Pith. sign in

Paper Citation Record · LEDGER

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers

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.

pith.paper-citation-record.v1
2608.02024 v1

Coverage vector

measured 72 of 72 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T16:29:20.163889Z

measured 72 of 72 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

72 of 72 outbound references displayed

  • verified exact10
  • verified fuzzy0
  • unresolved62
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ff3412ff-3cb7-4bc9-b1e5-2be8fb60cd14 · outbound

This paper cites Communication, Simulation, and Intelligent Agents: Implications of Personal Intelligent Machines for Medical Education.

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

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:11.038836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:11.038836Z digest=sha256:2fbc8f920fe139e0dabf13a4a1e3d03d38dae500fd025d14cf29fccc88cde55d

Observation f2d0b61e-cae5-4c97-88b3-31c50a9617a5 · outbound

This paper cites Classification Problem Solving.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Classification Problem Solving

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:11.093636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:11.093636Z digest=sha256:4bb56ca6d1d505252ef008b347e7ad6580623857ec753eb6194fce1e4dda62ce

Observation 56d145ba-7711-4df8-b2db-2a1c115e1ec6 · outbound

This paper cites , title =.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers , title =

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:11.208926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:11.208926Z digest=sha256:ba5e4154c72eb1e0996ad1a91356abb010914c8e3195385da8c16f4413364e3f

Observation c37c5306-4f05-43f5-9123-973d9655a05e · outbound

This paper cites New Ways to Make Microcircuits Smaller---Duplicate Entry.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers New Ways to Make Microcircuits Smaller---Duplicate Entry

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:11.408461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:11.408461Z digest=sha256:59de883afe8f7b2c7fba1ee6ad049e6d35800f73f83345800f6cabb0a18b4b1e

Observation dd5bc62d-0fa8-4572-8fe1-d415168f6477 · outbound

This paper cites Clancey and Glenn Rennels , abstract =.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Clancey and Glenn Rennels , abstract =

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:11.571969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:11.571969Z digest=sha256:ef4d91af566e410f5cb92b471c60fefbcc0bc2029e3f7a0e07132141c4dedf9d

Observation 7c5c12d4-34ff-4ebd-a0e8-44a3240707dc · outbound

This paper cites and Rennels, Glenn R.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers and Rennels, Glenn R

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:11.754702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:11.754702Z digest=sha256:3dd1914dcf7aa47e5188c95921b7023e11bc619bdffc8b84e702c2e87c6e04eb

Observation 5a5b8b1a-427b-461d-906f-8ee0c319373b · outbound

This paper cites Poligon: A System for Parallel Problem Solving.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Poligon: A System for Parallel Problem Solving

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:11.928698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:11.928698Z digest=sha256:30dee4201c66393723126ea61036ea9da76fe1dd7e95eb22628f9abea1ba6058

Observation 922aa023-cb14-4b5d-81c2-00b0a7d9be26 · outbound

This paper cites Transfer of Rule-Based Expertise through a Tutorial Dialogue.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Transfer of Rule-Based Expertise through a Tutorial Dialogue

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:12.052687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:12.052687Z digest=sha256:85a1a7447499d6bc5e5d94d94012cf9b0efe70cdc659aeef2136ca9e2a86ecc3

Observation e3fc358e-2567-4641-adbc-308ca053d9c1 · outbound

This paper cites The Engineering of Qualitative Models.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers The Engineering of Qualitative Models

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:12.215905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:12.215905Z digest=sha256:7a44834694e1f0cb73368dab720aff67d2f8878782bb20515adb55c01869dba8

Observation f45d83d3-867e-40b9-82a4-6f79235cc4bf · outbound

This paper cites 2023 , eprint=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2023 , eprint=

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:12.308001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:12.308001Z digest=sha256:aa3ac99286e7e552f2f8493add9b35d0e0923d46691056d120a213bbfabda128

Observation 66cd6c59-60b6-4f62-a080-2dcfa7f7e4b6 · outbound

This paper cites Pluto: The 'Other' Red Planet.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Pluto: The 'Other' Red Planet

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:12.369903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:12.369903Z digest=sha256:6b1aeef82d2aaed8b99cd915fabc20000af8ffec0f482aca665a5c78c55afd9a

Observation e5fa039a-5ecf-4fda-82df-0169c54f889c · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , author=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Proceedings of the AAAI Conference on Artificial Intelligence , author=

