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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 2026-08-12T06:34:41.77262+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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.518618Z digest=sha256:af3799baa49257e570db44ae2666d8e3327e411f53129a833157f414743ee224

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.521905Z digest=sha256:7647073847f97ae1796f17d0283bb54419921f74c370563aa499f1a7569fb621

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.524563Z digest=sha256:ef9c846be0572d8fb6a891dcd3c4cdb06a126448605d7f36153fc1310d6eb9a0

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.527231Z digest=sha256:f4b567f02c578141bedbdca1c9705b5c7f5bffcbd0b12840afdc5a338b621e3d

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=sha256:530f17146b0eaf66674065d74d55e8ca2b1aa8e1b097fc2bba23c03d4cc45f48

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.532838Z digest=sha256:4c6fc4555abb871bae42b20a6d6d441ac7c3a57a43952414323359a3f998ec4a

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.535607Z digest=sha256:0b75d54d7e47b2cfe3063aacff4c40f32071b3cb1acdf36fb1b7e7fd57d68cbd

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.538229Z digest=sha256:58b945b59501895cf55017ecbcd442d839439cebc151224301f133c90e7238c0

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.540825Z digest=sha256:7a54a8dcae6472a0c505e14cc250129741601b54fbe014be8a8375ee4e51548f

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.550701Z digest=sha256:f2ed189dd875ba574b81668f5afd1197a75a038c7529875079a0ef69f442e5ee

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.553038Z digest=sha256:5ba0c8ff0192bc6c0219f91cce236eef409559a62f6ed895734b40425d4ed68e

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.558573Z digest=sha256:c074ed3dbfdf2cb7c4f4d50ffcdd6b37e2b1cbae7ae2d273bdb6205cb4bd3518

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.560462Z digest=sha256:565f2d6ddce8cc40be0af5fdaaf43fdddac1de7b04bc3ec1cb601348ce8df8d0

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.562319Z digest=sha256:8a65ef2e4e9306084f8614146b2137e0b346772fc1f1a2b4db2c7c7db7940c62

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.564223Z digest=sha256:05c5d23b9bbca6f5baddac047d6299ccde77bf88966d608dfd28bb838b895e1f

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.566274Z digest=sha256:1e6a8aea4972ffa64267e36369baa0571f1b2374f12b86ad61452fcef1de3996

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.568383Z digest=sha256:27938ffa23636693104edfa7b5e32e93d4f566b04f16517ab1f4f9aa7b58882c

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.570297Z digest=sha256:66f92e51b3dcfee236858d17208ec02b4c0f2a9ba20a6332c5de5b76463d38e4

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.572162Z digest=sha256:304314eb858512ced2db93e1218267060db6056d3d969f1bc1c917e1abaf80f4

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.576416Z digest=sha256:4e6e6bbe6c9a6150fb41da3ec37c1170e1d078c76c3ad2767a10cd2dfc143b4c

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.578808Z digest=sha256:e3ea28fa0e966975a05ba8205fce625811edaa95372db98583bcd667bcc74d7e

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.581117Z digest=sha256:e89e973e7aac94f2292e0d3a33ef109350840b5792a988c292db61cd7a58e22e

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.583425Z digest=sha256:5781ea39ab3789ba8a4049d3456cb2e6e12f807e565b5fd5ee0d814cee5ff015

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.585794Z digest=sha256:d0399b27c029fc641f64949fef0b01c652ef0cde97ce56f033b656b877d8c821

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.588067Z digest=sha256:c5ba117c7bfdd63a516ce488a8eee4298ae301524319f513946620b5cd11ad42

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.590407Z digest=sha256:e9c45aae4bfb2aa096a9885e488f1435fa88a38fc795092bed91e215150d2d78

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.592704Z digest=sha256:3928bcb4b24084f7cdaad79ce93903eb3847f8fab5d83d50a2d2b345f0cee639

