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Paper Citation Record · LEDGER

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

As of 13 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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.518618Z digest=sha256:b53b8ee6fefa86cb6cf1b5fe650533d1436a8fac1e29b7555a4e625f2cbb98ff

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.521905Z digest=sha256:4cdc952b2c8dc4fdbb02f76ec60e895e2509bbe184e67bf6f4b0e0aa4eb7ecca

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.524563Z digest=sha256:c544c70cbfc84f9012e5247c4795c10a45c8547a1d00c02083b0acd333fb896e

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.527231Z digest=sha256:8471f9d141851f6a4c308007ea2dcccaef1c2eec1f67de8a0fd70d8241c2aea0

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.532838Z digest=sha256:e369aad07706c1c87092c52683292540553f00452d3bd0ccad9ac8d8538c10e6

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.535607Z digest=sha256:7f95847cca0e8202227c35dba01d721143916a02c142834b362b93ee33c01add

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.538229Z digest=sha256:2128c38cdda588bcb587a4582245e909dd708af84dfe242b71f65f09eb302d43

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.540825Z digest=sha256:20552bba3e3eae5930273a757ff5d73c030b76ef1f1ace0b6fc79572ab4c7d01

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.550701Z digest=sha256:785679939e7c9a553e9293eb7d50641f8bd38124290c47881a4cd4b5b233908b

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.553038Z digest=sha256:37fd4e776657adab619a98b6840ae43352ca629cb2a1e681a18e16a9814f209f

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.558573Z digest=sha256:bf6f39e2f93f6afa4b0c853725adeb63b92682035c085f7384705641605bdab1

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.560462Z digest=sha256:38c0cf682df68353b2d1fa9ff7dba10dd84520d448e3b717444f0ed3cb59dbcb

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.562319Z digest=sha256:68b670a701352ece7443ff0a755abdbcaa8b776e932f68023207d8aae9d7dd18

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.564223Z digest=sha256:a188e7e9ad3dbf6de4e8c3ff13fe5a6a58b0f95142aba28858e1b95bcac79ef8

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.566274Z digest=sha256:787a16b0b69eae6723a0b8bb209edeace2474b1f256176c50625ca6b48cedbb1

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.568383Z digest=sha256:712401c47e182510159c1036c7566c96618fd8d73e27019f3015b87e88c80aa9

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.570297Z digest=sha256:a52ed4be83f79f867ac6c4fa4a31fcd2958985ff616a8d2e0519d95e6d6683aa

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.572162Z digest=sha256:07bbb65f76a927e6f59b3386b06cc8cdf1855339d6edc2dfc84f77d8ac87d843

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.576416Z digest=sha256:412e7eb717438dd4a7285c9949f66487e47cbdf0c68c1557a6c6a30a40f88ac0

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.578808Z digest=sha256:c9a46e6560fc576728c5c3c5bb193a06ffb889b1c5317bf50f00f6522f1c15a0

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.581117Z digest=sha256:159668e2807ff4a03f774a2d71cfeb26977864f7221861d3d0a9a0e4f2ee58cb

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.583425Z digest=sha256:74d61262dd0a1b4a51454fdb837b163b5c3923098fa1931ac696f2e32bb86295

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.585794Z digest=sha256:293c4f82ddb015ea870f8b386283221e781ecc57956f6075425a17b6849a38fa

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.588067Z digest=sha256:af996a7968ff702f7799afc453c86c01152cad22d7ec5fd7d6a5e8a83a69460e

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.590407Z digest=sha256:edcc50125ede7a625931caffa5a4421b384fe5186e9fd444f6fd320c6eb52c6a

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.592704Z digest=sha256:659ca4c49caf3c2e449a3d8b4671a504fab8369a923bd5836dfdeb8855f4d5e3

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.595016Z digest=sha256:6d3581283455673e970f4e5df0448a7ae9f26b5bae91d9858e2719e4848cba6d

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.597354Z digest=sha256:9442065e2b00e277693ba335f637d83f09f208727358dbbee39abd834ff063fe

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.599736Z digest=sha256:e1f0bc979719507a13ae8ad86546890f62f8f2ed44c2d411847604e239cd3eda

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.602147Z digest=sha256:466effaaf4991ddabd5e4b13ebb3d3fc3a39858f87ce983682658ff63b25b36c

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.604607Z digest=sha256:89d1d5f70518193e89792c886b89334d25db8836850de2263f8947752c0a36fb

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.607033Z digest=sha256:21edd291cdd83834bb633fae57c8cf1f044ad71ab639e82af7c76a53704390de

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.609386Z digest=sha256:f78c5a4f72c40b4262f8b6d47a64ac269bcecc13db89f1799d190756c1454d60

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.612686Z digest=sha256:0006295c58c8fd10b969753dc65ff219344481a3a3a5ddfce23d3e6abe73fc33

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.615057Z digest=sha256:0fdc2e3bf66c74fce27d70c125715189dde01e4fe3defc11d19a2bf72d5f2a89

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.617572Z digest=sha256:759b3b08edb4cca448c46ec53ac220354c907432ad88b41e8ca2de08b246c6f7

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.619905Z digest=sha256:e5d2bdf3485e896d1e1d643fb5695fe582a017f7a518cc2616cd622ed0992bff

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.622215Z digest=sha256:50f47b6031e1309beb986b6ce5d18435e4caf99258fdd6f2e30139af026a9419

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.624646Z digest=sha256:40cbde4c9c4be45b4eee46d7793b3ad64d50bd60d0a2d85008d29e96e3f9eb37

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.626817Z digest=sha256:faa356c05c6fb198e10989857eb7136be9c37dae0615d4a4cb8b59a109e479dc

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.629446Z digest=sha256:98dba19fe6df6a19752ad1adb27539a8709552cac304e294ab1c31c51383e165

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.634455Z digest=sha256:a70d18b642df7aa1bf7bd5a33430e693f986c4474e4890e0c224745754a5b25e

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.636796Z digest=sha256:c0635026704176700e4123e85ac673bef3a26a547c4118ef321da30989f2b92e

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.639213Z digest=sha256:48e6645152170e3e9a4d76976ca29242539b2fb76cbba1031121770ed66b648f

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.641764Z digest=sha256:5e9fba5dfde500a7c895400e276d8459578556fa282783d4b754260569e8b975

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.644216Z digest=sha256:c846febfbb869281c08dd67973c6a4618743ba7905bea5a405a7df5642f565be

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.646377Z digest=sha256:f0ec7bc69083b778ea80003cf44d648aa6c52ac654c85f46c310319b33f7fd11

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.648826Z digest=sha256:293535664b03b0a56bd85fb1a6e21d1f55d7d02d8ff386295f66aeb7e23d52c4

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.650759Z digest=sha256:7e8026d460f72281f7229a2c6cb4efdc78882bf116780b16455cc1814044f550

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.653016Z digest=sha256:408e0914cb06d035b056ff69bb549225ba5cbe7cc90b21a5924ff4fd56f20bf2

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.654953Z digest=sha256:c254700a212fe04c19318436ba08c133940b1bce5bac31a29645dae3cdedbc5f

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.631901Z digest=sha256:1039ce982b507d2eb95c682a2a90ffbc198723bd0e1b20a4fae57421ac810145

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T20:55:45.555605Z digest=sha256:e7f4851c5f9ce65365da42c402aa5045f009b404cd82f71d91b460d421049b39

Pith citing papers

No inbound Pith citation observations are available.