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:12.465343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:12.465343Z digest=sha256:27dc1546e023310fd886d9e0ef556440c6623dc4f13bbd3e43900de1d5bc428f

Observation a3622720-2e4f-4675-a6db-844e9a5ec87d · outbound

This paper cites , title =.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers , title =

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:12.546794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:12.546794Z digest=sha256:faa8eb18ab5aa735fc45c1827aa12bd6931f5de622b07241a41c3c1b86a06d15

Observation 5bad3070-db78-405c-a593-a8d7a15401cf · outbound

This paper cites Embedding Conversational Safety in AI for Education.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Embedding Conversational Safety in AI for Education

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:12.615371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:12.615371Z digest=sha256:dc5151d8b913f7ecd6656c534dd03df8338167a2cdd1393147fd5350b4897789

Observation bc757ee1-e77d-4640-bc4c-05063d12951d · outbound

This paper cites MinorBench: A hand-built benchmark for content-based risks for children.

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

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:12.722463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:12.722463Z digest=sha256:b60b7d0b114d1a8969f71ff1dcd2a5e47b1cd96e0e99b24785fe6afe05a9f4cb

Observation 92ad4490-686d-4e8f-9b35-9836e21c020d · outbound

This paper cites PloS one , volume=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers PloS one , volume=

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:12.877961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:12.877961Z digest=sha256:62223f15f14669f7c8d61b44fc26b6af400c80c1e815820eadfc51661f0a6988

Observation 14601ad5-10b9-4ba8-8924-92ab01df9915 · outbound

This paper cites Learning and individual differences , volume=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Learning and individual differences , volume=

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:12.966816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:12.966816Z digest=sha256:cf8e2561678282a5d422daaef682a142541017abfe12bae99804ca05915259bc

Observation cd063f45-8fa5-4e70-a0bc-abb2fb53b24d · outbound

This paper cites Education sciences , volume=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Education sciences , volume=

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:13.153482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:13.153482Z digest=sha256:c587b79da9b548bfc30987490c6873c94310d6d73d57e7a710cb8aa05e6ff137

Observation a23b2b0e-c145-4b2c-9830-e3c7d7062b6d · outbound

This paper cites JMIR medical education , volume=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers JMIR medical education , volume=

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:13.283069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:13.283069Z digest=sha256:cb3a2ba19ed2dd4de4b20d7694cfa6a33af65f494ee2e507001d00dffb837db0

Observation 547b547e-4b74-445e-beb5-0d8b9c5a24d0 · outbound

This paper cites 2026 , eprint=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2026 , eprint=

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:13.425380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:13.425380Z digest=sha256:e9619bd92e2737987f403cd2ee5008d8795829b6388fe713e167a057f4ead4fd

Observation 0b927b61-9b9f-4c13-a41f-6e65831c9833 · outbound

This paper cites 2025 , eprint=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2025 , eprint=

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:13.544915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:13.544915Z digest=sha256:bea5d5724b768f4c8aec8e282a623aee980c33eef3b56f46a486457f42091172

Observation ba67cf27-fcb1-4d02-9b5a-1d53e015f120 · outbound

This paper cites 2025 , eprint=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2025 , eprint=

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:13.738389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:13.738389Z digest=sha256:e027114075afc2d01ee92f050452edde0c2cf6a87d9113e7c28cebbee0235b28

Observation 3744870f-ed5f-4ab2-87b9-ec0b1b1e4c19 · outbound

This paper cites 2026 , eprint=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2026 , eprint=

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:13.876923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:13.876923Z digest=sha256:69adc6238a82cb937fa7accd207ae25a89b8c78e9453f875df861083de8e2872

Observation 0935d31f-8cf7-4e2d-9dee-e3c02129585c · outbound

This paper cites DeepSeek-R1 incentivizes reasoning in LLMs through reinforcement learning , volume=.

