A Survey of Automated Programming Hint Generation -- The HINTS Framework | Paper Citation Record

Observation 8278ce62-d7a0-4bcd-aad9-bd70b6774af0 · outbound

This paper cites Writing reusable code feedback at scale with mixed-initiative program synthesis,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Writing reusable code feedback at scale with mixed-initiative program synthesis,

Reference 1

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Observation 39726fa9-a018-44a9-86ab-aea8f675afd8 · outbound

This paper cites Vida: A virtual debugging advisor for supporting learning in computer programming courses,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Vida: A virtual debugging advisor for supporting learning in computer programming courses,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.759832Z

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Observation 2797be9a-6b0b-48e8-8954-ce7351ce14a7 · outbound

This paper cites Providing meaningful feedback for autograding of programming assignments,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Providing meaningful feedback for autograding of programming assignments,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.748909Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation dcb9cd59-2d46-4000-b0a5-bb0d070d4b0f · outbound

This paper cites Automatic extraction of ast patterns for debugging stu- dent programs,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Automatic extraction of ast patterns for debugging stu- dent programs,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.739504Z

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Observation 5218d68a-4cff-4b2a-b6fd-a9c66e6eeac6 · outbound

This paper cites Generating hints for programming problems using inter- mediate output,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Generating hints for programming problems using inter- mediate output,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.729150Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 95adbe75-43ab-402b-80fe-9a553bd72365 · outbound

This paper cites Rewrite rules for debugging student programs in programming tutors,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Rewrite rules for debugging student programs in programming tutors,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.719621Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 66410478-c427-4050-8c20-f46d82e35396 · outbound

This paper cites Applying spectrum-based fault localization to generate debugging suggestions for student programmers,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Applying spectrum-based fault localization to generate debugging suggestions for student programmers,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.709601Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8ca4e752-93af-4f0f-8c13-09d27c63c6e0 · outbound

This paper cites Strategy-based feedback in a programming tutor,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Strategy-based feedback in a programming tutor,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.698793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0b8137c9-7c1c-4acb-981e-782b9f6658ae · outbound

This paper cites Ask-elle: an adaptable programming tutor for haskell giving automated feedback,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Ask-elle: an adaptable programming tutor for haskell giving automated feedback,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.689168Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 29fee5fc-d51b-43f9-8285-37e94f9deea2 · outbound

This paper cites Evaluation of a data-driven feedback algorithm for open-ended programming.,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Evaluation of a data-driven feedback algorithm for open-ended programming.,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.679637Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7e4de92d-9dab-4d9c-bfca-ec5987739eaa · outbound

This paper cites Data-driven hint generation in vast solution spaces: a self- improving python programming tutor,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Data-driven hint generation in vast solution spaces: a self- improving python programming tutor,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.669111Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3e207de8-7a5d-4e7e-801b-3b24b0252233 · outbound

This paper cites Autonomously generating hints by inferring problem solving policies,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Autonomously generating hints by inferring problem solving policies,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.659363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 989b3748-89e0-4f0b-9dc8-35a5243ea103 · outbound

This paper cites Generating data-driven hints for open-ended programming.,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Generating data-driven hints for open-ended programming.,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.649284Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 47722e1b-2b6e-465f-8a89-fcc875a1431c · outbound

This paper cites An incremental hint system for automated programming assignments,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework An incremental hint system for automated programming assignments,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.639332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8e9d68d9-8df4-42aa-80cf-99f6e625c242 · outbound

This paper cites Automated personalized feedback in introductory java programming moocs,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Automated personalized feedback in introductory java programming moocs,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.629703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 126c2cc2-8b67-4adc-a167-eb8e979cb49e · outbound

This paper cites Automated data-driven hints for computer pro- gramming students,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Automated data-driven hints for computer pro- gramming students,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.619201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 16b4dcb6-290e-4be3-99a5-886324817f64 · outbound

This paper cites A comparison of the quality of data-driven programming hint generation algorithms,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework A comparison of the quality of data-driven programming hint generation algorithms,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.608904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation bd135d24-8508-4430-8106-96566ba5fd39 · outbound

