Paper Citation Record · LEDGER

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations

As of 13 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 1 inbound Pith citation observation for arXiv:2412.12471.

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

pith.paper-citation-record.v1
2412.12471 v1

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T14:05:43.070760Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:48:32.231046Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T00:48:45.141078Z

Reference resolution

47 of 47 outbound references displayed

verified exact1
verified fuzzy42
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7e601e0d-c5fe-4d43-9293-12669bcd55c3 · outbound

This paper cites GitHub Copilot,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations GitHub Copilot,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.583465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 87e8197f-e009-4d63-b12a-d819f107d8e8 · outbound

This paper cites ChatGPT,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations ChatGPT,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.573419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fab3507b-91a6-480f-8e3a-e1c0ff897f28 · outbound

This paper cites Game-changing top 60 no-code low-code & citizen development statistics,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Game-changing top 60 no-code low-code & citizen development statistics,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.564642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a1c1aef4-cac3-46d1-918e-a09d18fb7df7 · outbound

This paper cites Debugging: Finding, Fixing and Flailing, a Multi-institutional Study of Novice Debuggers,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Debugging: Finding, Fixing and Flailing, a Multi-institutional Study of Novice Debuggers,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.555173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation dd0e4539-1aa3-42b7-9173-8878989f994e · outbound

This paper cites Debugging: A Review of the Literature from an Educational Perspective,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Debugging: A Review of the Literature from an Educational Perspective,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.544874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4fc2d2c6-79aa-4faf-a637-43bb5c17c47e · outbound

This paper cites Towards a Framework for Teaching Debugging,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Towards a Framework for Teaching Debugging,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.533865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9a397266-bc0e-44ce-89f7-ea8a44e6fe21 · outbound

This paper cites Novice Reflections on Debugging,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Novice Reflections on Debugging,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.523192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 430f1253-9698-46b6-8d59-5148b4d6fcdf · outbound

This paper cites The Robots Are Here: Navigating the Generative AI Revolution in Computing Education,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations The Robots Are Here: Navigating the Generative AI Revolution in Computing Education,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.512305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 28688926-95fb-4c25-993c-2d939e9b8f08 · outbound

This paper cites Generative AI for Education (GAIED): Advances, Opportunities, and Challenges.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Generative AI for Education (GAIED): Advances, Opportunities, and Challenges

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T14:05:42.949038Z

Source-reported events for the cited work

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Observation a992f7de-0474-42f4-87d8-085c0162bf60 · outbound

This paper cites Using Large Language Models to Enhance Program- ming Error Messages,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Using Large Language Models to Enhance Program- ming Error Messages,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.500931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7ee8e678-b5f2-4deb-a994-48ac09e7997e · outbound

This paper cites A Large Scale RCT on Effective Error Messages in CS1,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations A Large Scale RCT on Effective Error Messages in CS1,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.490078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0abea291-35c5-4c78-9393-d092c6a2c0de · outbound

This paper cites Generative AI for Programming Education: Benchmarking ChatGPT, GPT-4, and Human Tutors,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Generative AI for Programming Education: Benchmarking ChatGPT, GPT-4, and Human Tutors,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.478982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d476d988-b735-4b64-967d-3e63e04002e9 · outbound

This paper cites Automating Human Tutor-Style Programming Feedback: Leveraging GPT-4 Tutor Model for Hint Generation and GPT- 3.5 Student Model for Hint Validation,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Automating Human Tutor-Style Programming Feedback: Leveraging GPT-4 Tutor Model for Hint Generation and GPT- 3.5 Student Model for Hint Validation,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.468294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d07ecaef-6a41-4a10-acf6-8def5de5d329 · outbound

This paper cites Using Large Language Models for Student- Code Guided Test Case Generation in Computer Science Education,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Using Large Language Models for Student- Code Guided Test Case Generation in Computer Science Education,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.459185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7c0637bb-eb0c-4ede-a14e-33dd9220078a · outbound

This paper cites Generating Feedback-Ladders for Logical Errors in Programming using Large Language Models,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Generating Feedback-Ladders for Logical Errors in Programming using Large Language Models,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.450004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 110f4d1b-0e60-4508-8e92-02db39ecc324 · outbound

