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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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.518618Z digest=sha256:7c5fefbc5c4f709fe626ff2a36eefdc861fbf93e35bae4887d12e37ffb628172

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.521905Z digest=sha256:6972e78763fbc8a29e028bfa9f83acf2ad1fca115ab91fb4ae4f45c90f04b40b

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.524563Z digest=sha256:066457d6cd6074ac4be0f0e299b909a2b418c3c646b1cc767e4711b278e32b35

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.527231Z digest=sha256:4642ad9d1a6f9a51cddaeb458729198c607bfefbd342473606cc33e66fd3a516

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.532838Z digest=sha256:0417d550d6eb5f577002c6623aac076fe579f2f7c2f34137cd8639924860a594

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.535607Z digest=sha256:cb2228b2743da774ee0aa34b7ffd7c1ff38c1aeb093142bfa979515c40f92403

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.538229Z digest=sha256:6a272ed977a0acedec137f1b79e3dd634d8def67e4cd669910375001fca04308

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.540825Z digest=sha256:567e9c725838c33a43c42f2556500d973048a576a22540923b2dc51596d22a21

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.550701Z digest=sha256:6d45764784b6881ee6fd71d903df3b80e2d050146bf6660f6d794bcdeb18a3e2

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.553038Z digest=sha256:009592526dd9e7e6d5559a604715ccff9c70869e56b1777b637063d18d21d972

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.558573Z digest=sha256:128c79e38c26971076ba6657c9f68d6b176479c1aecc3838212029d750c05761

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.560462Z digest=sha256:e6505c40919972f519ce3ae528e1924a53c1178a349ae03abcb13eaa1de6c648

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.562319Z digest=sha256:b98273a7687be6a2769faa6cb35f4379bce46140ecb05312db1c0c4651dda98a

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.564223Z digest=sha256:d52246bbbc88d3cebd2fd25524c5adbff2e6ce99db7ee6794ac1660d9ec7086d

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.566274Z digest=sha256:1fc04cf20a4888c7ed8124478fad8dd36c060ddd15d48befdacdff73f97a4848

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.568383Z digest=sha256:022e9465024914be823ee8ae64ec527338d6ef025d984198f5aa4b71666f4b96

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.570297Z digest=sha256:968b9e19d5715572eb29199c3bbed5a89345dbde7a9b61620d2d4c06984e1c22

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.572162Z digest=sha256:ea9e67a382d6836cf9b59378fe7a32e1aecaac960ce9fe58820884bedd753f8a

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.576416Z digest=sha256:3624e7ebeaeb6fb7a9b78c5194393d7e0f8cfdd99855cf09270b876f59728e7d

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.578808Z digest=sha256:437129342d1bc8bb17783eafbeb762d11d8a4683e1f26c1aac3233fcebe0f591

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.581117Z digest=sha256:5f21d04da2c061c5e6de2c4ecfdf4de7360dda3f95a8e04b42a64465a806e279

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.583425Z digest=sha256:5a3e00e73ae11785c548998956f29dda5a2ab673e09b2e199e4e9032b906976f

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.585794Z digest=sha256:9406cfaf482f63d1d73df5d8d53167a63164129bd610698265cbd02627f3b905

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.588067Z digest=sha256:bb8a8fbaca14a06f375e08ce641d6132449c85bcaf485ac47b97ef98fadff5b0

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.590407Z digest=sha256:8111d1ecc0af3e3968925506093786c08ccc5f9b13a316c098503bb7c4f83fd5

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.592704Z digest=sha256:b557b5da9505f388ca9685f19f238741db59c5c9b393072f3983f49e6b00025c

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.595016Z digest=sha256:dec261591f8333067c59db8aabdc57ee36c354de0f92873607c130c8827a8a8f

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.597354Z digest=sha256:2c4332b66992f6b1b54abf3793a4215b0b24bd19e44e240f1ee5484c654851e3

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.599736Z digest=sha256:02032964931941a3a64b317181bb3d6b7683f4eb7d17d2a5d637abef46d4d432

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.602147Z digest=sha256:61441381cd38cf02100c30d180338de3f1a649dc3a77b41b9b8d025851c11966

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.604607Z digest=sha256:b3e17c0d880413c278166087397ee487561999c952afee8b0281e1c114e768e0

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.607033Z digest=sha256:0535931873d61047e6ab4369bb1f550c554932efd69a032857ce3a0c16fde2d8

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.609386Z digest=sha256:f4af9632fd84a952e5142621d3e2fc31bdeadeb7ad48fcd5044b60f95659f443

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.612686Z digest=sha256:c0a7abf7cdf4b6c39e4685e48934cd2e687e149e33f698b3657d2378a7645a8f

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.615057Z digest=sha256:6cac7de5684fe61dec0caa7c517c65dfc11ab27f383b166b96e30bfc82ae17ea

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.617572Z digest=sha256:84536d1872d3a0e08d0117b39cfc89b13d091987855d2789c79f798f0140e903

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.619905Z digest=sha256:97cc69ab4b77212e5df30df4d9e8e417e2343c423d9cc0232007489906066724

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.622215Z digest=sha256:1c212c1bafe75da95f9cb2d4e24e2971f9c4e3ebcda2f17cef08986a749be1f6

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.624646Z digest=sha256:05ac28acadc590f216448a44dddeac593d316a6611a2a0ee0d9df55059c2e5f5

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.626817Z digest=sha256:a93500a9d1529babecb568d825b60df80c7fb827e6ba90d3fe145b698fbec58b

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.629446Z digest=sha256:e9098e691b6ec675e9f9e1e818aaec86f73384de85c723f952fb68b1ad8f857a

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.634455Z digest=sha256:6be9b2b17afb7985a32adbfaa1b0d19786235493d76a14ada2c34163fd8594bf

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.636796Z digest=sha256:e12361560cbb81ac28d8b864c6f2d19819b22b4823062c12415fd950b77a7242

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.639213Z digest=sha256:1f7af6305dfec07bdcc5ab12e796e5a5e1fbe529186f608b40c39f44c9780c47

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.641764Z digest=sha256:d2f5d87763d462915f4d805523491cb3c0090b70883d7ceae882baa5438e5d1c

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.644216Z digest=sha256:cb47a70979756ec60a6e6beee706435be60347c3f00fc51237a130d299d8f8b9

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.646377Z digest=sha256:031ba3bba5d01b4b4595c8e037dc514470b20ab1e60a802613066cc173714f87

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.648826Z digest=sha256:0cd1ee85034717b82492c7c2a7737cb26b48c5c8c35b8a2e5e2e86f207828eda

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.650759Z digest=sha256:3bb06855bb420270c11f20ed13b16baa85d7638bd518024e4d1238fd915895f5

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.653016Z digest=sha256:2e83e7a667b62ab5d1edf62d3e74c3d8ec4681b0308dcda4c24a7f7b132c987b

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.654953Z digest=sha256:08cbc3a9716b1e74b9b8851ff49ec7bc6cfe7a83a29419f3f9a5f068d727db90

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.631901Z digest=sha256:fe357ba9e79710d2b48da7b64fca3d0f6aaf5a6e296a3e64e1fc89bef8a4cc37

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T20:55:45.555605Z digest=sha256:e07bdd3c80ea50aa26e0ce31c1275dacbc2c49400a0dc01e9065ead6ecc4dd56

Pith citing papers

No inbound Pith citation observations are available.