This paper cites A classiﬁcation of adaptive feedback in educational systems for programming,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework A classiﬁcation of adaptive feedback in educational systems for programming,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.599246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 04c57fca-f109-4460-a12d-0fef2dc4820a · outbound

This paper cites A review of static analysis approaches for programming exercises,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework A review of static analysis approaches for programming exercises,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.588883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4907f897-e38a-4420-8be3-cf2b35b5eeca · outbound

This paper cites A systematic literature review of automated feedback gen- eration for programming exercises,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework A systematic literature review of automated feedback gen- eration for programming exercises,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.578942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9a44afcb-ec12-4e84-9918-6e06fcfb13c9 · outbound

This paper cites Towards a systematic review of automated feedback gen- eration for programming exercises,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Towards a systematic review of automated feedback gen- eration for programming exercises,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.569247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f5a362de-3679-4c99-9135-a04fe583934f · outbound

This paper cites A survey of automated assessment approaches for programming assignments,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework A survey of automated assessment approaches for programming assignments,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.559880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 851cc048-3d59-428e-bf75-416f149853fd · outbound

This paper cites Review of recent systems for automatic assessment of programming assignments,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Review of recent systems for automatic assessment of programming assignments,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.550114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7aac83f0-36c8-4703-9430-d9e5fafa922c · outbound

This paper cites A review of ai-supported tutoring approaches for learning programming,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework A review of ai-supported tutoring approaches for learning programming,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.540252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f5c22d47-9233-418b-808d-49aa30e9d131 · outbound

This paper cites Intelligent tutoring systems for programming educa- tion: a systematic review,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Intelligent tutoring systems for programming educa- tion: a systematic review,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.530272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f401d3ea-95c9-46f7-a723-7cedf3d28dbc · outbound

This paper cites Automatic software repair: a bibliography,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Automatic software repair: a bibliography,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.520190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 54dd0831-fc2d-4148-a4a4-5f8d300e7961 · outbound

This paper cites A survey on algorithmic debugging strategies,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework A survey on algorithmic debugging strategies,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.511063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6e5de76f-eda1-4aa3-9faf-5a3cd0f355a7 · outbound

This paper cites Adaptive feedback based on student emotion in a system for program- ming practice,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Adaptive feedback based on student emotion in a system for program- ming practice,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.501500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 686a743d-0b60-4ce7-8d45-c484d3f22cf3 · outbound

This paper cites An aﬀective and cognitive tutoring system for learning programming,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework An aﬀective and cognitive tutoring system for learning programming,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.491881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5908593b-9b74-4fee-8ca2-260f08bb694f · outbound

This paper cites Comparing diﬀerent styles of automated feedback for programming exercises,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Comparing diﬀerent styles of automated feedback for programming exercises,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.482027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ed3ad10f-8dbd-4e66-9419-9311cd8f100b · outbound

This paper cites The hint factory: Automatic generation of contextualized help for existing computer aided instruction,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework The hint factory: Automatic generation of contextualized help for existing computer aided instruction,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.472140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c9784ab7-6257-4dc7-897a-f0d9dcb0177a · outbound

This paper cites Building games to learn from their players: Generating hints in a serious game,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Building games to learn from their players: Generating hints in a serious game,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.462746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ba9bbd6f-0f89-4fca-8978-600ca10e5b82 · outbound

This paper cites Automating hint generation with solution space path construction,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Automating hint generation with solution space path construction,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.452538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4316edd2-29f2-4d6b-9f95-c5ebee4b9cd4 · outbound

This paper cites The Continuous Hint Factory - Providing Hints in Vast and Sparsely Populated Edit Distance Spaces.