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

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:14.042799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:14.042799Z digest=sha256:8e685db425670117ea74cb7eadf02db42be57245ccd915223039e1f0eed3525b

Observation 4a9b97df-f021-44d6-8c83-f0cf7ee99ca5 · outbound

This paper cites Nature Machine Intelligence , volume=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Nature Machine Intelligence , volume=

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:14.212156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:14.212156Z digest=sha256:bcee93299314c1245e2710fefb2bf46ba1a398b43f4a2504036325db7ca7ad3b

Observation f655aee8-535c-44e2-a64b-67f01d99cfcd · outbound

This paper cites 2024 , eprint=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2024 , eprint=

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:14.403109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:14.403109Z digest=sha256:35999d07b85b1f59652221b79ce75d72333cf0f2930bd99381ef7d4f7e5d6a73

Observation c656ddb7-5425-442d-bc06-8db55789fc07 · outbound

This paper cites 2024 , eprint=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2024 , eprint=

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:14.544739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:14.544739Z digest=sha256:7bdd541d41eda01abd3674091b1d8b404424b72abcfbf187301d36a6cbe74779

Observation 3acd1ea8-cbbb-4143-b364-3cad20922d2c · outbound

This paper cites 2025 , eprint=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2025 , eprint=

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:14.654683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:14.654683Z digest=sha256:981110f8cc6383bb138df67ecf77c5579ec624c8abc08ca9c15ff2097c3bb2f1

Observation c5e6edc8-6ec2-43f8-8383-17822c3c8572 · outbound

This paper cites 2025 , eprint=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2025 , eprint=

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:14.780772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:14.780772Z digest=sha256:c165cfebae340d7c4d781cfce17caa6a06e49fef787bd3675742e00b30a4ab63

Observation 6d3cc523-d8a4-48c0-a113-4d56abdcd33d · outbound

This paper cites WildChat: 1M Chat.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers WildChat: 1M Chat

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:14.918376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:14.918376Z digest=sha256:44fc001499759d19cc6cf5a3ca185e8f9f1ae431f60099da411d207a1ce31278

Observation 66c646ab-d273-409f-b882-d749a4b8a64b · outbound

This paper cites W ild V is: Open Source Visualizer for Million-Scale Chat Logs in the Wild.

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

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:15.009082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:15.009082Z digest=sha256:1bffb99f49a72d8af951eab2d3ab17cc7303eca76c50644088ebd4fc0b22a0a1

Observation d8a41e21-e560-402c-8916-6c3500ea996b · outbound

This paper cites 2025 , url=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2025 , url=

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:15.156617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:15.156617Z digest=sha256:bedd2ef794089e23e7454f74f1ceacf4ac538f16c6560e3b8ca7f4a713122485

Observation 8919fcd0-e615-4c18-b345-9d58981bf7d6 · outbound

This paper cites an unresolved cited work.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Unresolved cited work

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:15.230288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:15.230288Z digest=sha256:04a7f1fd2437f0ea4e4a5190c57452ab4330ebfcf1ec0e9d055881170c8f8220

Observation d40c7c98-0fa1-4089-9e6e-53074615ea6a · outbound

This paper cites 2023 , eprint=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2023 , eprint=

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:15.403194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:15.403194Z digest=sha256:0a56366375deac3c803b5ff4d9b2c6284866e20fbbae841fa4228ab2a5062890

Observation 85d62116-3e8d-44c4-9099-bcdfed41a9f9 · outbound

This paper cites 2023 , eprint=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2023 , eprint=

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:15.585060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:15.585060Z digest=sha256:66ebcd9fda3b4e5ef034308307df2c0c048596c29754dff644680c29846d9d87

Observation 8bcdf43b-31e7-4ba1-a152-975cccdeb655 · outbound

This paper cites 2023 , eprint=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2023 , eprint=

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:15.677110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:15.677110Z digest=sha256:f12d37623190ca44938927b9d6a0da1519b8b01494aa5f682cea4979beaf07ee

Observation 0fbbff4b-9b7f-42ec-9550-668753c4c753 · outbound

This paper cites and Tram\`.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers and Tram\`

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:15.801741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:15.801741Z digest=sha256:4067467d2f299adb9e6c9008faf832dad593d74ea5b6066903957e70c7673c27

Observation 59fbcb86-86d6-4df2-a3a1-27e895fc6705 · outbound

This paper cites Forty-first International Conference on Machine Learning , year=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Forty-first International Conference on Machine Learning , year=

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:15.862976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:15.862976Z digest=sha256:a8919d549e6e85a740b684541f7992cce4865169c5442800a59d59e80492bc82

Observation 4191a40f-c00d-4957-aaf7-8092c6d2e63b · outbound

This paper cites 34th USENIX Security Symposium (USENIX Security 25) , year =.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 34th USENIX Security Symposium (USENIX Security 25) , year =

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:15.929364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:15.929364Z digest=sha256:a28093c1e4977aed913d059abef26e2e8d7f72ce001fac53bc14f1661938a49b

Observation 9c40ad09-b1d1-42b6-abee-0bbd713aac27 · outbound

This paper cites Human-Centered Design of LLM-Powered Educational Chatbots: A Study with Secondary Teachers.