This paper cites Computer code com- prehension shares neural resources with formal logical inference in the fronto-parietal network,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Computer code com- prehension shares neural resources with formal logical inference in the fronto-parietal network,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.441002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 252960f9-1c58-4946-8f3d-125a34d2e409 · outbound

This paper cites Contribution of the language network to the comprehension of python programming code,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Contribution of the language network to the comprehension of python programming code,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.431206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b7d60758-c45a-4cc3-8342-7235a6dc81f7 · outbound

This paper cites Comprehension of computer code relies primarily on domain-general executive brain regions,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Comprehension of computer code relies primarily on domain-general executive brain regions,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.421110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a0236430-8ae5-478d-8bfd-02d59c5b5eb5 · outbound

This paper cites Decoding the representation of code in the brain: An fmri study of code review and expertise,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Decoding the representation of code in the brain: An fmri study of code review and expertise,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.411799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 76c22bf3-150c-4942-9740-4ec60816380d · outbound

This paper cites Eye movements in code reading: Relaxing the linear order,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Eye movements in code reading: Relaxing the linear order,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.401702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9d790335-40d9-447d-80de-e52b16bc8f9f · outbound

This paper cites Connecting the dots: rethinking the relationship between code and prose writing with func- tional connectivity,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Connecting the dots: rethinking the relationship between code and prose writing with func- tional connectivity,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.391367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 285ec132-9f36-405f-901f-bb95c9f6a250 · outbound

This paper cites An empirical study on the impact of C++ lambdas and programmer experience,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations An empirical study on the impact of C++ lambdas and programmer experience,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.381302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ef666de3-79c3-43ba-8b29-35218b993fea · outbound

This paper cites An empirical investigation into programming language syntax,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations An empirical investigation into programming language syntax,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.370651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6bce3bc3-220b-44ab-bb14-9f64356e4a11 · outbound

This paper cites Object-oriented program comprehension: Effect of expertise, task and phase,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Object-oriented program comprehension: Effect of expertise, task and phase,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.360123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6dfe1a0e-cd69-48d9-bf3c-46671d6af0f9 · outbound

This paper cites Expertise in debugging computer programs: A process analysis,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Expertise in debugging computer programs: A process analysis,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.348697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a880d59b-2c06-446b-ab2a-4350a9a16afc · outbound

This paper cites D ´etienne, Software Design—Cognitive Aspects.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations D ´etienne, Software Design—Cognitive Aspects

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.337578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 05948803-5f26-4bfb-994c-ef94fb6a0e47 · outbound

This paper cites Empirical evaluation of the effects of expe- rience on code quality and programmer productivity: An exploratory study,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Empirical evaluation of the effects of expe- rience on code quality and programmer productivity: An exploratory study,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.326417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f52a9b89-0df7-4e5e-954f-c75ed46e1f5e · outbound

This paper cites Automated Feedback Gen- eration for Introductory Programming Assignments,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Automated Feedback Gen- eration for Introductory Programming Assignments,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.316071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5160dc89-c214-47df-b3c9-6bdc343b189a · outbound

This paper cites Automated Clustering and Program Repair for Introductory Programming Assignments,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Automated Clustering and Program Repair for Introductory Programming Assignments,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.305378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fb496e31-cb1e-4883-bf34-3c5bbe597aff · outbound

This paper cites A Feasibility Study of Using Automated Program Repair for Introductory Programming Assignments,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations A Feasibility Study of Using Automated Program Repair for Introductory Programming Assignments,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.295838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2953a5fd-8599-4348-aeb0-06e96b70988d · outbound

This paper cites Writing Reusable Code Feedback at Scale with Mixed-Initiative Program Synthesis,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Writing Reusable Code Feedback at Scale with Mixed-Initiative Program Synthesis,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.286301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4e6c281c-c539-4f23-9934-0c6cbc6b9d20 · outbound

