Paper Citation Record · LEDGER

Knowledge-Enhanced Program Repair for Data Science Code

As of 18 August 2026, this Paper Citation Record lists 70 of 70 outbound references and 5 inbound Pith citation observations for arXiv:2502.09771.

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

pith.paper-citation-record.v1
2502.09771 v1

Coverage vector

measured 70 of 70 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T20:37:30.849789Z

measured 75 of 75 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T19:49:21.392991Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-20T14:08:21.254587Z

Reference resolution

70 of 70 outbound references displayed

verified exact1
verified fuzzy25
unresolved42
parse uncertain2
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 78f41341-ca57-41cd-81e3-59f2d49e787d · outbound

This paper cites Reproducible, interactive, scalable and extensible microbiome data science using qiime 2,.

Knowledge-Enhanced Program Repair for Data Science Code Reproducible, interactive, scalable and extensible microbiome data science using qiime 2,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:37:31.523390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f1924e13-b0d7-4635-9ca4-c98c223e8e23 · outbound

This paper cites The role of chatgpt in data science: how ai-assisted conversational interfaces are revolutionizing the field,.

Knowledge-Enhanced Program Repair for Data Science Code The role of chatgpt in data science: how ai-assisted conversational interfaces are revolutionizing the field,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:37:31.512382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2eb0a4ce-9aed-480e-a961-28e720d5aa66 · outbound

This paper cites Data Interpreter: An LLM Agent For Data Science.

Knowledge-Enhanced Program Repair for Data Science Code Data Interpreter: An LLM Agent For Data Science

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.611170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f03bdf1-c587-4a25-a7ad-298a3f861635 · outbound

This paper cites LLMs for Science: Usage for Code Generation and Data Analysis.

Knowledge-Enhanced Program Repair for Data Science Code LLMs for Science: Usage for Code Generation and Data Analysis

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.615426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec7d4a4a-685d-41d6-8a17-a97e05164680 · outbound

This paper cites Ds-1000: A natural and reliable benchmark for data science code generation,.

Knowledge-Enhanced Program Repair for Data Science Code Ds-1000: A natural and reliable benchmark for data science code generation,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:37:31.502453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f17ae591-b048-410d-bb17-9169a5026860 · outbound

This paper cites Private-Library-Oriented Code Generation with Large Language Models.

Knowledge-Enhanced Program Repair for Data Science Code Private-Library-Oriented Code Generation with Large Language Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.623200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51a517e4-2513-4804-bd4c-7899d110abf1 · outbound

This paper cites When Language Model Meets Private Library.

Knowledge-Enhanced Program Repair for Data Science Code When Language Model Meets Private Library

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.627441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 529db01d-2cc2-4123-b6f6-7327a9866e04 · outbound

This paper cites Openagi: When llm meets domain experts,.

Knowledge-Enhanced Program Repair for Data Science Code Openagi: When llm meets domain experts,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:37:31.491936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4b3369da-1543-435c-a03f-b8b67e725614 · outbound

This paper cites Keep the Conversation Going: Fixing 162 out of 337 bugs for $0.42 each using ChatGPT.

Knowledge-Enhanced Program Repair for Data Science Code Keep the Conversation Going: Fixing 162 out of 337 bugs for $0.42 each using ChatGPT

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.634784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f5820b2-5b47-4a40-8f8c-8cc832842a34 · outbound

This paper cites Synthesize, execute and debug: Learning to repair for neural program synthesis,.

Knowledge-Enhanced Program Repair for Data Science Code Synthesize, execute and debug: Learning to repair for neural program synthesis,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:37:31.481343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3e31cd9d-1898-4828-9d3d-d22aa3e3123b · outbound

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

Knowledge-Enhanced Program Repair for Data Science Code Teaching Large Language Models to Self-Debug

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.642369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52cae39a-d8be-48cf-8d38-a4416450bce7 · outbound

This paper cites Chatgpt for vulnerability detection, classification, and repair: How far are we?.

Knowledge-Enhanced Program Repair for Data Science Code Chatgpt for vulnerability detection, classification, and repair: How far are we?

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:37:31.471763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5412fdf6-af98-4467-8cf0-7b2856da9b76 · outbound

This paper cites A Critical Review of Large Language Model on Software Engineering: An Example from ChatGPT and Automated Program Repair.

