Paper Citation Record · LEDGER

Fixing Large Language Models' Specification Misunderstanding for Better Code Generation

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 10 inbound Pith citation observations for arXiv:2309.16120.

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

pith.paper-citation-record.v1
2309.16120 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 10 of 10 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 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T12:10:14.331826Z

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

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 8fad21bc-f53e-416b-a06a-a8cd778dec47 · inbound

CRUXEval: A Benchmark for Code Reasoning, Understanding and Execution cites this paper.

CRUXEval: A Benchmark for Code Reasoning, Understanding and Execution Fixing Large Language Models' Specification Misunderstanding for Better Code Generation

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-14T20:57:16.383405Z

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 c9a94b16-b1f2-4305-9e08-35743fe313d7 · inbound

LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code cites this paper.

LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code Fixing Large Language Models' Specification Misunderstanding for Better Code Generation

Reference 36

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T17:34:43.004269Z

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 6ca87750-4ba7-418f-b8ff-35f5ab5c5537 · inbound

The Current Challenges of Software Engineering in the Era of Large Language Models cites this paper.

The Current Challenges of Software Engineering in the Era of Large Language Models Fixing Large Language Models' Specification Misunderstanding for Better Code Generation

Reference 148

Resolution: unresolved; no resolver link, observed 2026-08-11T12:10:14.331826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e89cb98-8f41-4d03-9245-6ac54355066f · inbound

Chain of Grounded Objectives: Bridging Process and Goal-oriented Prompting for Code Generation cites this paper.

Chain of Grounded Objectives: Bridging Process and Goal-oriented Prompting for Code Generation Fixing Large Language Models' Specification Misunderstanding for Better Code Generation

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T16:19:50.999602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a554c710-0049-46ea-954d-ba4734fbe82f · inbound

A Showdown of ChatGPT vs DeepSeek in Solving Programming Tasks cites this paper.

A Showdown of ChatGPT vs DeepSeek in Solving Programming Tasks Fixing Large Language Models' Specification Misunderstanding for Better Code Generation

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-23T00:27:17.670487Z

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 4096591a-a473-4ae4-9ee9-1d968a51849e · inbound

AdaDec: A Uncertainty-Guided Lookahead Decoding Framework for LLM-Based Code Generation cites this paper.

AdaDec: A Uncertainty-Guided Lookahead Decoding Framework for LLM-Based Code Generation Fixing Large Language Models' Specification Misunderstanding for Better Code Generation

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-19T10:22:14.553273Z

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 a3d016d7-67fa-4100-8f21-33a2e7b4bcef · inbound

Reasoning as a Resource: Optimizing Fast and Slow Thinking in Code Generation Models cites this paper.

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 e0d3c8c6-b55a-49ef-ad5e-effa4a22987b · inbound

A Hierarchical and Evolvable Benchmark for Fine-Grained Code Instruction Following with Multi-Turn Feedback cites this paper.

A Hierarchical and Evolvable Benchmark for Fine-Grained Code Instruction Following with Multi-Turn Feedback Fixing Large Language Models' Specification Misunderstanding for Better Code Generation

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T21:16:41.068895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd0b6b36-66f3-4ba8-922c-3432656de2bd · inbound

Knowledge-Graph-Driven Data Synthesis for Low-Resource Software Development: A HarmonyOS Case Study cites this paper.

Knowledge-Graph-Driven Data Synthesis for Low-Resource Software Development: A HarmonyOS Case Study Fixing Large Language Models' Specification Misunderstanding for Better Code Generation

Reference 56

Resolution: verified exact; arxiv_id, observed 2026-05-17T03:38:57.843548Z

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 1cd4936e-2cd8-4adf-8ba8-19a5c428ee76 · inbound

Large Language Models for Multi-Lingual Equivalent Mutant Detection: An Extended Empirical Study cites this paper.

Large Language Models for Multi-Lingual Equivalent Mutant Detection: An Extended Empirical Study Fixing Large Language Models' Specification Misunderstanding for Better Code Generation

Reference 90

Resolution: verified exact; arxiv_id, observed 2026-07-02T09:16:48.841778Z

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.