enhanced Reasoning and Reasoning-Driven Code Intelligence in LLMs

Reference 1

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T23:16:24.063640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation cc7fa1f8-2641-4978-a0a7-78c73cf45953 · inbound

Artificial Intelligence for Mathematical Reasoning: An Integrated Survey of Language Models, Neuro-symbolic Systems, and Verified Discovery cites this paper.

Artificial Intelligence for Mathematical Reasoning: An Integrated Survey of Language Models, Neuro-symbolic Systems, and Verified Discovery Code to Think, Think to Code: A Survey on Code-Enhanced Reasoning and Reasoning-Driven Code Intelligence in LLMs

Reference 151

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T22:47:25.979663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4d50ade5-c539-4ecc-9116-27c4ddd101fe · inbound

Artificial Intelligence for Mathematical Reasoning: An Integrated Survey of Language Models, Neuro-symbolic Systems, and Verified Discovery cites this paper.

Reference 151

Resolution: unresolved; no resolver link, observed 2026-08-02T12:05:17.284826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.