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Paper Citation Record · LEDGER

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming

As of 16 August 2026, this Paper Citation Record lists 58 of 58 outbound references and 0 inbound Pith citation observations for arXiv:2411.09261.

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

pith.paper-citation-record.v1
2411.09261 v2

Coverage vector

measured 58 of 58 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T20:55:45.654953Z

measured 58 of 58 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

58 of 58 outbound references displayed

  • verified exact2
  • verified fuzzy8
  • unresolved47
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0120ebdf-2b15-435f-b389-59e9626b5828 · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.223476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.518618Z digest=sha256:40c876b21b9ee06e6f397391c80e9fc376d39532683b5894f52ff356943f1f4c

Observation 4ba2590e-8e14-4448-9797-0b5efb1c9fb7 · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.217040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.521905Z digest=sha256:a334c7ed0a00eeaf4dd017215df3a1eee65d63b037fbbda533ccf4b74e8b58a0

Observation c8886103-aae2-4513-a959-f00219981047 · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.210611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.524563Z digest=sha256:08f8205045b7407ba22531ba9b6a27895c72ff2bf243673af12b66c6ea9eda8f

Observation 09f1951d-90e2-4687-b2d8-e8666c2d13d4 · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.204103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.527231Z digest=sha256:725b1f20f05193acd4aed1d6556a61aa83bc37c47271ee337f644f98d8d34f6b

Observation 4c4bad5e-fd2f-4b6a-b6dc-a69d6c9e3711 · outbound

This paper cites AI-enhanced Auto-correction of Programming Exercises: How Effective is GPT-3.5?.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming AI-enhanced Auto-correction of Programming Exercises: How Effective is GPT-3.5?

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-12T20:55:45.529933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:55:45.529933Z digest=sha256:b85f205c66fa32911ce9fe8145c44509e7687f8b591fc2900f891d6c0b06f257

Observation 4ff0a40f-c6d0-41ef-ac7e-737b31a99372 · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.198143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.532838Z digest=sha256:8adfaad09b5ad15a41954b6e02b3d606eca19460e88cfb2e8a6eebc359a2d007

Observation 2333196b-5e0b-4c2c-a265-3efda44b8690 · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.192439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.535607Z digest=sha256:767254e5dac9f6e2b66a3934ffc6c31d364c025022ccc894d98cb385539d06f8

Observation eda4bfa7-5b40-4ef3-a989-5400bad3710b · outbound

This paper cites Becker, Paul Denny, James Finnie-Ansley, Andre w Luxton-Reilly, James Prather, and Eddie Antonio Santos.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Becker, Paul Denny, James Finnie-Ansley, Andre w Luxton-Reilly, James Prather, and Eddie Antonio Santos

Reference 8

Resolution
malformed identifier
doi_truncated, observed 2026-08-12T20:55:45.691535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.538229Z digest=sha256:17c5e2cd9c9c49640e0bece0b910f48a375af2684577f95d09943820697f2b5b

Observation 13dfc0ff-e8b9-4af9-ac6d-2098fc96119d · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.186766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.540825Z digest=sha256:3e1577a146ace0236cdbe4083ac995964fdbceec0a6078226e4d15b6ff3a04d2

Observation ba5c2089-8415-4bca-a25a-8614dc2667ca · outbound

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

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Teaching Large Language Models to Self-Debug

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-12T20:55:45.543271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:55:45.543271Z digest=sha256:f89336eea5ec1dc5ed018bf72cece0cb44e175cff50b6c1f8a28068b031c2fec

Observation 2bc5d7ec-8f6f-4f9a-b3b6-b28e370d82ee · outbound

This paper cites Becker, and Brent N.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Becker, and Brent N

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-12T20:55:45.545845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:55:45.545845Z digest=sha256:774a6fc308f8b0428e97aa3762f129902fae27c379c1cb953849a5d9ae3fbedf

Observation b176f10f-fdf1-438d-94c0-057f2461f208 · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-12T20:55:45.548297Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:55:45.548297Z digest=sha256:61adb4b264273fcb2666b562f42cd377e142484adf49c174885d3c6e0657da3b