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.595016Z digest=sha256:b58f27a18e9b87618b43dabf98c157ab66621e4c3b884c3240258c2147531d1a

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.597354Z digest=sha256:2b6cefc1da75e46060257d5bd27ef59a986adf863b9cbdf05f7e0f3d1cbe7595

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.599736Z digest=sha256:dada639a728d72ed8639fb41d02f81be1b5d08b9c2d2d5d5f7bc1d2ade8f1ca6

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.602147Z digest=sha256:3c746ca233492e09763d11baacaa21c8a75b7cc538b9c2220493fc0e58ea666e

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.604607Z digest=sha256:76b8a98c015cedb72643d8cbf5d42bc9e1ab4b4fbd338c7664d1cc60da3d187b

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.607033Z digest=sha256:f9d5c468a20b6118cdcf3954754eb0abd55e6b404676453056e6c6f233ecab3a

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.609386Z digest=sha256:6b99284443f24e5e82ebdc1e58048725e44e9704486eeec94fc75edb5240e234

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.612686Z digest=sha256:c25b30c0d9b7cd2f4a0a601295f79046629ceff12339e3c1bb2cd98ba02bf96e

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.615057Z digest=sha256:6bf35499bbc0f2f9ad80943956919578d00b6eed803ac8333a5742c462b8829e

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.617572Z digest=sha256:9bb0b4048c7958c1d3ac748538b0b55e86d80018757b59010efb38e01805532d

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.619905Z digest=sha256:e5338d10686f193924379eaa476cd82e27c35f201550a6a300b1119d69bbfe48

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.622215Z digest=sha256:c6c22eea9eac4e2958aca708dcf256e48bcadbb79989e3ed5fcb13d099266995

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.624646Z digest=sha256:de755b15b4dae94ef31b2a18c9a5cd742878a86683904416f6d3000b60e7d9f1

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.626817Z digest=sha256:c8c6e3fc529774764dbdc9a860d92a292cfea8a765daac7b8968db21b54a47d5

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.629446Z digest=sha256:7b96caf7a2a3536716adaa8e06adfbccc5e63e4da4e09a7b76e5694e6cf38d4a

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.634455Z digest=sha256:2e40e4b6bcea57ce023bf25db4f52c20ff1b87d900317bb7192dbfe2d078b83f

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.636796Z digest=sha256:a03e3d1f60fa4c3d5def3615852b85e4e24c0e0ac2efc12ae4da87caad3b15aa

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.639213Z digest=sha256:5577cefde0f4c364c110ed02b2b308d84124f434645b3c6433c6824fdce42ec8

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.641764Z digest=sha256:f26e84b966fd0155443c193b2ad17a9808f2381612f04156e3406218f68cd610

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.644216Z digest=sha256:a69a04eb5bf4308baf8467736d4700e64d2be27d1d7b2bb5cb29dc35ca8c0ab2

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.646377Z digest=sha256:51eb81f3d208b476557627a22550f860b97bbc89135a89fcbecd1b2e85e89448

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.648826Z digest=sha256:5a5a509e63e22d290b99cd822c0b18acc4b50a580529da4d6e351359f6b8245e

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.650759Z digest=sha256:88d65b5095ff2a5bbb6999f16dd851383e0053e230722ebbe82f3d3d39d9991b

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.653016Z digest=sha256:c76736227213620c6f8b1eb9fa7139b6708a62caf0ca5dd65761b8274c98ec0d

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.654953Z digest=sha256:128e02b84f90b9bac50ed96994463a57ea4b99b0b9efa20cdd27f0dd6bc8d661

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.631901Z digest=sha256:3a5d1f826be322e7f6879bfd1a39fcc5b6e9913c0362c6088b1dae700b7904ce

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T20:55:45.555605Z digest=sha256:b297c9d0d75c66ad889f7c7308b8d1f2bb4b61871c2d285911d04d9c545f736a

Pith citing papers

No inbound Pith citation observations are available.