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Paper Citation Record · LEDGER

Fixing Large Language Models' Specification Misunderstanding for Better Code Generation

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 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 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:54:18.202910Z

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-14T20:57:16.327963Z digest=sha256:250dff3c2804b33be5bd1f5c46f50c8e57e729404da1334475d9a4587dc483d4

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-05-10T17:34:42.565806Z digest=sha256:e8b84e9fda3ddf3acb334c7acfda6996e289f3d33b53e371810c45f14fd8a1f0

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-23T00:26:46.078000Z digest=sha256:710e568be6844debbdf40f2de3c73a3e7563d5f903d30ee81a2df9fbd2f1f63d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-19T10:19:07.701197Z digest=sha256:cbb2bfb4f9ef52d45e6483dbede08adafb2c50b2a565d92a8c8c6d3bd711190f

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.

source=pdf_text observed=2026-08-07T04:54:18.202910Z digest=sha256:99dcf8ff2853ca01dc60c34653c03ee92c962ff7dc21294027cfd2088aeb812f

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.

source=pdf_text observed=2026-08-06T21:16:41.068895Z digest=sha256:2b77ff64611abd2dc1c1a473fd9e438b9c2a1cb0929865e0ea026ad89e40e90d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-17T03:38:40.078229Z digest=sha256:cef4638dbd1f8ad09daf361b2b6075bec2e611b16f636e6ceba21617f4f4dd63

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-02T09:07:01.783340Z digest=sha256:15ed6497f42f7ab4c2599db86a92a921be2ff2df075a09ff2fc87d2eac602c9c