Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T20:55:45.654953Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T20:55:45.654953Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
58 of 58 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 0120ebdf-2b15-435f-b389-59e9626b5828 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 1
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.
Observation 4ba2590e-8e14-4448-9797-0b5efb1c9fb7 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 2
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.
Observation c8886103-aae2-4513-a959-f00219981047 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 3
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.
Observation 09f1951d-90e2-4687-b2d8-e8666c2d13d4 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 4
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.
Observation 4c4bad5e-fd2f-4b6a-b6dc-a69d6c9e3711 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4ff0a40f-c6d0-41ef-ac7e-737b31a99372 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 6
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.
Observation 2333196b-5e0b-4c2c-a265-3efda44b8690 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 7
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.
Observation eda4bfa7-5b40-4ef3-a989-5400bad3710b · outbound
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
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.
Observation 13dfc0ff-e8b9-4af9-ac6d-2098fc96119d · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 9
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.
Observation ba5c2089-8415-4bca-a25a-8614dc2667ca · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Teaching Large Language Models to Self-Debug
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2bc5d7ec-8f6f-4f9a-b3b6-b28e370d82ee · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Becker, and Brent N
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b176f10f-fdf1-438d-94c0-057f2461f208 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 42f886b3-5a1c-4bc9-9401-380bc2de7370 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 13
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.
Observation 37e7febb-b3f6-40cf-a8c7-14c903d0a6b2 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 14
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.
Observation dca0dd3b-45a9-424d-bdc8-ab57338b0191 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 15
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.
Observation 98fc9d7b-7bc9-41a7-aa9c-96b0999c5f35 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 16
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.
Observation ecccb561-9791-4ee6-b65a-b4385e2da66e · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 17
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.
Observation 723fca36-84cf-48dc-acda-d31b008cfd3f · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 18
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.
Observation 71f89dbd-4322-45d7-b4ad-81e3437a082d · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 19
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.
Observation ec2913d3-f0f5-4fcb-be3d-8aebb8e2cfc8 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 20
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.
Observation a91652b9-d93e-4d5e-877f-5972d485d177 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 21
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.
Observation 83e9e3b0-04d4-4ea0-84eb-8ac447e67b7d · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 22
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.
Observation 79616bc6-baea-4c09-b2f1-57f733f6f00c · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 00768ce4-fb58-4c94-b5ce-13a914af235f · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 24
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.
Observation de7caae1-d1f4-4bb9-a1ed-9672d613959b · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 25
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.
Observation b313e1fb-5e04-43ee-92ed-d9f0da890706 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 26
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.
Observation 5cd789bb-4487-4434-aa85-46e53df1579f · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 27
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.
Observation 5eb04707-83f5-4993-b6b8-a6550db7c8ac · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 28
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.
Observation 004ebc01-34e4-4e2c-a725-a41b5bbda116 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 29
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.
Observation bda3e3d8-a9c8-417e-b31a-5ceac4ab089e · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 30
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.
Observation 3f00c45d-8c18-454f-b687-48063e93312c · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 31
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.
Observation 7e02a266-b5f7-4494-85d8-1e621bee8289 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 32
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.
Observation 83f8f366-1407-43bf-bc0e-f021cabe7258 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 33
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.
Observation 4963e95c-a48a-4e62-9e2d-f6c8277628eb · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 34
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.
Observation cdc5cdf7-eb9a-4fb0-903f-ba82b1ad2726 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 35
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.
Observation 39de8133-001d-4072-971e-d8c110ed5dc7 · outbound
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
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.
Observation 84923050-1c37-45c5-aada-1b0b61d44671 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 37
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.
Observation 14d0a80e-3691-442b-bc9b-2a9df9e23736 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 38
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.
Observation 72078f25-6691-40af-a530-041acc14f450 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 39
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.
Observation b254bf75-c77f-41fc-89bc-99f5e9417a08 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 40
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.
Observation b85cf9c6-77af-4ceb-b8f8-8441d2450c17 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 41
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.
Observation 7e6eb685-c2f8-43f7-9424-902091d67c49 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 42
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.
Observation f5a54dd5-e808-4256-be4e-9717ba1d080d · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 43
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.
Observation 29ca3266-2ad7-4b2f-ab68-474eaebb5933 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 44
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.
Observation b836996f-de89-4025-8074-09c2d9e47ae5 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Smith, Paul Denny, and Max Fowler
Reference 45
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.
Observation 2349cc2f-9dd8-4008-a9c4-68a3bd85220d · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 46
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.
Observation e6a88b1a-1865-4440-aaa3-b0b4bfe826a7 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 47
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.
Observation 5e1c62a9-c1bf-4927-8f31-df37ffcd8a3b · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 48
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.
Observation 9ec1feb8-670d-4e8d-8347-18b36dc143db · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 49
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.
Observation 66994a2a-ce52-417d-a3c3-d4d4435004c9 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 52
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.
Observation 7a9b7fb7-4a52-4e4e-b4ec-90d9250d1995 · outbound
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
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.
Observation 4a859017-e375-4784-941e-644ece019586 · outbound
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
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.
Observation 171cdad4-a3d7-4e3f-bce8-e8444c93d309 · outbound
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
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.
Observation bfeb91d1-5725-452c-bc3a-7181e6923c2d · outbound
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
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.
Observation 98c07486-a78b-46bf-b5e8-a48532ffbef7 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming Unresolved cited work
Reference 57
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.
Observation 6bec0a08-e56e-44de-979b-fda41ebcd813 · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming 1” (representing the work er) and a single “2
Reference 58
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.
Observation 8e3cfb92-3694-4fff-8483-e7e7b0a6273d · outbound
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
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.
Observation 0b02098b-0951-4d46-a003-5278a0a2306d · outbound
Automating Autograding: Large Language Models as Test Suite Generators for Introductory Programming In Proceedings of the 26th Australasian Computing Education Conference
Reference 2024
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.
No inbound Pith citation observations are available.