Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T16:29:20.163889Z
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 72 of 72 outbound references and 0 inbound Pith citation observations for arXiv:2608.02024.
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 2026-08-04T16:29:20.163889Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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
72 of 72 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation ff3412ff-3cb7-4bc9-b1e5-2be8fb60cd14 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Communication, Simulation, and Intelligent Agents: Implications of Personal Intelligent Machines for Medical Education
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f2d0b61e-cae5-4c97-88b3-31c50a9617a5 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Classification Problem Solving
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 56d145ba-7711-4df8-b2db-2a1c115e1ec6 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers , title =
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c37c5306-4f05-43f5-9123-973d9655a05e · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers New Ways to Make Microcircuits Smaller---Duplicate Entry
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd5bc62d-0fa8-4572-8fe1-d415168f6477 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Clancey and Glenn Rennels , abstract =
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7c5c12d4-34ff-4ebd-a0e8-44a3240707dc · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers and Rennels, Glenn R
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5a5b8b1a-427b-461d-906f-8ee0c319373b · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Poligon: A System for Parallel Problem Solving
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 922aa023-cb14-4b5d-81c2-00b0a7d9be26 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Transfer of Rule-Based Expertise through a Tutorial Dialogue
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e3fc358e-2567-4641-adbc-308ca053d9c1 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers The Engineering of Qualitative Models
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f45d83d3-867e-40b9-82a4-6f79235cc4bf · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2023 , eprint=
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 66cd6c59-60b6-4f62-a080-2dcfa7f7e4b6 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Pluto: The 'Other' Red Planet
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e5fa039a-5ecf-4fda-82df-0169c54f889c · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Proceedings of the AAAI Conference on Artificial Intelligence , author=
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3622720-2e4f-4675-a6db-844e9a5ec87d · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers , title =
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5bad3070-db78-405c-a593-a8d7a15401cf · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Embedding Conversational Safety in AI for Education
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc757ee1-e77d-4640-bc4c-05063d12951d · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers MinorBench: A hand-built benchmark for content-based risks for children
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92ad4490-686d-4e8f-9b35-9836e21c020d · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers PloS one , volume=
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 14601ad5-10b9-4ba8-8924-92ab01df9915 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Learning and individual differences , volume=
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd063f45-8fa5-4e70-a0bc-abb2fb53b24d · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Education sciences , volume=
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a23b2b0e-c145-4b2c-9830-e3c7d7062b6d · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers JMIR medical education , volume=
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 547b547e-4b74-445e-beb5-0d8b9c5a24d0 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2026 , eprint=
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b927b61-9b9f-4c13-a41f-6e65831c9833 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2025 , eprint=
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ba67cf27-fcb1-4d02-9b5a-1d53e015f120 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2025 , eprint=
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3744870f-ed5f-4ab2-87b9-ec0b1b1e4c19 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2026 , eprint=
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0935d31f-8cf7-4e2d-9dee-e3c02129585c · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers DeepSeek-R1 incentivizes reasoning in LLMs through reinforcement learning , volume=
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a9b97df-f021-44d6-8c83-f0cf7ee99ca5 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Nature Machine Intelligence , volume=
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f655aee8-535c-44e2-a64b-67f01d99cfcd · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2024 , eprint=
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c656ddb7-5425-442d-bc06-8db55789fc07 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2024 , eprint=
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3acd1ea8-cbbb-4143-b364-3cad20922d2c · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2025 , eprint=
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5e6edc8-6ec2-43f8-8383-17822c3c8572 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2025 , eprint=
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d3cc523-d8a4-48c0-a113-4d56abdcd33d · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers WildChat: 1M Chat
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 66c646ab-d273-409f-b882-d749a4b8a64b · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers W ild V is: Open Source Visualizer for Million-Scale Chat Logs in the Wild
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8a41e21-e560-402c-8916-6c3500ea996b · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2025 , url=
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8919fcd0-e615-4c18-b345-9d58981bf7d6 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Unresolved cited work
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d40c7c98-0fa1-4089-9e6e-53074615ea6a · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2023 , eprint=
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85d62116-3e8d-44c4-9099-bcdfed41a9f9 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2023 , eprint=
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8bcdf43b-31e7-4ba1-a152-975cccdeb655 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2023 , eprint=
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0fbbff4b-9b7f-42ec-9550-668753c4c753 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers and Tram\`
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59fbcb86-86d6-4df2-a3a1-27e895fc6705 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Forty-first International Conference on Machine Learning , year=
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4191a40f-c00d-4957-aaf7-8092c6d2e63b · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 34th USENIX Security Symposium (USENIX Security 25) , year =
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c40ad09-b1d1-42b6-abee-0bbd713aac27 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Human-Centered Design of LLM-Powered Educational Chatbots: A Study with Secondary Teachers
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d40048a-8d7e-4044-8982-b629bb20bad5 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2025 , publisher =
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 56e9f889-5fd8-447c-bbd6-c3c434ea6dfe · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers doi:10.1787/062a7394-en , url =
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bda87e57-9210-44d0-b39d-62bffafd829e · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Technology, Pedagogy and Education , volume =
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3b715720-3115-4e08-bf25-dd75e47f8e0d · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Current Perspectives in Educational Research , volume=
Reference 44
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Unavailable: canonical work link unavailable.
Observation d80862b6-2da9-4e33-9134-17bc6e6c55a5 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Arts Education Policy Review , volume =
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f203503-d7d7-4dea-a3bc-219169e7d487 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers , author=
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 184a85e4-7877-4d7c-ba9d-29087ed1d4ff · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Nature Communications , year=
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f17fdc6-319a-448a-9ad2-51840cf10f63 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Characterizing Students’ LLM Usage Behaviors and Their Association with Learning in Critical Thinking Tasks , year =
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 6dd10747-dce6-4e7f-af58-2922fec5f5e9 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2023 IEEE international conference on big data (BigData) , pages=
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e2f4024-2500-40f6-897b-f0e09a600461 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Large Language Models for Education: A Survey and Outlook
Reference 50
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Unavailable: canonical work link unavailable.
Observation 6351e11e-4c9b-46c0-8bc3-f99ed20af73c · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Proceedings of the AAAI Conference on Artificial Intelligence , volume=
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bd2fc656-a677-4e75-be76-fa4963e47ecb · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Discover Artificial Intelligence , volume=
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d9df104-ac64-45ca-9a19-9c7c2106fe9b · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Waiting, Banning, and Embracing: An Empirical Analysis of Adapting Policies for Generative AI in Higher Education
Reference 53
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Unavailable: canonical work link unavailable.
Observation abd0b24e-33fb-436c-b0c3-56607a43a3a9 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Advances in Neural Information Processing Systems , volume=
Reference 54
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Unavailable: canonical work link unavailable.
Observation 6206eafd-6986-4dbd-91eb-c3bcef15e346 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers International Journal for Educational Integrity , volume=
Reference 55
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Unavailable: canonical work link unavailable.
Observation c7e46b93-9a36-46a3-8d82-6564d48a7d84 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers and Wong, Eric , booktitle=
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a0c96b39-d669-4b1c-894b-bc80dfbb0a7a · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2024 , eprint=
Reference 57
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Unavailable: canonical work link unavailable.
Observation e5e85653-5570-4a7e-956f-0437e5891064 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Evaluating the Performance of Large Language Models on GAOKAO Benchmark
Reference 58
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Unavailable: canonical work link unavailable.
Observation 192398d4-e3f0-4602-9a01-4b191e188882 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Measuring Mathematical Problem Solving With the MATH Dataset , url =
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 553b9a54-8661-4155-9956-058709e9e037 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Training Verifiers to Solve Math Word Problems
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97821731-dcc2-49ea-a82f-6f2ecf34ccc2 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers The Journal of Psychology , volume=
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c3f2a83-82b2-4763-9dfa-06da55eb7a22 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Children's Overtrust and Shifting Perspectives of Generative AI
Reference 62
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Unavailable: canonical work link unavailable.
Observation 1e276960-2cfd-4aa8-b8c3-9f6d20615bdc · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers arXiv preprint arXiv:2602.05633 , year=
Reference 63
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Unavailable: canonical work link unavailable.
Observation c63e3eba-78c8-41fa-8952-6ef7bd397052 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers S afety B ench: Evaluating the Safety of Large Language Models
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a4b9be5c-9bcf-4abc-914b-e705d942aed6 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers A Simple and Efficient Learning-Style Prompting for LLM Jailbreaking
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation aa4878bf-d1d2-4557-a68f-4d7ec85ca78c · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers E du B ench: A Comprehensive Benchmarking Dataset for Evaluating Large Language Models in Diverse Educational Scenarios
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 42d5128e-9afa-4bef-b21b-146edf4a2a65 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Evaluating Answer Leakage Robustness of LLM Tutors against Adversarial Student Attacks
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 074a41ec-5845-4cc9-bbe8-97d80ddf5fbf · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers LLM s are Biased Teachers: Evaluating LLM Bias in Personalized Education
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation da4a7ac9-4570-4dc9-a808-79e567e7c08e · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Beneath the Facade: Probing Safety Vulnerabilities in LLM s via Auto-Generated Jailbreak Prompts
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 1572a266-38bb-4adf-ae12-92bdcb69be3c · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Unresolved cited work
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b9099182-fb45-46c3-ada5-c87857481c6a · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Persona-Grounded Safety Evaluation of AI Companions in Multi-Turn Conversations
Reference 71
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 761ea0c2-1e4e-43c9-83fd-5e04082bd2c5 · outbound
EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Beyond Static Benchmarks: Synthesizing Harmful Content via Persona-based Simulation for Robust Evaluation
Reference 72
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
No inbound Pith citation observations are available.