Paper Citation Record · LEDGER

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models

As of 10 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 1 inbound Pith citation observation for arXiv:2506.09396.

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

pith.paper-citation-record.v1
2506.09396 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:54:20.551663Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:07:10.663144Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T18:07:14.102006Z

Reference resolution

43 of 43 outbound references displayed

verified exact2
verified fuzzy1
unresolved39
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a1ba23cc-1167-47cc-8fc0-678630679b68 · outbound

This paper cites an unresolved cited work.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:54:25.245884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 07296e14-da6f-466f-8b22-16a3400f324f · outbound

This paper cites Program Synthesis with Large Language Models.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Program Synthesis with Large Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T04:54:14.929085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfb19840-30c8-45eb-b653-f56ecddb99a9 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Evaluating Large Language Models Trained on Code

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T04:54:15.065571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efa69455-502e-4848-a02f-c2710ed031c5 · outbound

This paper cites an unresolved cited work.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:54:25.077293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b1ea67c9-53d3-444d-9ced-e2a92f11af34 · outbound

This paper cites an unresolved cited work.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T04:54:15.350767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08009f94-5803-43d1-bff3-bc041d7d322d · outbound

This paper cites an unresolved cited work.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:54:24.941775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c569670b-9e10-4b26-9045-d4cd583b1fcf · outbound

This paper cites RepoAudit: An Autonomous LLM-Agent for Repository-Level Code Auditing.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models RepoAudit: An Autonomous LLM-Agent for Repository-Level Code Auditing

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T04:54:15.804819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fc4469b-2ee4-4171-888f-8fe7d61396ce · outbound

This paper cites Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T04:54:15.924313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69e93bcd-c003-4f55-b339-77511c546211 · outbound

This paper cites an unresolved cited work.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T04:54:16.071558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dcae6e4b-43ce-408e-9b6a-b8b72491c933 · outbound

This paper cites an unresolved cited work.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:54:24.763114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 094339a4-d3ef-47ab-9f9a-1a8a46cc0a1a · outbound

This paper cites StarCoder: may the source be with you!.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models StarCoder: may the source be with you!

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T04:54:16.353855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8132f34-76fa-4b96-bcd9-148aa616cb45 · outbound

This paper cites an unresolved cited work.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:54:24.633588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 76918dbe-9437-462b-9100-2dddd8272e60 · outbound

This paper cites an unresolved cited work.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:54:24.287656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 50592be9-c5ac-4a68-b0bb-e595fb98f7d1 · outbound

This paper cites an unresolved cited work.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:54:24.472596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c902e4f1-96d9-49f8-8482-145c4bb3824f · outbound

This paper cites an unresolved cited work.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:54:23.728278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b564bda5-107a-49c8-a338-a606ff05672b · outbound

This paper cites an unresolved cited work.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:54:23.939414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9b92fe4a-7630-4b3e-a586-8a4a6fadb4c8 · outbound

This paper cites an unresolved cited work.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:54:23.283587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5c7f3708-dea9-40ab-9c49-7f7559b58a85 · outbound

This paper cites an unresolved cited work.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:54:23.490137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 84581115-0ff4-42f1-8bb7-67de83a49931 · outbound

This paper cites an unresolved cited work.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:54:22.906283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d4f60d0e-4d23-4bc4-b3c4-cd9f02ca87d1 · outbound

This paper cites an unresolved cited work.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:54:23.090685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 65915886-4de3-4030-91d1-6bcf086f5f89 · outbound

This paper cites StarCoder 2 and The Stack v2: The Next Generation.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models StarCoder 2 and The Stack v2: The Next Generation

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T04:54:17.759870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e68879ec-b382-459e-9085-dbdf0a299438 · outbound

This paper cites AdaCoT: Pareto-Optimal Adaptive Chain-of-Thought Triggering via Reinforcement Learning.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models AdaCoT: Pareto-Optimal Adaptive Chain-of-Thought Triggering via Reinforcement Learning

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T04:54:17.641447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc28a8f6-d343-4e02-9aaf-e3b1d83b0833 · outbound

This paper cites Code Llama: Open Foundation Models for Code.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Code Llama: Open Foundation Models for Code

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T04:54:18.061408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ceaa873-4cf4-4d49-9b3c-9de22699cb93 · outbound

This paper cites an unresolved cited work.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Unresolved cited work

Reference 24

Resolution: verified exact; doi, observed 2026-08-07T04:54:21.064140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2abbabb0-a0e0-4b26-babe-28e049af1a6a · outbound

This paper cites an unresolved cited work.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:54:22.682645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a3d016d7-67fa-4100-8f21-33a2e7b4bcef · outbound

This paper cites Fixing Large Language Models' Specification Misunderstanding for Better Code Generation.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Fixing Large Language Models' Specification Misunderstanding for Better Code Generation

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T04:54:18.202910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8c1ecc4-bda7-43e7-bf67-a686d701606c · outbound

This paper cites an unresolved cited work.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T04:54:18.817146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf2466e7-aa5d-4bef-88ed-4e7bfad94ad4 · outbound

This paper cites Exploring Multi-Lingual Bias of Large Code Models in Code Generation.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Exploring Multi-Lingual Bias of Large Code Models in Code Generation

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T04:54:18.490672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58eeab0c-45e3-49f4-9d12-b022ba9cdcde · outbound

This paper cites How Multi-Modal LLMs Reshape Visual Deep Learning Testing? A Comprehensive Study Through the Lens of Image Mutation.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models How Multi-Modal LLMs Reshape Visual Deep Learning Testing? A Comprehensive Study Through the Lens of Image Mutation

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T04:54:18.655398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31dd7ee4-3d91-4f60-b5a0-e3022aecf016 · outbound

This paper cites Le, Ed H.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Le, Ed H

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:54:22.474684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bb842945-10f3-4392-aa1f-e387ecdde740 · outbound

This paper cites an unresolved cited work.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Unresolved cited work

Reference 31

Resolution: verified exact; doi, observed 2026-08-07T04:54:20.799742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation baf99051-8815-4c04-a252-8726686da519 · outbound

This paper cites STShield: Single-Token Sentinel for Real-Time Jailbreak Detection in Large Language Models.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models STShield: Single-Token Sentinel for Real-Time Jailbreak Detection in Large Language Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T04:54:19.124534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adc30755-dcb7-45df-8206-45d59190b434 · outbound

This paper cites Refining Decompiled C Code with Large Language Models.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Refining Decompiled C Code with Large Language Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T04:54:19.719653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f2f63a4-49f1-43e1-8c68-9fd9d40efb62 · outbound

This paper cites SelfDefend: LLMs Can Defend Themselves against Jailbreaking in a Practical Manner.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models SelfDefend: LLMs Can Defend Themselves against Jailbreaking in a Practical Manner

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T04:54:19.410058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 255fcc92-c108-4f80-b184-76ab7505bc39 · outbound

This paper cites Towards Understanding the Characteristics of Code Generation Errors Made by Large Language Models.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Towards Understanding the Characteristics of Code Generation Errors Made by Large Language Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T04:54:19.582666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1dc0812-c573-420c-a324-23f2aca5ef02 · outbound

This paper cites HumanEval Pro and MBPP Pro: Evaluating Large Language Models on Self-invoking Code Generation.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models HumanEval Pro and MBPP Pro: Evaluating Large Language Models on Self-invoking Code Generation

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T04:54:20.105337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a5e1ef6-ca55-4324-b771-9f3c64dd9bc9 · outbound

This paper cites an unresolved cited work.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:54:22.228849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1b2dc422-949a-48b5-8d54-313da0327e11 · outbound

This paper cites Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for Problem-Solving with Language Models.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for Problem-Solving with Language Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T04:54:19.956574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fde933f-cb54-4150-b8de-a08b0f95149f · outbound

This paper cites Verify-and-Edit: A Knowledge-Enhanced Chain-of-Thought Framework.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Verify-and-Edit: A Knowledge-Enhanced Chain-of-Thought Framework

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T04:54:20.551663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4840cd1-4fcb-4792-ae53-a2a0d3064261 · outbound

This paper cites AdaptThink: Reasoning Models Can Learn When to Think.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models AdaptThink: Reasoning Models Can Learn When to Think

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T04:54:20.220405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23b14842-c58b-4b09-b362-bb85e987214f · outbound

This paper cites an unresolved cited work.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T04:54:20.317545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b345605-d7b1-4d0e-b5d4-31654676bdf2 · outbound

This paper cites InProceedings of the 33rd ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA ’24).

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models InProceedings of the 33rd ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA ’24)

Reference 2024

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T04:54:21.891065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ca8258de-fbaf-4781-9cf8-20c235142471 · outbound

This paper cites Low-Cost and Comprehensive Non-textual Input Fuzzing with LLM-Synthesized Input Generators.

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models Low-Cost and Comprehensive Non-textual Input Fuzzing with LLM-Synthesized Input Generators

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-07T04:54:20.438580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 72f4ca95-a2d7-4a90-aebc-9e01af932765 · inbound

Position Paper: Programming Language Techniques for Bridging LLM Code Generation Semantic Gaps cites this paper.

Position Paper: Programming Language Techniques for Bridging LLM Code Generation Semantic Gaps Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:07:14.233951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.