Observation 42f886b3-5a1c-4bc9-9401-380bc2de7370 · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.180089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.550701Z digest=sha256:b175f664a7d71cd1bd4129df9db0ae772a873f0bfd2bb18ff99201cf17a909c6

Observation 37e7febb-b3f6-40cf-a8c7-14c903d0a6b2 · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.173607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.553038Z digest=sha256:5b78aad44e287879e2e600e07943848f3078a3914f1611f0ad89f685059c61e7

Observation dca0dd3b-45a9-424d-bdc8-ab57338b0191 · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.160332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.558573Z digest=sha256:a7ba3efb18a7816fe88373595f2db76967e247e0b01fb6670238211503c883f6

Observation 98fc9d7b-7bc9-41a7-aa9c-96b0999c5f35 · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.154164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.560462Z digest=sha256:bdae2b91a50484600bf38b27daf8fe706983088b81f997bfd77a5743e4e81691

Observation ecccb561-9791-4ee6-b65a-b4385e2da66e · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.147345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.562319Z digest=sha256:09a9b27f7824e39312a43f2cd6512f5532a3b52300b2c2e044f6832668c9db23

Observation 723fca36-84cf-48dc-acda-d31b008cfd3f · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.140805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.564223Z digest=sha256:7c24c83d1f7764b5ce8f237faa3f41d5c81652ec8f62c9934d136acb590670ea

Observation 71f89dbd-4322-45d7-b4ad-81e3437a082d · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.134433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.566274Z digest=sha256:80b246cc077e0a23f4b9ca031a19fd29e380369514fe07323da52d6098748ce3

Observation ec2913d3-f0f5-4fcb-be3d-8aebb8e2cfc8 · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.127925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.568383Z digest=sha256:d9dc3a130d7ea207cca50efa1bc79dad2223208950bce00cf6659d2a32f8b288

Observation a91652b9-d93e-4d5e-877f-5972d485d177 · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.121734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.570297Z digest=sha256:83ad72fbec407f1d6d02da3a8d0cd87072fefe3342066b62428e0b66264e46fc

Observation 83e9e3b0-04d4-4ea0-84eb-8ac447e67b7d · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 22

Resolution
verified exact
doi, observed 2026-08-12T20:55:45.684255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.572162Z digest=sha256:5db1d3cd460352492bde10d6598c1fad975063502fed9cd807cc5060ab30a502

Observation 79616bc6-baea-4c09-b2f1-57f733f6f00c · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-12T20:55:45.574109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:55:45.574109Z digest=sha256:d43b84edfc25ba493ff36b8cc552d32ca192fd0e4887a88fdf506b334f1c4b93

Observation 00768ce4-fb58-4c94-b5ce-13a914af235f · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.116118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.576416Z digest=sha256:09e0cd8a7ee1b8bb3155ac5941024fab3889221bf0cd106902403f2652c0b33b

Observation de7caae1-d1f4-4bb9-a1ed-9672d613959b · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.110287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.578808Z digest=sha256:7309154826311be00997a34404f3b3f8ca67c96dfb1f8188810402ef2d9c83d9

Observation b313e1fb-5e04-43ee-92ed-d9f0da890706 · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.104348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.581117Z digest=sha256:cfc3e51a9e5cc385a9c50bdcaae232d0d43ed682e40e555171907cf7d70987c7

Observation 5cd789bb-4487-4434-aa85-46e53df1579f · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.097480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.583425Z digest=sha256:15c181bbd4b9657fc9052b51c0ed3316512e7a701dbda33c0ea02652c9b6819e

Observation 5eb04707-83f5-4993-b6b8-a6550db7c8ac · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.089912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.585794Z digest=sha256:66af4f704332d3dc89b21a70e822a6e6e38dedee2b40e8ef1d13d0d067f2c1cc

Observation 004ebc01-34e4-4e2c-a725-a41b5bbda116 · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.083399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.588067Z digest=sha256:f8d1f28d5e590589218f98ff2580d5305e7fc02f082a9dcf2552d47bbce90766

Observation bda3e3d8-a9c8-417e-b31a-5ceac4ab089e · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.076718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.590407Z digest=sha256:57d48a72401773355b31cb89c4ac1ea83d3dcecce4685a42c71b3402387b354e