Knowledge-Enhanced Program Repair for Data Science Code A Critical Review of Large Language Model on Software Engineering: An Example from ChatGPT and Automated Program Repair

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.649450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb1adcf6-94a0-4d85-8b3a-33ea44719d1f · outbound

This paper cites Retrieval- augmented generation for knowledge-intensive nlp tasks,.

Knowledge-Enhanced Program Repair for Data Science Code Retrieval- augmented generation for knowledge-intensive nlp tasks,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.653235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62468c69-746a-4bbc-8359-0799da0fb974 · outbound

This paper cites Retrieval Augmented Code Generation and Summarization.

Knowledge-Enhanced Program Repair for Data Science Code Retrieval Augmented Code Generation and Summarization

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.656434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9b423e1-6c0d-4819-8113-43949de194ff · outbound

This paper cites AceCoder: Utilizing Existing Code to Enhance Code Generation.

Knowledge-Enhanced Program Repair for Data Science Code AceCoder: Utilizing Existing Code to Enhance Code Generation

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.660119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e80b2f93-2f02-4cb1-b4c7-529aa567d6f8 · outbound

This paper cites DocPrompting: Generating Code by Retrieving the Docs.

Knowledge-Enhanced Program Repair for Data Science Code DocPrompting: Generating Code by Retrieving the Docs

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.663800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01bc2b96-890d-4edb-855a-237d9e113962 · outbound

This paper cites Codegen4libs: A two-stage approach for library-oriented code generation,.

Knowledge-Enhanced Program Repair for Data Science Code Codegen4libs: A two-stage approach for library-oriented code generation,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:37:31.457375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b528aaba-083f-4009-8e11-d69ca17d0374 · outbound

This paper cites Automatic semantic augmentation of language model prompts (for code summarization),.

Knowledge-Enhanced Program Repair for Data Science Code Automatic semantic augmentation of language model prompts (for code summarization),

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:37:31.448828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 46a1a099-768e-4e02-aaa0-27d758f2f4d8 · outbound

This paper cites ReACC: A Retrieval-Augmented Code Completion Framework.

Knowledge-Enhanced Program Repair for Data Science Code ReACC: A Retrieval-Augmented Code Completion Framework

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.674606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 934ff139-ef02-4a8f-9bbf-2504cf0edd7e · outbound

This paper cites Domain adaptive code completion via language models and decoupled domain databases,.

Knowledge-Enhanced Program Repair for Data Science Code Domain adaptive code completion via language models and decoupled domain databases,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:37:31.438871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 441aaa44-77ce-4a72-9fbd-d9bbddb2f144 · outbound

This paper cites RepoCoder: Repository-Level Code Completion Through Iterative Retrieval and Generation.

Knowledge-Enhanced Program Repair for Data Science Code RepoCoder: Repository-Level Code Completion Through Iterative Retrieval and Generation

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.681869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62294391-6f27-4888-84c8-3e61d639d68b · outbound

This paper cites Learning to mine aligned code and natural language pairs from stack overflow,.

Knowledge-Enhanced Program Repair for Data Science Code Learning to mine aligned code and natural language pairs from stack overflow,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:37:31.429804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8c362341-1348-4ed4-bc0b-e73b01dcacee · outbound

This paper cites Natural Language to Code Generation in Interactive Data Science Notebooks.

Knowledge-Enhanced Program Repair for Data Science Code Natural Language to Code Generation in Interactive Data Science Notebooks

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.689106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b508d302-5295-4c10-b2f5-3f5c6881f8c9 · outbound

This paper cites an unresolved cited work.

Knowledge-Enhanced Program Repair for Data Science Code Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:37:31.420400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e7b4ea9b-3e98-48bf-b83c-d62c6dff6d18 · outbound

This paper cites DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence.

Knowledge-Enhanced Program Repair for Data Science Code DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.696453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1097998-acad-4740-a720-cc4ea1182e04 · outbound

This paper cites an unresolved cited work.

Knowledge-Enhanced Program Repair for Data Science Code Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:37:31.411055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9086e674-4646-4445-8e33-898075b81df2 · outbound

This paper cites an unresolved cited work.

Knowledge-Enhanced Program Repair for Data Science Code Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:37:31.402066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 92f9be53-8f80-4c1b-b759-6bddd554e5c1 · outbound

This paper cites Collaborative ontology engineering: a survey,.

