Paper Citation Record · LEDGER

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback

As of 8 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 1 inbound Pith citation observation for arXiv:2509.10647.

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

pith.paper-citation-record.v1
2509.10647 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T17:45:58.979063Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T19:05:34.361495Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

44 of 44 outbound references displayed

verified exact0
verified fuzzy0
unresolved44
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7a273432-6e57-43d1-bdf0-0c8978b151e7 · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:55.570227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 959b9d08-7e76-4015-9dea-9783fdac8da1 · outbound

This paper cites Al-batlaa, M.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Al-batlaa, M

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:55.634480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcb70285-5cf1-4b94-b2fc-8ed827998d81 · outbound

This paper cites an unresolved cited work.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:55.704609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c118177d-eff5-468b-8861-5fc6f57c8dd0 · outbound

This paper cites an unresolved cited work.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:55.780870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d685f7f-eeaf-41ab-8337-4ebcc8b478e6 · outbound

This paper cites an unresolved cited work.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:55.890280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe75dbb4-e023-41d7-b1c6-063fdf578f6d · outbound

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

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Generative AI for Education (GAIED): Advances, Opportunities, and Challenges

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:55.994380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b1e0619-c45a-4b96-821a-92d1d9dcfa80 · outbound

This paper cites Frazier, K.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Frazier, K

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:56.127923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b70577d-9385-4185-ba41-2e509a3553ca · outbound

This paper cites Hartmann, D.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Hartmann, D

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:56.201264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d4adf13-b7b3-46a1-8fed-6f9f8a6f4f23 · outbound

This paper cites an unresolved cited work.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:56.273689Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89b0f891-e1b0-49ca-9cea-bf61882e5489 · outbound

This paper cites Hellas, J.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Hellas, J

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:56.339675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d94ef37-2b2f-4088-a272-68987626d323 · outbound

This paper cites Ihantola, T.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Ihantola, T

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:56.411062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfa1b700-0c2b-4b00-8113-ef0c22aba559 · outbound

This paper cites an unresolved cited work.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:56.484740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26b0e291-2e66-4bef-9995-6ddab87cf9d6 · outbound

This paper cites Jiang et al.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Jiang et al

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:56.555611Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8349a8c-9b66-4d92-8669-9b916c90b74a · outbound

This paper cites Khosravi, P.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Khosravi, P

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:56.628425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8af09191-ba07-42a8-9f14-b77371ae9a8d · outbound

This paper cites Kohn and B.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Kohn and B

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:56.706117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10d4fa52-c025-46f4-992d-6f6b2bd45e62 · outbound

This paper cites Kotalwar, A.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Kotalwar, A

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:56.772554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 579c95d1-d84c-4d00-9abe-a2a70ac846db · outbound

This paper cites Koutcheme, N.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Koutcheme, N

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:56.849791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01921996-dd0d-4f9f-9a51-5e7e2843564d · outbound

This paper cites Impact of Guidance and Interaction Strategies for LLM Use on Learner Performance and Perception.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Impact of Guidance and Interaction Strategies for LLM Use on Learner Performance and Perception

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:56.922260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 634bd81f-4bb7-458b-a5b8-1e128c5c4d5e · outbound

This paper cites Lahza et al.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Lahza et al

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:56.996532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1031bac5-14d8-4ff2-b5f8-3108fff2fb84 · outbound

This paper cites Leinonen, A.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Leinonen, A

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:57.069135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5293b475-4c75-4c92-b50d-f4646e7d43c5 · outbound

This paper cites an unresolved cited work.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:57.134439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45e3c96b-53ae-4e79-8dc7-2508cfac4c55 · outbound

This paper cites an unresolved cited work.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:57.203165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b80e66f-bbd4-4447-88da-057f62e0aaf3 · outbound

This paper cites Llama-3.https://ai.meta.com/blog/ meta-llama-3/, 2024.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Llama-3.https://ai.meta.com/blog/ meta-llama-3/, 2024