Observation 3f00c45d-8c18-454f-b687-48063e93312c · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.070167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.592704Z digest=sha256:587f07cce0b5d825602e15e656a3c6b9dcecb5b1461c625c43fe79707a835951

Observation 7e02a266-b5f7-4494-85d8-1e621bee8289 · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.062821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.595016Z digest=sha256:dd18975ee94e25304172575928ed6104ab2e6230808ead6b72a0dacd1de322d8

Observation 83f8f366-1407-43bf-bc0e-f021cabe7258 · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.054767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.597354Z digest=sha256:4a68f3d6a6ab431f015926aeb14509efac01d4264682e99325cbe7938bd411e5

Observation 4963e95c-a48a-4e62-9e2d-f6c8277628eb · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.047509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.599736Z digest=sha256:41a11ea13a1ea30d1e64a8ca43d76c60a5a73ca3242bd432e789f50b7b1744f6

Observation cdc5cdf7-eb9a-4fb0-903f-ba82b1ad2726 · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.040332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.602147Z digest=sha256:463a11d8486b7530ed6a7783c07dd59716dc96fbdfdcd98389c2d7925b59ce44

Observation 39de8133-001d-4072-971e-d8c110ed5dc7 · outbound

This paper cites Beck er, Ibrahim Albluwi, Michelle Craig, Hieke Keuning, Natalie Kiesler, Tobias Koh n, Andrew Luxton- Reilly, Stephen MacNeil, Andrew Petersen, Raymond Pettit, Brent N.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Beck er, Ibrahim Albluwi, Michelle Craig, Hieke Keuning, Natalie Kiesler, Tobias Koh n, Andrew Luxton- Reilly, Stephen MacNeil, Andrew Petersen, Raymond Pettit, Brent N

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:55:46.034150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.604607Z digest=sha256:cb7ecb5a76f017ef90bce6b2fa783a79d155973272d3cec39e9c31a820bd8045

Observation 84923050-1c37-45c5-aada-1b0b61d44671 · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.027966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.607033Z digest=sha256:5455baea24391b062d6304e833f850457b22ec378f2f5738e66b846bd5caf7a1

Observation 14d0a80e-3691-442b-bc9b-2a9df9e23736 · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.021974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.609386Z digest=sha256:5fb83c4394fccd76b3ab5acd61517549e345e363d1f579f0f871ed1daf77f425

Observation 72078f25-6691-40af-a530-041acc14f450 · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.015334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.612686Z digest=sha256:7d41002123c91676a675d7430304dcdea25f31ac7a8b009433c2425928238748

Observation b254bf75-c77f-41fc-89bc-99f5e9417a08 · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.008673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.615057Z digest=sha256:98f5dbede3c2deda0e984e92fc17de1b8a061ca109f3cc1044eabed28eff3af5

Observation b85cf9c6-77af-4ceb-b8f8-8441d2450c17 · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:46.001638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.617572Z digest=sha256:837d15904b84d9d0ef4687d6cd86d1cd1ac34394f35456d90b9072703b7a1154

Observation 7e6eb685-c2f8-43f7-9424-902091d67c49 · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:45.994869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.619905Z digest=sha256:061d6e0189f88cb544e7598567728c3264a14d6e7460fa80d2c003929378f2b0

Observation f5a54dd5-e808-4256-be4e-9717ba1d080d · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:45.987903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.622215Z digest=sha256:05273782d330af3807695711198ad4fee54975309a72fb670e9c199e9e322dd7

Observation 29ca3266-2ad7-4b2f-ab68-474eaebb5933 · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:45.980954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.624646Z digest=sha256:cdcfba739d4ca2c50cfda949cf000abafee02facf641114def19e02bfa74b550

Observation b836996f-de89-4025-8074-09c2d9e47ae5 · outbound

This paper cites Smith, Paul Denny, and Max Fowler.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Smith, Paul Denny, and Max Fowler

Reference 45

Resolution
verified exact
doi, observed 2026-08-12T20:55:45.676959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.626817Z digest=sha256:047aa5af79006805faadaf1062f9a5e28dc3d7af3627cb710becbb25ade82194