This paper cites What Would Other Programmers Do: Suggesting Solutions to Error Mes- sages,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations What Would Other Programmers Do: Suggesting Solutions to Error Mes- sages,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.276983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 34215d55-18b0-4ff2-8bca-4c103fef4e4f · outbound

This paper cites A Review on Recommending Solutions for Bugs Using Crowdsourcing,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations A Review on Recommending Solutions for Bugs Using Crowdsourcing,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.266566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ed68d2e7-7f67-41b3-8ea3-3fdd83cd9497 · outbound

This paper cites Generating High-Precision Feedback for Programming Syntax Errors using Large Language Models,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Generating High-Precision Feedback for Programming Syntax Errors using Large Language Models,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.254427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 40a22703-4d9a-445f-9dd7-8e1dc40b9932 · outbound

This paper cites Correlates of programmer efficacy and their link to experience: A combined eeg and eye-tracking study,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Correlates of programmer efficacy and their link to experience: A combined eeg and eye-tracking study,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.243094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ecaec673-a7a5-429d-aaee-43d802dfd154 · outbound

This paper cites Barriers for students during code change comprehension,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Barriers for students during code change comprehension,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.231748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4da15c9b-e812-40fb-9ec2-7d2fd8649630 · outbound

This paper cites GeeksforGeeks: A Computer Science Portal for Geeks,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations GeeksforGeeks: A Computer Science Portal for Geeks,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.219802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 496c334a-24b1-4ef6-a2a3-73dd4174d258 · outbound

This paper cites The recurring rainfall problem,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations The recurring rainfall problem,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.207752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8cafd0bc-903f-4fa9-8e60-ec3a78cf0077 · outbound

This paper cites Explaining Code with a Purpose: An Integrated Approach for Developing Code Comprehension and Prompting Skills.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Explaining Code with a Purpose: An Integrated Approach for Developing Code Comprehension and Prompting Skills

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-11T14:05:43.046071Z

Source-reported events for the cited work

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Observation 0a08086b-c762-427f-b3af-eabedd150f7d · outbound

This paper cites BugSpotter: Automated Generation of Code Debugging Exercises.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations BugSpotter: Automated Generation of Code Debugging Exercises

Reference 40

Resolution: verified exact; local_arxiv, observed 2026-08-11T14:05:43.109666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c73e31d5-60fe-4c58-9f7f-3e623a163893 · outbound

This paper cites Individual comparisons by ranking methods,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Individual comparisons by ranking methods,

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-11T14:05:43.052933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8709bc4d-5fbb-45fa-8e93-c801825e9a38 · outbound

This paper cites The kolmogorov-smirnov test for goodness of fit,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations The kolmogorov-smirnov test for goodness of fit,

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T14:05:43.056037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6c0364e-8f5d-4469-b7b4-730270c640d1 · outbound

This paper cites Cohen, Statistical power analysis for the behavioral sciences.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Cohen, Statistical power analysis for the behavioral sciences

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.183706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation adda36c4-204a-43e8-a9ee-e38dd726786e · outbound

This paper cites Towards a theory of the comprehension of computer programs,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Towards a theory of the comprehension of computer programs,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.172769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 37c65ebd-d687-4883-8526-587ff9714def · outbound

This paper cites Empirical studies of programming knowl- edge,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Empirical studies of programming knowl- edge,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.161361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 54562bfa-8a39-47cb-9668-82673430e52a · outbound

This paper cites Syntactic/semantic interactions in programmer behavior: A model and experimental results,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Syntactic/semantic interactions in programmer behavior: A model and experimental results,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.150862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e0019390-eb36-4520-8892-12dc1ddd4aa4 · outbound

This paper cites Stimulus structures and mental representations in expert comprehension of computer programs,.

Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations Stimulus structures and mental representations in expert comprehension of computer programs,

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:05:43.140985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Pith citing papers

Observation 5c802ec3-4265-4781-8854-fefcd9d007dd · inbound

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications cites this paper.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications Hints Help Finding and Fixing Bugs Differently in Python and Text-based Program Representations

Reference 226

Resolution: verified exact; local_arxiv, observed 2026-08-07T00:48:45.204514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.