Knowledge-Enhanced Program Repair for Data Science Code Collaborative ontology engineering: a survey,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:37:31.392959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ed634691-42e4-4f1a-b253-14ddc1c88950 · outbound

This paper cites The neon methodology for ontology engineering,.

Knowledge-Enhanced Program Repair for Data Science Code The neon methodology for ontology engineering,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:37:31.382844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f722cef5-f4c1-4ea3-a80a-f4b0248b844f · outbound

This paper cites Misusehint: A service for api misuse detection based on building knowledge graph from documentation and codebase,.

Knowledge-Enhanced Program Repair for Data Science Code Misusehint: A service for api misuse detection based on building knowledge graph from documentation and codebase,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:37:31.373109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9e58b0ea-6835-422f-980e-092409ccf51d · outbound

This paper cites A toolkit for gen- erating code knowledge graphs,.

Knowledge-Enhanced Program Repair for Data Science Code A toolkit for gen- erating code knowledge graphs,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:37:31.363090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b219aaa6-7aa2-4561-ae9a-74b849386049 · outbound

This paper cites Sparql query language for rdf,.

Knowledge-Enhanced Program Repair for Data Science Code Sparql query language for rdf,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:37:31.353155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ff5c9316-2389-4751-a532-720cbeada33f · outbound

This paper cites Semantic triples verbalization with generative pre-training model,.

Knowledge-Enhanced Program Repair for Data Science Code Semantic triples verbalization with generative pre-training model,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:37:31.342218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a0a0cca9-58e2-4b6d-a741-5acc0685953e · outbound

This paper cites On the accuracy of spectrum-based fault localization,.

Knowledge-Enhanced Program Repair for Data Science Code On the accuracy of spectrum-based fault localization,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.729133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a057c3b1-c4a8-402a-8af7-0ae07c50d1ec · outbound

This paper cites Metallaxis-fl: mutation-based fault localization,.

Knowledge-Enhanced Program Repair for Data Science Code Metallaxis-fl: mutation-based fault localization,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.732515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc6e029b-6189-451e-ac7a-8e9d24c573d5 · outbound

This paper cites Improving language model predictions via prompts enriched with knowledge graphs,.

Knowledge-Enhanced Program Repair for Data Science Code Improving language model predictions via prompts enriched with knowledge graphs,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:37:31.319032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 15bed2e9-951f-48ed-8c62-0b4007f6ff21 · outbound

This paper cites JuICe: A Large Scale Distantly Supervised Dataset for Open Domain Context-based Code Generation.

Knowledge-Enhanced Program Repair for Data Science Code JuICe: A Large Scale Distantly Supervised Dataset for Open Domain Context-based Code Generation

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.739426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e525c239-4ab7-470c-9d40-a18ca45cd51f · outbound

This paper cites an unresolved cited work.

Knowledge-Enhanced Program Repair for Data Science Code Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:37:31.308401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0016c843-e151-4da6-8975-c60b36668f75 · outbound

This paper cites A Call for Clarity in Reporting BLEU Scores.

Knowledge-Enhanced Program Repair for Data Science Code A Call for Clarity in Reporting BLEU Scores

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.746989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba5ae255-1237-437e-81a4-b3667a996c8e · outbound

This paper cites an unresolved cited work.

Knowledge-Enhanced Program Repair for Data Science Code Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:37:31.298368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a2798f9f-f66d-461b-8a7a-c67c7477382c · outbound

This paper cites an unresolved cited work.

Knowledge-Enhanced Program Repair for Data Science Code Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:37:31.288157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 27b14ca7-f443-4ed6-843c-ff66f61fa0f4 · outbound

This paper cites an unresolved cited work.

Knowledge-Enhanced Program Repair for Data Science Code Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:37:31.278359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c70b9497-1021-4bef-9bbd-05a240459d99 · outbound

This paper cites an unresolved cited work.

Knowledge-Enhanced Program Repair for Data Science Code Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.761332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18737dc8-9a0b-4514-be92-f741bfd0d78f · outbound

This paper cites an unresolved cited work.

Knowledge-Enhanced Program Repair for Data Science Code Unresolved cited work

Reference 45

Resolution: parse uncertain; raw_fallback, observed 2026-08-07T20:37:31.260389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b5046598-9fd6-41bd-bc94-012d5bf58b6e · outbound

This paper cites an unresolved cited work.