A Survey of Automated Programming Hint Generation -- The HINTS Framework The Continuous Hint Factory - Providing Hints in Vast and Sparsely Populated Edit Distance Spaces

Reference 34

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Source-reported events for the cited work

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Observation 8c67d66d-9e03-4394-af42-9d81ad8b78a4 · outbound

This paper cites Tipsc: tips and corrections for programming moocs,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Tipsc: tips and corrections for programming moocs,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.442313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0933bb17-62c7-411c-9d08-bada740fe2a5 · outbound

This paper cites Gerdes, Ask-Elle: a Haskell Tutor.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Gerdes, Ask-Elle: a Haskell Tutor

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.432448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 03463be6-5112-4e7e-aafe-9fc1ba19387d · outbound

This paper cites Hint generation under uncertainty: the eﬀect of hint quality on help-seeking behavior,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Hint generation under uncertainty: the eﬀect of hint quality on help-seeking behavior,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.422975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f3c97d8c-35f4-4b0c-aa8e-226f95e85dd0 · outbound

This paper cites Codewebs: scalable homework search for massive open online programming courses,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Codewebs: scalable homework search for massive open online programming courses,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.412349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f08f2793-75dc-4a15-bd7a-168e506a11f4 · outbound

This paper cites Model solutions and properties for diagnosing student programs in ask-elle,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Model solutions and properties for diagnosing student programs in ask-elle,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.401535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e00e835d-4fa5-4245-831c-e033754a7a1d · outbound

This paper cites Fifteen years of constraint-based tutors: what we have achieved and where we are going,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Fifteen years of constraint-based tutors: what we have achieved and where we are going,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.391152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation de686342-1ad9-474a-a7e8-b7ce10df2f12 · outbound

This paper cites Execution traces as a powerful data representation for intelligent tutoring systems for programming.,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Execution traces as a powerful data representation for intelligent tutoring systems for programming.,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.378422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 548d48ad-a884-4b4a-a0b6-2fb108d681ae · outbound

This paper cites Feedback generation for performance problems in in- troductory programming assignments,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Feedback generation for performance problems in in- troductory programming assignments,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.365113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 873e7956-7e87-4056-8c0e-0f0f7965c500 · outbound

This paper cites Real-time programming exercise feedback in moocs.,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Real-time programming exercise feedback in moocs.,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.352017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0606fbe2-ec54-4770-9543-b28e72e4ac96 · outbound

This paper cites Learning Program Embeddings to Propagate Feedback on Student Code.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Learning Program Embeddings to Propagate Feedback on Student Code

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-14T10:16:13.191123Z

Source-reported events for the cited work

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Observation 3be8f0cc-e347-4af8-8051-d4e5b2d181c7 · outbound

This paper cites Automated Correction for Syntax Errors in Programming Assignments using Recurrent Neural Networks.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Automated Correction for Syntax Errors in Programming Assignments using Recurrent Neural Networks

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-14T10:16:13.195374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb0f64ca-0956-4f2b-ad56-81572913cc20 · outbound

This paper cites Deep Reinforcement Learning for Programming Language Correction.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Deep Reinforcement Learning for Programming Language Correction

Reference 46

Resolution: verified exact; local_arxiv, observed 2026-08-14T10:16:13.253010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 641dc38a-cce8-45a2-b440-f16221c289b6 · outbound

This paper cites Identifying typical approaches and errors in prolog pro- gramming with argument-based machine learning,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Identifying typical approaches and errors in prolog pro- gramming with argument-based machine learning,

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.340209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c85df6a1-4f9b-42a1-9b68-f8511bb0275d · outbound

This paper cites Test-driven synthesis for automated feedback for in- troductory computer science assignments,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Test-driven synthesis for automated feedback for in- troductory computer science assignments,

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.329033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a72c5130-99b5-4cbd-9e39-e9b89110c5a3 · outbound

This paper cites Exploring the design space of automatically synthesized hints for introductory programming assignments,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework Exploring the design space of automatically synthesized hints for introductory programming assignments,

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.316252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c7b8b998-5d97-4668-a4cb-dc82d2c1b24c · outbound

This paper cites A data-driven method for helping teachers improve feedback in computer programming automated tutors,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework A data-driven method for helping teachers improve feedback in computer programming automated tutors,

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.305013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 02d8557a-7b0b-4e4a-b597-294b68c94ace · outbound

This paper cites The impact of data quantity and source on the quality of data-driven hints for programming,.

A Survey of Automated Programming Hint Generation -- The HINTS Framework The impact of data quantity and source on the quality of data-driven hints for programming,

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:16:13.292719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers