Paper Citation Record · LEDGER

Towards Advancing Code Generation with Large Language Models: A Research Roadmap

As of 10 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 3 inbound Pith citation observations for arXiv:2501.11354.

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

pith.paper-citation-record.v1
2501.11354 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T18:24:12.871192Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:44:16.749758Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

45 of 45 outbound references displayed

verified exact0
verified fuzzy0
unresolved45
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

2
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 6161a5af-2cce-4979-a922-b30cb288ce02 · outbound

This paper cites Program Synthesis with Large Language Models.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Program Synthesis with Large Language Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.629247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 426ef77c-9658-4566-8ef7-200df51ac89c · outbound

This paper cites an unresolved cited work.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.635183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e9b48ca-9561-4603-a1cb-c7439e068cdb · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Evaluating Large Language Models Trained on Code

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.640994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 778aceb5-40ae-4ba1-b915-e20012fd0dbf · outbound

This paper cites Teaching Large Language Models to Self-Debug.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Teaching Large Language Models to Self-Debug

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.646702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee3509b6-0d01-4685-aa69-625238e95fe8 · outbound

This paper cites an unresolved cited work.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-10T18:24:13.731501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 15e714de-6c33-49c6-8292-4c287fc7c8e1 · outbound

This paper cites Multilingual Jailbreak Challenges in Large Language Models.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Multilingual Jailbreak Challenges in Large Language Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.657882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41639df8-f6a1-406f-874c-e56f4418c46a · outbound

This paper cites an unresolved cited work.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.664107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02eb74d7-dd49-46f5-bb49-7bdc6ee19a53 · outbound

This paper cites an unresolved cited work.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-10T18:24:13.704610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7f06194d-d103-485a-a7e5-46c1350e81e4 · outbound

This paper cites CodeBERT: A Pre-Trained Model for Programming and Natural Languages.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap CodeBERT: A Pre-Trained Model for Programming and Natural Languages

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.674383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f61b0c2-f3f2-4309-88ac-2ece11dfae54 · outbound

This paper cites an unresolved cited work.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-10T18:24:13.687888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cd1d1365-2ecf-413c-b595-4ab756bdb94a · outbound

This paper cites Measuring Coding Challenge Competence With APPS.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Measuring Coding Challenge Competence With APPS

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.685048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebb8ba17-a8a5-46e1-af55-58a96f193a7c · outbound

This paper cites L2MAC: Large Language Model Automatic Computer for Extensive Code Generation.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap L2MAC: Large Language Model Automatic Computer for Extensive Code Generation

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.690835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4fe7e3b-e765-476e-b3ac-562a60ae06e0 · outbound

This paper cites MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.696550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e2cfdda-3eb0-4b47-b4fc-4ee310a00079 · outbound

This paper cites CodeCoT: Tackling Code Syntax Errors in CoT Reasoning for Code Generation.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap CodeCoT: Tackling Code Syntax Errors in CoT Reasoning for Code Generation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.703279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06f9f931-eadc-4351-aee6-3b6e5b49a420 · outbound

This paper cites Bias Testing and Mitigation in LLM-based Code Generation.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Bias Testing and Mitigation in LLM-based Code Generation

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.714517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88b75186-61a4-4113-aef0-6a7ae60e468c · outbound

This paper cites an unresolved cited work.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-10T18:24:13.670688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 28fb7fb4-c333-4af8-9abf-ff080cd15b93 · outbound

This paper cites an unresolved cited work.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.724351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea141648-bf72-4501-8419-620cb839f297 · outbound

This paper cites A Survey on Large Language Models for Code Generation.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap A Survey on Large Language Models for Code Generation

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.729748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e173bd28-bb73-4ccd-9a30-7480c6de7e21 · outbound

This paper cites From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.735015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 622b63e3-493b-4db4-bbfb-3d3932054b0a · outbound

This paper cites Challenges and Applications of Large Language Models.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Challenges and Applications of Large Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.740472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aac4eae9-c0f3-4b2a-abd0-149a57feeba8 · outbound

This paper cites an unresolved cited work.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.745532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b4c35e7-ba26-4952-8c41-a6f7eecc857c · outbound

This paper cites an unresolved cited work.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-10T18:24:13.632218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cdcdb827-b132-4ceb-802b-7f6006853722 · outbound

This paper cites SOEN-101: Code Generation by Emulating Software Process Models Using Large Language Model Agents.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap SOEN-101: Code Generation by Emulating Software Process Models Using Large Language Model Agents

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.755571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11d5fac0-492f-4487-9fa1-45e4da4d327d · outbound

This paper cites an unresolved cited work.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.760961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29e1aaa7-bd28-4d67-bcb5-1332ac8d53eb · outbound

This paper cites CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.765802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ba9f0df-e0c5-493f-a216-d70782c1dac3 · outbound

