Paper Citation Record · LEDGER

Bridging LLM-Generated Code and Requirements: Reverse Generation technique and SBC Metric for Developer Insights

As of 19 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 2 inbound Pith citation observations for arXiv:2502.07835.

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

pith.paper-citation-record.v1
2502.07835 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T13:38:21.660908Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T23:23:26.264613Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T01:06:24.835198Z

Reference resolution

17 of 17 outbound references displayed

verified exact0
verified fuzzy8
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 10897293-4f5f-4d15-a4e9-437eb8a92a2a · outbound

This paper cites Out of the bleu: How should we assess quality of the code generation models?,.

Bridging LLM-Generated Code and Requirements: Reverse Generation technique and SBC Metric for Developer Insights Out of the bleu: How should we assess quality of the code generation models?,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:38:21.965144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 64367d0f-c38d-40e0-a281-3fa7a1f64ea3 · outbound

This paper cites On the natural- ness of software,.

Bridging LLM-Generated Code and Requirements: Reverse Generation technique and SBC Metric for Developer Insights On the natural- ness of software,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:38:21.948404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 07ccba6d-97a0-4c8f-897e-6befe54a868e · outbound

This paper cites SPoC: Search-based pseudocode to code,.

Bridging LLM-Generated Code and Requirements: Reverse Generation technique and SBC Metric for Developer Insights SPoC: Search-based pseudocode to code,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:38:21.931191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a4bf2f6c-67d2-461a-8cee-14a63aa752a8 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Bridging LLM-Generated Code and Requirements: Reverse Generation technique and SBC Metric for Developer Insights Evaluating Large Language Models Trained on Code

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-08T13:38:21.591054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 340a3afd-13d9-4b21-85b3-38c5850a1b96 · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation,.

Bridging LLM-Generated Code and Requirements: Reverse Generation technique and SBC Metric for Developer Insights Bleu: a method for automatic evaluation of machine translation,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:38:21.911758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6bdceb9b-9d57-4170-8601-18903283fb79 · outbound

This paper cites Rouge: A package for automatic evaluation of summaries,.

Bridging LLM-Generated Code and Requirements: Reverse Generation technique and SBC Metric for Developer Insights Rouge: A package for automatic evaluation of summaries,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:38:21.896014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5932b31a-207a-455c-8a56-a6490e2dda96 · outbound

This paper cites CodeBLEU: a Method for Automatic Evaluation of Code Synthesis.

Bridging LLM-Generated Code and Requirements: Reverse Generation technique and SBC Metric for Developer Insights CodeBLEU: a Method for Automatic Evaluation of Code Synthesis

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-08T13:38:21.607541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4dbd1a03-0873-4899-96c2-ca43a83ab932 · outbound

This paper cites CodeBERTScore: Evaluating Code Generation with Pretrained Models of Code.

Bridging LLM-Generated Code and Requirements: Reverse Generation technique and SBC Metric for Developer Insights CodeBERTScore: Evaluating Code Generation with Pretrained Models of Code

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-08T13:38:21.612581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 203b5be9-03cf-4c74-a98a-50da369ebeeb · outbound

This paper cites Expectation vs. experi- ence: Evaluating the usability of code generation tools powered by large language models,.

Bridging LLM-Generated Code and Requirements: Reverse Generation technique and SBC Metric for Developer Insights Expectation vs. experi- ence: Evaluating the usability of code generation tools powered by large language models,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:38:21.880006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 88f01858-c83f-453b-b3e0-79a12e525875 · outbound

This paper cites Grounded Copilot: How Programmers Interact with Code-Generating Models.

Bridging LLM-Generated Code and Requirements: Reverse Generation technique and SBC Metric for Developer Insights Grounded Copilot: How Programmers Interact with Code-Generating Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-08T13:38:21.622743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06e6f1b6-9f02-4775-95c3-0b5001c85319 · outbound

This paper cites GitHub Copilot AI pair programmer: Asset or Liability?.

Bridging LLM-Generated Code and Requirements: Reverse Generation technique and SBC Metric for Developer Insights GitHub Copilot AI pair programmer: Asset or Liability?

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T13:38:21.627932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eccc0eee-4acb-46da-bf1f-d88002ce1be3 · outbound

This paper cites CodeJudge: Evaluating Code Generation with Large Language Models.

Bridging LLM-Generated Code and Requirements: Reverse Generation technique and SBC Metric for Developer Insights CodeJudge: Evaluating Code Generation with Large Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-08T13:38:21.633711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1a06aa3-cbf1-4bf2-a6b6-a02324f8972b · outbound

This paper cites G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment.

Bridging LLM-Generated Code and Requirements: Reverse Generation technique and SBC Metric for Developer Insights G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-08T13:38:21.640438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cabfbcd3-8f31-4ca4-8355-cd9156df9d01 · outbound

This paper cites ICE-Score: Instructing Large Language Models to Evaluate Code,.

Bridging LLM-Generated Code and Requirements: Reverse Generation technique and SBC Metric for Developer Insights ICE-Score: Instructing Large Language Models to Evaluate Code,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:38:21.863096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 83a5046e-82d4-48c3-9dc3-eca41a54f7c0 · outbound

This paper cites Validating LLM-Generated Programs with Metamorphic Prompt Testing.

Bridging LLM-Generated Code and Requirements: Reverse Generation technique and SBC Metric for Developer Insights Validating LLM-Generated Programs with Metamorphic Prompt Testing

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-08T13:38:21.650690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5311d97-8025-4005-be0c-f7bc955a8b76 · outbound

This paper cites A comprehensive survey on code generation techniques,.

Bridging LLM-Generated Code and Requirements: Reverse Generation technique and SBC Metric for Developer Insights A comprehensive survey on code generation techniques,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:38:21.845534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f894ee45-b6f6-442d-9d1c-b29c5d845142 · outbound

This paper cites The Model Openness Framework: Promoting Completeness and Openness for Reproducibility, Transparency, and Usability in Artificial Intelligence.

Bridging LLM-Generated Code and Requirements: Reverse Generation technique and SBC Metric for Developer Insights The Model Openness Framework: Promoting Completeness and Openness for Reproducibility, Transparency, and Usability in Artificial Intelligence

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-08T13:38:21.660908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 939a6106-a77e-4614-b4e4-913b87fce28b · inbound

Application Modernization with LLMs: Addressing Core Challenges in Reliability, Security, and Quality cites this paper.

Application Modernization with LLMs: Addressing Core Challenges in Reliability, Security, and Quality Bridging LLM-Generated Code and Requirements: Reverse Generation technique and SBC Metric for Developer Insights

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T23:23:26.264613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d97ac3a7-0246-4532-b691-8e467093cff9 · inbound

EstRTL: Functional Estimation Guided RTL Code Generation cites this paper.

EstRTL: Functional Estimation Guided RTL Code Generation Bridging LLM-Generated Code and Requirements: Reverse Generation technique and SBC Metric for Developer Insights

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-07-02T01:06:24.836943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.