Observation 2349cc2f-9dd8-4008-a9c4-68a3bd85220d · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:45.974049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.629446Z digest=sha256:6304db600d5daf289e0fb836f4d8897e3aefb1a0c1ab0fb9778e0b85ac9aa3c2

Observation e6a88b1a-1865-4440-aaa3-b0b4bfe826a7 · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:45.959500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.634455Z digest=sha256:c0d4a785f06037ee391dce21ef748860f1c41d559b547a0a75a00acdb4502362

Observation 5e1c62a9-c1bf-4927-8f31-df37ffcd8a3b · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:45.952482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.636796Z digest=sha256:d582823ec4a6de1dcd0ce214b2de221d07fdd48b4e0458732bb819c2100b1604

Observation 9ec1feb8-670d-4e8d-8347-18b36dc143db · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:45.945880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.639213Z digest=sha256:d19d942b778d3e24aff747048f9be3436ace59147a989b5d764048fb397fd983

Observation 66994a2a-ce52-417d-a3c3-d4d4435004c9 · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:45.939702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.641764Z digest=sha256:100533ca8f8dc90c546b110b55c20e0a227bb7d2cf65ce5d29bbecd52970713b

Observation 7a9b7fb7-4a52-4e4e-b4ec-90d9250d1995 · outbound

This paper cites For example, let’s say that an order for 31 items is placed.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming For example, let’s say that an order for 31 items is placed

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:55:45.933451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.644216Z digest=sha256:8c5e666f057e67fcb0e51fa78876aa1c29fdddc43984535579d7c23151c939f4

Observation 4a859017-e375-4784-941e-644ece019586 · outbound

This paper cites how many items can b e packed in a large container).

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming how many items can b e packed in a large container)

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:55:45.925510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.646377Z digest=sha256:a5ae31f7e48d36c4cc0aeac7c06a8014e1a2c7296574c20844dc293a922e6097

Observation 171cdad4-a3d7-4e3f-bce8-e8444c93d309 · outbound

This paper cites how many items can b e packed in a small container).

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming how many items can b e packed in a small container)

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:55:45.918389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.648826Z digest=sha256:c46588641194f9c8760a71fe9bbc82118b00239719357a029f007dff4e41397b

Observation bfeb91d1-5725-452c-bc3a-7181e6923c2d · outbound

This paper cites In addition, you must display the number of items that will be scrapped (be cause they can’t be placed into a full container).

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming In addition, you must display the number of items that will be scrapped (be cause they can’t be placed into a full container)

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:55:45.910939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.650759Z digest=sha256:e1d8c769bf8a756154da5703769030721785aceb6947f8e4d317404d08882ace

Observation 98c07486-a78b-46bf-b5e8-a48532ffbef7 · outbound

This paper cites an unresolved cited work.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:55:45.903038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.653016Z digest=sha256:a7781e44abe96f542c62d5824dde08f87af52f52270995c5a1555c5ac56aaf1a

Observation 6bec0a08-e56e-44de-979b-fda41ebcd813 · outbound

This paper cites 1” (representing the work er) and a single “2.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming 1” (representing the work er) and a single “2

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:55:45.895873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.654953Z digest=sha256:23655f95fd2c50ca1b3e5df5729e36725ec6ee5dcf4a96f31564f5ca64365396

Observation 8e3cfb92-3694-4fff-8483-e7e7b0a6273d · outbound

This paper cites In2015 IEEE International Conference on Teaching, Assessment, and Learning for Engineering (TALE).

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming In2015 IEEE International Conference on Teaching, Assessment, and Learning for Engineering (TALE)

Reference 2015

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:55:45.966943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.631901Z digest=sha256:ebb8e9e46eed9c7d70c28d795d93d78c3540781314be73f1ac9e76e8774e4497

Observation 0b02098b-0951-4d46-a003-5278a0a2306d · outbound

This paper cites In Proceedings of the 26th Australasian Computing Education Conference.

Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming In Proceedings of the 26th Australasian Computing Education Conference

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:55:46.167020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T20:55:45.555605Z digest=sha256:7022f108e94523969e91b72724df9c990eeaf063628a38bd1c8672722e86e4ab

Pith citing papers

No inbound Pith citation observations are available.