Knowledge-Enhanced Program Repair for Data Science Code Unresolved cited work

Reference 46

Resolution: parse uncertain; raw_fallback, observed 2026-08-07T20:37:31.249874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 867d0ceb-891c-47b5-8dcd-396e07eb4c0b · outbound

This paper cites an unresolved cited work.

Knowledge-Enhanced Program Repair for Data Science Code Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:37:31.239446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 84140b7d-34be-44cb-a11d-bcce286bc99b · outbound

This paper cites Code search is all you need? improving code suggestions with code search,.

Knowledge-Enhanced Program Repair for Data Science Code Code search is all you need? improving code suggestions with code search,

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.773788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4c1cf52-90bd-4056-b0f7-94f7c258306b · outbound

This paper cites an unresolved cited work.

Knowledge-Enhanced Program Repair for Data Science Code Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:37:31.223905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2cd1e3e5-5641-45e8-95cd-1cc58b897c32 · outbound

This paper cites PyTorrent: A Python Library Corpus for Large-scale Language Models.

Knowledge-Enhanced Program Repair for Data Science Code PyTorrent: A Python Library Corpus for Large-scale Language Models

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.779964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c27f78eb-c71c-4820-9720-b0250dab330a · outbound

This paper cites Is Self-Repair a Silver Bullet for Code Generation?.

Knowledge-Enhanced Program Repair for Data Science Code Is Self-Repair a Silver Bullet for Code Generation?

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.783627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbffb1b7-0c94-4fd5-960f-8daa18b15ed9 · outbound

This paper cites An Empirical Study of the Non-determinism of ChatGPT in Code Generation.

Knowledge-Enhanced Program Repair for Data Science Code An Empirical Study of the Non-determinism of ChatGPT in Code Generation

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.787061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 732a4aef-12f9-4b36-a248-ba45f81aa145 · outbound

This paper cites an unresolved cited work.

Knowledge-Enhanced Program Repair for Data Science Code Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:37:31.213390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b8048f45-9e12-499c-89e4-e320cae2a3ac · outbound

This paper cites an unresolved cited work.

Knowledge-Enhanced Program Repair for Data Science Code Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:37:31.203600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c787fada-5949-4229-b350-c4e4c2944e02 · outbound

This paper cites Appt: Boosting automated patch correctness prediction via fine-tuning pre- trained models,.

Knowledge-Enhanced Program Repair for Data Science Code Appt: Boosting automated patch correctness prediction via fine-tuning pre- trained models,

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:37:31.193381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 71b7fb73-316d-4c0d-b6f8-184a0c6f4b33 · outbound

This paper cites Invalidator: Automated patch correctness as- sessment via semantic and syntactic reasoning,.

Knowledge-Enhanced Program Repair for Data Science Code Invalidator: Automated patch correctness as- sessment via semantic and syntactic reasoning,

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:37:31.182801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 85335946-1f3b-416a-8027-802ce53eb0c6 · outbound

This paper cites Automated repair of programs from large language models,.

Knowledge-Enhanced Program Repair for Data Science Code Automated repair of programs from large language models,

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:37:31.172862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6ef69e9b-f858-460b-9c29-fe4f224f63c7 · outbound

This paper cites Inferfix: End-to-end program repair with llms,.

Knowledge-Enhanced Program Repair for Data Science Code Inferfix: End-to-end program repair with llms,

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.806454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9af51c6b-ac73-4a11-9740-db782db55d51 · outbound

This paper cites How effective are neural networks for fixing security vul- nerabilities,.

Knowledge-Enhanced Program Repair for Data Science Code How effective are neural networks for fixing security vul- nerabilities,

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:37:31.156978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 47c26ecf-bf57-485c-9239-1c557093abfe · outbound

This paper cites Towards javascript program repair with generative pre-trained transformer (gpt-2),.

Knowledge-Enhanced Program Repair for Data Science Code Towards javascript program repair with generative pre-trained transformer (gpt-2),

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:37:31.146439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8f181c6e-233d-4294-b8f7-044e5e77d8ff · outbound

This paper cites Conversational Automated Program Repair.

Knowledge-Enhanced Program Repair for Data Science Code Conversational Automated Program Repair

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.816756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ccdd8050-d746-49ce-88e3-87645be846c2 · outbound

This paper cites An analysis of the automatic bug fixing performance of chatgpt,.