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

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:16.118506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:16.118506Z digest=sha256:3bc5a1f309d589ec7e0be9ffbd1622b9700b5d8db8cfc0be278a4d22811e0f3c

Observation 4d40048a-8d7e-4044-8982-b629bb20bad5 · outbound

This paper cites 2025 , publisher =.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2025 , publisher =

Reference 41

Resolution
verified exact
doi, observed 2026-08-04T16:34:00.899282Z

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.

source=arxiv_source observed=2026-08-04T16:29:16.280978Z digest=sha256:a893888fe6032954128d4d2d6159f30bd6d23dfb7f89f528178fab98a5454b06

Observation 56e9f889-5fd8-447c-bbd6-c3c434ea6dfe · outbound

This paper cites doi:10.1787/062a7394-en , url =.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers doi:10.1787/062a7394-en , url =

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:16.498783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:16.498783Z digest=sha256:4cba9b9851bd6bdaa0fb6a32632a10d9e5fff5bb7d290afc8096d65a89e2b7ea

Observation bda87e57-9210-44d0-b39d-62bffafd829e · outbound

This paper cites Technology, Pedagogy and Education , volume =.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Technology, Pedagogy and Education , volume =

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:16.668442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:16.668442Z digest=sha256:dbf0e6a03af1245b7fb2575494985308759d4f1b79dd44ae6a1f280ed0c4905a

Observation 3b715720-3115-4e08-bf25-dd75e47f8e0d · outbound

This paper cites Current Perspectives in Educational Research , volume=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Current Perspectives in Educational Research , volume=

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:16.760859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:16.760859Z digest=sha256:e9e235739473d875d8317186181394da28521cb10a8fcbfefea2f2c7d12e9498

Observation d80862b6-2da9-4e33-9134-17bc6e6c55a5 · outbound

This paper cites Arts Education Policy Review , volume =.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Arts Education Policy Review , volume =

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:16.820857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:16.820857Z digest=sha256:c00442991338d9f1bf06eda009488c5461cbd808a44c502b5e70be2443eb49ae

Observation 0f203503-d7d7-4dea-a3bc-219169e7d487 · outbound

This paper cites , author=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers , author=

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:16.939767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:16.939767Z digest=sha256:50613aef3b77b69f8f5c30f136dd62d16872f481b66ea25c2d89cc2e6ca61010

Observation 184a85e4-7877-4d7c-ba9d-29087ed1d4ff · outbound

This paper cites Nature Communications , year=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Nature Communications , year=

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:17.036452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:17.036452Z digest=sha256:1bc6f219fe7bc48d260efd9538a454580d0187fa1951e4df81840500d8e68c3e

Observation 7f17fdc6-319a-448a-9ad2-51840cf10f63 · outbound

This paper cites Characterizing Students’ LLM Usage Behaviors and Their Association with Learning in Critical Thinking Tasks , year =.

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

Resolution
verified exact
doi, observed 2026-08-04T16:34:00.565285Z

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.

source=arxiv_source observed=2026-08-04T16:29:17.206402Z digest=sha256:9852029eeb0be5e50e8b04da6444c18f4f82850649ac76eac45893bdfa3906f5

Observation 6dd10747-dce6-4e7f-af58-2922fec5f5e9 · outbound

This paper cites 2023 IEEE international conference on big data (BigData) , pages=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2023 IEEE international conference on big data (BigData) , pages=

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:17.358966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:17.358966Z digest=sha256:567f5c41f708c8a00bec7f4007cf0639d902a3bd350c70d3ed92553629f54786

Observation 5e2f4024-2500-40f6-897b-f0e09a600461 · outbound

This paper cites Large Language Models for Education: A Survey and Outlook.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Large Language Models for Education: A Survey and Outlook

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:17.513581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:17.513581Z digest=sha256:7ad35db6a6a8639a3ccc3b20d5a0fe23322922dd6081fcf678130a46198d2636

Observation 6351e11e-4c9b-46c0-8bc3-f99ed20af73c · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , volume=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Proceedings of the AAAI Conference on Artificial Intelligence , volume=

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:17.687427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:17.687427Z digest=sha256:30a43454135b9dddc1c2c062ae77d3f06d342b85d762bd186569928c5732519a

Observation bd2fc656-a677-4e75-be76-fa4963e47ecb · outbound

This paper cites Discover Artificial Intelligence , volume=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Discover Artificial Intelligence , volume=

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:17.823500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:17.823500Z digest=sha256:e0ee1bd050f9327a31bbfcfc2bf4831e167f10d493eea09a9b108d57ef8b8497

Observation 7d9df104-ac64-45ca-9a19-9c7c2106fe9b · outbound

This paper cites Waiting, Banning, and Embracing: An Empirical Analysis of Adapting Policies for Generative AI in Higher Education.

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

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:18.014062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:18.014062Z digest=sha256:754ed8f73afaa903d055b0597ecf52b56f5c95a148a47587ca54605f6f2b02c6

Observation abd0b24e-33fb-436c-b0c3-56607a43a3a9 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Advances in Neural Information Processing Systems , volume=

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:18.102172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:18.102172Z digest=sha256:13f3fa69bf07731622c9251158a2e44fdc92caff9de72dab72ac49ace00230a3

Observation 6206eafd-6986-4dbd-91eb-c3bcef15e346 · outbound

This paper cites International Journal for Educational Integrity , volume=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers International Journal for Educational Integrity , volume=

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:18.285613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:18.285613Z digest=sha256:d010152ae8cb5600972d031e28f5a4534a3ca5ccba03daf7fe8af5be0cf51739

Observation c7e46b93-9a36-46a3-8d82-6564d48a7d84 · outbound

This paper cites and Wong, Eric , booktitle=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers and Wong, Eric , booktitle=

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:18.456735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:18.456735Z digest=sha256:647b5c0c4b9dd33254a8cf37396e26c491574abd8063c6f6f1a5d52dac1b0d2c

Observation a0c96b39-d669-4b1c-894b-bc80dfbb0a7a · outbound

This paper cites 2024 , eprint=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers 2024 , eprint=

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:18.540683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:18.540683Z digest=sha256:c0d27f66356ef5672bf8ed854af534a13866db91e0558d5f06c6870721a81e92

Observation e5e85653-5570-4a7e-956f-0437e5891064 · outbound

This paper cites Evaluating the Performance of Large Language Models on GAOKAO Benchmark.

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

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:18.638135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:18.638135Z digest=sha256:9e6f32c5806a34a7cf0e8d8e553521ec620c7e18953b1fb28e398aeba51dacab

Observation 192398d4-e3f0-4602-9a01-4b191e188882 · outbound

This paper cites Measuring Mathematical Problem Solving With the MATH Dataset , url =.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Measuring Mathematical Problem Solving With the MATH Dataset , url =

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:18.715020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:18.715020Z digest=sha256:2a81d71314370361bb9559bb7218c8ff345e72b6ee28524c7af1834a32f729e8

Observation 553b9a54-8661-4155-9956-058709e9e037 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Training Verifiers to Solve Math Word Problems

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:18.927376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:18.927376Z digest=sha256:cd55327da14ee9cefda99831cd3444c159ed826109988ae7cb5af3b6d205934b

Observation 97821731-dcc2-49ea-a82f-6f2ecf34ccc2 · outbound

This paper cites The Journal of Psychology , volume=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers The Journal of Psychology , volume=

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:19.109011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:19.109011Z digest=sha256:156389ca9ec31e235e8c4e60db4e2c6be1ab5b675cfd77beae40d1cdef292a8d

Observation 5c3f2a83-82b2-4763-9dfa-06da55eb7a22 · outbound

This paper cites Children's Overtrust and Shifting Perspectives of Generative AI.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Children's Overtrust and Shifting Perspectives of Generative AI

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:19.270533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:19.270533Z digest=sha256:287cb6372b8b5e9c159af51b3849b15136e5eab931db70ecf00ff22ac300ab0c

Observation 1e276960-2cfd-4aa8-b8c3-9f6d20615bdc · outbound

This paper cites arXiv preprint arXiv:2602.05633 , year=.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers arXiv preprint arXiv:2602.05633 , year=

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:19.328555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:19.328555Z digest=sha256:6e3ddfe9dd7b3d0a67186aa83b4cca712b41a9f8aabed8f7d0952dc5526f0d74

Observation c63e3eba-78c8-41fa-8952-6ef7bd397052 · outbound

This paper cites S afety B ench: Evaluating the Safety of Large Language Models.

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

Resolution
unresolved
no resolver link, observed 2026-08-04T16:29:19.470719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T16:29:19.470719Z digest=sha256:5267d3dd5d84ae39f31682828558d9d9dece8642ed4565e811faac5bbc03383d

Observation a4b9be5c-9bcf-4abc-914b-e705d942aed6 · outbound

This paper cites A Simple and Efficient Learning-Style Prompting for LLM Jailbreaking.

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

Resolution
verified exact
doi, observed 2026-08-04T16:34:00.001372Z

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.

source=arxiv_source observed=2026-08-04T16:29:19.601099Z digest=sha256:b559388f449e711199e7f5c797c327a5beee68fdea96fe286d42f6df3221611b

Observation aa4878bf-d1d2-4557-a68f-4d7ec85ca78c · outbound

This paper cites E du B ench: A Comprehensive Benchmarking Dataset for Evaluating Large Language Models in Diverse Educational Scenarios.

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

Resolution
verified exact
doi, observed 2026-08-04T16:33:59.594745Z

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.

source=arxiv_source observed=2026-08-04T16:29:19.685816Z digest=sha256:87f17bd673152adcbac58ab03009dd2f600cd1b9c371ce6af0bda6b1fdfd3982

Observation 42d5128e-9afa-4bef-b21b-146edf4a2a65 · outbound

This paper cites Evaluating Answer Leakage Robustness of LLM Tutors against Adversarial Student Attacks.

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

Resolution
verified exact
doi, observed 2026-08-04T16:33:59.254024Z

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.

source=arxiv_source observed=2026-08-04T16:29:19.781716Z digest=sha256:7ec06e1707f61a327aea4e73b7718fb0212a07df662a13204786d1cdc6cf776d

Observation 074a41ec-5845-4cc9-bbe8-97d80ddf5fbf · outbound

This paper cites LLM s are Biased Teachers: Evaluating LLM Bias in Personalized Education.

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

Resolution
verified exact
doi, observed 2026-08-04T16:33:58.929313Z

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.

source=arxiv_source observed=2026-08-04T16:29:19.860372Z digest=sha256:5f2a86eeaa84acb18dac94693d7d8ba7a71fdc916d020f54260d3bb8d21ed2ae

Observation da4a7ac9-4570-4dc9-a808-79e567e7c08e · outbound

This paper cites Beneath the Facade: Probing Safety Vulnerabilities in LLM s via Auto-Generated Jailbreak Prompts.

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

Resolution
verified exact
doi, observed 2026-08-04T16:33:58.614746Z

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.

source=arxiv_source observed=2026-08-04T16:29:19.934464Z digest=sha256:5661d2aeaaec6a945b2a5bb4e35218534f5135e440df193eadb2f32beb686cfe

Observation 1572a266-38bb-4adf-ae12-92bdcb69be3c · outbound

This paper cites an unresolved cited work.

EduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers Unresolved cited work

Reference 70

Resolution
verified exact
doi, observed 2026-08-04T16:33:58.385002Z

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.

source=arxiv_source observed=2026-08-04T16:29:20.020701Z digest=sha256:ed4d67d35a6056f75c8b3af79be0c017a36dcace7800cf7ed8927217e7c38494

Observation b9099182-fb45-46c3-ada5-c87857481c6a · outbound

This paper cites Persona-Grounded Safety Evaluation of AI Companions in Multi-Turn Conversations.

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

Resolution
verified exact
doi, observed 2026-08-04T16:33:58.155476Z

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.

source=arxiv_source observed=2026-08-04T16:29:20.091334Z digest=sha256:62d932bd69bcaf048c7783f309c560c6d80afe60b131d3ace8d8c8a8058be67b

Observation 761ea0c2-1e4e-43c9-83fd-5e04082bd2c5 · outbound

This paper cites Beyond Static Benchmarks: Synthesizing Harmful Content via Persona-based Simulation for Robust Evaluation.

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

Resolution
verified exact
doi, observed 2026-08-04T16:33:57.902791Z

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.

source=arxiv_source observed=2026-08-04T16:29:20.163889Z digest=sha256:2762ea232ede26ea757344cf97d950b9f7138558c5e46f89c750d3a5ba55018a

Pith citing papers

No inbound Pith citation observations are available.