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:57.278397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aad53d4e-b7bc-4748-ae44-9aa3776980cd · outbound

This paper cites Mujumdar, M.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Mujumdar, M

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:57.351809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eff09b9c-bd55-49c7-8b3a-6e0cb832aa5b · outbound

This paper cites ChatGPT.https://openai.com/blog/ chatgpt, 2023.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback ChatGPT.https://openai.com/blog/ chatgpt, 2023

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:57.425657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c13a2792-65ef-48e5-9dfc-e51d67be9f9d · outbound

This paper cites GPT-4 Technical Report.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback GPT-4 Technical Report

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:57.498021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b71e0df1-6600-4738-8cb1-8ad531b2250a · outbound

This paper cites OpenAI Platform Models.https:// platform.openai.com/docs/models, 2024.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback OpenAI Platform Models.https:// platform.openai.com/docs/models, 2024

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:57.571177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bcb2a59-a994-4b08-9820-43ccbf03bdab · outbound

This paper cites Otaki and O.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Otaki and O

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:57.680627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de2d92bf-93b0-4f44-a1af-f995002fa006 · outbound

This paper cites Padurean, P.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Padurean, P

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:57.737702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3e76f84-03a0-497c-a99b-72708e85f251 · outbound

This paper cites Paiva et al.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Paiva et al

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:57.776973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 863cc22a-3bb2-4059-84af-c1f85991e7b8 · outbound

This paper cites Phung, J.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Phung, J

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:57.850077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fda928a-da0a-4252-bb90-b9a91e048e97 · outbound

This paper cites Phung, V.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Phung, V

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:57.881369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 923d7a85-05a7-4c01-9318-1ee822bda9bf · outbound

This paper cites Phung, V.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Phung, V

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:57.887382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 902df3b6-9015-467c-a43d-c5ec12d8fb10 · outbound

This paper cites Piech, J.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Piech, J

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:57.956084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f8ce75a-5234-48c0-b52c-1b5ab67b625f · outbound

This paper cites Pirttinen, P.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Pirttinen, P

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:58.253455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21e2e0b3-f88f-4c41-a98f-7619c46a3a05 · outbound

This paper cites Pirttinen and J.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Pirttinen and J

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:58.301589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6cf218a-1d6b-4307-9ff5-ba74ff595445 · outbound

This paper cites Singh, C.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Singh, C

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:58.388060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7d36486-d715-4efc-af06-257624a40618 · outbound

This paper cites Singh, C.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Singh, C

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:58.547133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ac9d307-988a-4260-831f-1bd234c94ecd · outbound

This paper cites Singh, C.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Singh, C

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:58.656977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e651d12-82a5-47df-8178-a0dd5071978a · outbound

This paper cites Singh et al.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Singh et al

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:58.782860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de930175-ef6f-48d8-8580-be14704b5934 · outbound

This paper cites an unresolved cited work.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:58.872358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc33fa50-1c06-4baf-8cf7-f3fe92f82b58 · outbound

This paper cites Zamfirescu-Pereira, L.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Zamfirescu-Pereira, L

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:58.962404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a01a9f2e-ae05-4ad2-a0d1-5cd22f2777a9 · outbound

This paper cites Zheng, R.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Zheng, R

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:58.975652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 487d4e93-d239-40aa-a4d2-b5bde091afa8 · outbound

This paper cites Zhou et al.

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback Zhou et al

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-04T17:45:58.979063Z

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Unavailable: canonical work link unavailable.

Pith citing papers

Observation 02d5ad7e-a341-418e-9b10-1d24b27c2b43 · inbound

A Comparative Study of Student Perspectives on Technical Writing Feedback Quality: Evaluating LLMs, SLMs, and Humans in Computer Science Topics cites this paper.

A Comparative Study of Student Perspectives on Technical Writing Feedback Quality: Evaluating LLMs, SLMs, and Humans in Computer Science Topics Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T19:05:34.361495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.