This paper cites ClarifyGPT: Empowering LLM-based Code Generation with Intention Clarification.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap ClarifyGPT: Empowering LLM-based Code Generation with Intention Clarification

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.771099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd482f26-1f78-47e8-91cc-5d9af0b25867 · outbound

This paper cites an unresolved cited work.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-10T18:24:13.604911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 11961c2d-8089-417a-8fc8-f7b8cec3d861 · outbound

This paper cites CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.781453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef392d3f-57c0-493e-927a-3d6035ca27ce · outbound

This paper cites an unresolved cited work.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-10T18:24:13.588368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6c37005b-0b60-44e4-9b44-d7af9781a283 · outbound

This paper cites an unresolved cited work.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.791244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22ad47c6-c63a-4217-ae32-228970c1dd5d · outbound

This paper cites an unresolved cited work.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.796986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16779a55-dd00-4d30-b4c3-b8b5f712f225 · outbound

This paper cites an unresolved cited work.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-10T18:24:13.561809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8c967400-74fe-481f-a855-bc5e67a1f42a · outbound

This paper cites ALFWorld: Aligning Text and Embodied Environments for Interactive Learning.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap ALFWorld: Aligning Text and Embodied Environments for Interactive Learning

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.807770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6315956c-f94c-4580-bc28-302d12fb0566 · outbound

This paper cites an unresolved cited work.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-10T18:24:13.544840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c6462d8d-58b1-4f3c-a549-43a61030b123 · outbound

This paper cites an unresolved cited work.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-10T18:24:13.527456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 10d2e9ce-d662-4660-af8f-535416f92692 · outbound

This paper cites an unresolved cited work.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.823921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de02df98-70ac-4296-b008-83bb00ca7a8d · outbound

This paper cites A Prompt Pattern Catalog to Enhance Prompt Engineering with ChatGPT.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap A Prompt Pattern Catalog to Enhance Prompt Engineering with ChatGPT

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.828945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0364fd52-0414-40b9-aea4-fe1fe809a534 · outbound

This paper cites NExT-GPT: Any-to-Any Multimodal LLM.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap NExT-GPT: Any-to-Any Multimodal LLM

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.834124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62ef2986-2818-4699-854c-3665da48ce4f · outbound

This paper cites The Rise and Potential of Large Language Model Based Agents: A Survey.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap The Rise and Potential of Large Language Model Based Agents: A Survey

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.839464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 557d8af3-4c35-4918-9d9d-307f00febefb · outbound

This paper cites In-IDE Code Generation from Natural Language: Promise and Challenges.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap In-IDE Code Generation from Natural Language: Promise and Challenges

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.844492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15077d3c-426b-421c-a621-ec1d2c17162a · outbound

This paper cites Robustness, Security, Privacy, Explainability, Efficiency, and Usability of Large Language Models for Code.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Robustness, Security, Privacy, Explainability, Efficiency, and Usability of Large Language Models for Code

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.849852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57ba9241-3408-4c38-8265-0ff8a1e1994c · outbound

This paper cites Self-Edit: Fault-Aware Code Editor for Code Generation.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Self-Edit: Fault-Aware Code Editor for Code Generation

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.855196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f245fc92-9606-4028-9a29-a36974a590aa · outbound

This paper cites an unresolved cited work.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-10T18:24:13.499914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d232e83b-5794-4c3a-8436-161f767e78df · outbound

This paper cites Experimenting a New Programming Practice with LLMs.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Experimenting a New Programming Practice with LLMs

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.865731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70f59863-3005-4ac8-bc5c-a4518659ba99 · outbound

This paper cites Debug like a Human: A Large Language Model Debugger via Verifying Runtime Execution Step-by-step.

Towards Advancing Code Generation with Large Language Models: A Research Roadmap Debug like a Human: A Large Language Model Debugger via Verifying Runtime Execution Step-by-step

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:12.871192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation fcc8ae55-8dc5-4567-ac0f-c6da79cf8f5f · inbound

Taxonomy of migration scenarios for Qiskit refactoring using LLMs cites this paper.

Taxonomy of migration scenarios for Qiskit refactoring using LLMs Towards Advancing Code Generation with Large Language Models: A Research Roadmap

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T05:44:16.749758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d225cd2-4ef3-4ea8-afec-4b01ac40c9f1 · inbound

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes cites this paper.

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes Towards Advancing Code Generation with Large Language Models: A Research Roadmap

Reference 105

Resolution: verified exact; arxiv_id, observed 2026-07-03T05:57:41.173324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4b10e99d-65b1-4bf6-ad1d-d5262a9f508e · inbound

Qiskit Code Migration with LLMs cites this paper.

Qiskit Code Migration with LLMs Towards Advancing Code Generation with Large Language Models: A Research Roadmap

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-06-26T16:29:35.453869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.