Knowledge-Enhanced Program Repair for Data Science Code An analysis of the automatic bug fixing performance of chatgpt,

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:37:31.135193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation bda86462-82fe-49d7-a7ad-2ab792d689e6 · outbound

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

Knowledge-Enhanced Program Repair for Data Science Code A Prompt Pattern Catalog to Enhance Prompt Engineering with ChatGPT

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.823806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af5eb3b0-3066-4268-ad17-21c3c2e8b876 · outbound

This paper cites Gamma, R.

Knowledge-Enhanced Program Repair for Data Science Code Gamma, R

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:37:31.124341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 67b09c0f-7610-4fe3-b810-8e00e1658ca8 · outbound

This paper cites On Codex Prompt Engineering for OCL Generation: An Empirical Study.

Knowledge-Enhanced Program Repair for Data Science Code On Codex Prompt Engineering for OCL Generation: An Empirical Study

Reference 65

Resolution: verified exact; local_arxiv, observed 2026-08-07T20:37:30.921391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8f3301bb-8e52-4a5a-aea1-4dd2c47e008b · outbound

This paper cites ChatGPT Prompt Patterns for Improving Code Quality, Refactoring, Requirements Elicitation, and Software Design.

Knowledge-Enhanced Program Repair for Data Science Code ChatGPT Prompt Patterns for Improving Code Quality, Refactoring, Requirements Elicitation, and Software Design

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.834993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38bec016-6468-4294-ac90-1496feb39f34 · outbound

This paper cites A Categorical Archive of ChatGPT Failures.

Knowledge-Enhanced Program Repair for Data Science Code A Categorical Archive of ChatGPT Failures

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.838871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ab4e9c2-261e-47c7-90d7-1af9a352df1a · outbound

This paper cites When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memories.

Knowledge-Enhanced Program Repair for Data Science Code When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memories

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.842611Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18ab7e7a-7d27-4814-8ebb-9cd5de63eb8e · outbound

This paper cites Extracting training data from large language models,.

Knowledge-Enhanced Program Repair for Data Science Code Extracting training data from large language models,

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-07T20:37:30.846302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cad84c82-ecf9-4af9-8a7a-5f502cbb67fe · outbound

This paper cites Contextual bandits with linear payoff functions,.

Knowledge-Enhanced Program Repair for Data Science Code Contextual bandits with linear payoff functions,

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:37:31.107553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

Observation f10c17c2-e30e-4041-b3bb-bafe750a53d6 · inbound

Rethinking Autonomy: Preventing Failures in AI-Driven Software Engineering cites this paper.

Rethinking Autonomy: Preventing Failures in AI-Driven Software Engineering Knowledge-Enhanced Program Repair for Data Science Code

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T19:49:21.392991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0026f6bb-5b3d-4b83-8f4e-02bf1863ae70 · inbound

ViTAD: Timing Violation-Aware Debugging of RTL Code using Large Language Models cites this paper.

ViTAD: Timing Violation-Aware Debugging of RTL Code using Large Language Models Knowledge-Enhanced Program Repair for Data Science Code

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T19:11:46.999150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71f5478d-8b35-44d1-9fad-e295fd9437c3 · inbound

SGAgent: Suggestion-Guided LLM-Based Multi-Agent Framework for Repository-Level Software Repair cites this paper.

SGAgent: Suggestion-Guided LLM-Based Multi-Agent Framework for Repository-Level Software Repair Knowledge-Enhanced Program Repair for Data Science Code

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T20:17:26.909985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c931eb94-9dda-47db-9096-6ccabfcb858a · inbound

Beyond Execution: Static-Analysis Rewards and Hint-Conditioned Diffusion RL for Code Generation cites this paper.

Beyond Execution: Static-Analysis Rewards and Hint-Conditioned Diffusion RL for Code Generation Knowledge-Enhanced Program Repair for Data Science Code

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-20T14:08:21.256188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f84bcaf0-84cf-4bd8-8e79-b206801ba279 · inbound

From Discussion to Execution: Replicating Buggy and Correct Data Science Code cites this paper.

From Discussion to Execution: Replicating Buggy and Correct Data Science Code Knowledge-Enhanced Program Repair for Data Science Code

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T20:38:56.102195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.