Paper Citation Record · LEDGER

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study

As of 9 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2607.03174.

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

pith.paper-citation-record.v1
2607.03174 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-12T04:21:23.867336Z

measured 31 of 31 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

31 of 31 outbound references displayed

verified exact0
verified fuzzy0
unresolved31
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4d2d66a7-49e4-4bfe-a401-b27195764dfe · outbound

This paper cites Basic concepts and taxonomy of dependable and secure computing,.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study Basic concepts and taxonomy of dependable and secure computing,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1c5afeb-78fd-4073-ba27-a304c5cecbfb · outbound

This paper cites The use of triple-modular redundancy to improve computer reliability,.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study The use of triple-modular redundancy to improve computer reliability,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e30d9973-6872-4b53-9967-286f45a797fb · outbound

This paper cites an unresolved cited work.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3177673-c183-4a02-bd40-a887018b20f0 · outbound

This paper cites The methodology of n-version programming,.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study The methodology of n-version programming,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e41de2b9-df62-4a69-9159-2c399161419e · outbound

This paper cites A theoretical basis for the analysis of multiversion software subject to coincident errors,.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study A theoretical basis for the analysis of multiversion software subject to coincident errors,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd02de71-9857-4e32-a6a0-2e7cfa27467d · outbound

This paper cites Conceptual modeling of coincident failures in multiversion software,.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study Conceptual modeling of coincident failures in multiversion software,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21ca48c7-5f72-4736-a27b-0200b034b734 · outbound

This paper cites An empirical study of failure probabilities in multi-version software,.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study An empirical study of failure probabilities in multi-version software,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98f86d8b-1399-4366-ba5b-f66c4b8c1df0 · outbound

This paper cites Software diversity as a measure for reducing development risk,.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study Software diversity as a measure for reducing development risk,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66fb15d0-a7d0-4461-83be-4ca92294cd28 · outbound

This paper cites An experimental evaluation on reli- ability features of n-version programming,.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study An experimental evaluation on reli- ability features of n-version programming,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b962db7e-a258-4e28-8fb5-f6b207c4d450 · outbound

This paper cites The effectiveness of software diversity in a large population of programs,.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study The effectiveness of software diversity in a large population of programs,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa71a794-e0d1-445d-a12a-455fa30be730 · outbound

This paper cites Galapagos: Automated n-version programming with llms,.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study Galapagos: Automated n-version programming with llms,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 802293e1-ae61-4ac8-aadd-c7cb46ced8bc · outbound

This paper cites How Diversely Can Language Models Solve Problems? Exploring the Algorithmic Diversity of Model-Generated Code.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study How Diversely Can Language Models Solve Problems? Exploring the Algorithmic Diversity of Model-Generated Code

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a668ac5a-694b-457d-8529-d858d43c05cf · outbound

This paper cites Multi-Programming Language Ensemble for Code Generation in Large Language Model.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study Multi-Programming Language Ensemble for Code Generation in Large Language Model

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31e5ac3b-7167-4772-86ea-d4a9054650b8 · outbound

This paper cites Evaluating the diversity and quality of llm generated content,.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study Evaluating the diversity and quality of llm generated content,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98af0d83-9c2b-4926-8f58-28b99a8f9d9a · outbound

This paper cites Programming challenges: The pro- gramming contest training manual,.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study Programming challenges: The pro- gramming contest training manual,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 668cfc8b-791f-402e-b7dd-f7bfcf7a8dfa · outbound

This paper cites An experimental evaluation of the assumption of independence in multiversion programming,.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study An experimental evaluation of the assumption of independence in multiversion programming,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12d35507-edb3-4e1b-ae5c-068bd898a85c · outbound

This paper cites An experimental evaluation of software redundancy as a strategy for improving reliability,.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study An experimental evaluation of software redundancy as a strategy for improving reliability,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64980faf-5c77-4b28-81e0-2f3009ecc9f3 · outbound

This paper cites The effectiveness of choice of programming language as a diversity seeking decision,.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study The effectiveness of choice of programming language as a diversity seeking decision,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 353f6a00-1c10-4571-87b1-1e4f9009d6d4 · outbound

This paper cites An empirical study of the effectiveness of.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study An empirical study of the effectiveness of

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 397c1c9d-4f87-4a44-b26b-7892b6ffcea9 · outbound

This paper cites The Impact of AI on Developer Productivity: Evidence from GitHub Copilot.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study The Impact of AI on Developer Productivity: Evidence from GitHub Copilot

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 564a657c-47a8-49c4-ba33-31ae55edb38e · outbound

This paper cites Productivity assessment of neural code completion,.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study Productivity assessment of neural code completion,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ade76ee1-a86e-4feb-a2c4-7a3e1d4c0fe2 · outbound

This paper cites A Survey on Evaluating Large Language Models in Code Generation Tasks.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study A Survey on Evaluating Large Language Models in Code Generation Tasks

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f416a35-a348-47fc-851d-53b610634205 · outbound

This paper cites Towards an understanding of large language models in software engineering tasks,.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study Towards an understanding of large language models in software engineering tasks,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 814e330f-0667-46d0-bb96-da6ac0bcd246 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study Evaluating Large Language Models Trained on Code

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6eac7899-5076-4b96-8a1e-eb2532ce08b2 · outbound

This paper cites Program Synthesis with Large Language Models.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study Program Synthesis with Large Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b6c1522-33a1-4600-a40b-17b5bfe5065e · outbound

This paper cites Measuring coding challenge competence with apps,.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study Measuring coding challenge competence with apps,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1442dd6-d1c7-4c63-801c-44e18c3eef7c · outbound

This paper cites xCodeEval: A Large Scale Multilingual Multitask Benchmark for Code Understanding, Generation, Translation and Retrieval.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study xCodeEval: A Large Scale Multilingual Multitask Benchmark for Code Understanding, Generation, Translation and Retrieval

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92724e94-e8bc-45ae-b7d1-e644a75e5621 · outbound

This paper cites Towards understanding the characteristics of code generation errors made by large language models,.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study Towards understanding the characteristics of code generation errors made by large language models,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 388f4c9b-7e19-4189-b699-9626cd53bf3c · outbound

This paper cites Bugs in large language models generated code: An empirical study,.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study Bugs in large language models generated code: An empirical study,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25c6ff24-fffd-45d7-9e5f-c6badbd9003f · outbound

This paper cites No need to lift a finger anymore? assessing the quality of code generation by chatgpt,.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study No need to lift a finger anymore? assessing the quality of code generation by chatgpt,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78580a7d-d4d1-4bea-b251-fbdcf3efd74c · outbound

This paper cites Analyzing the dependability of large language models for code clone generation,.

Effectiveness of LLM-based Software Diversity for Reliability Improvement -- an Empirical Study Analyzing the dependability of large language models for code clone generation,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-12T04:21:23.867336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.