Paper Citation Record · LEDGER

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale

As of 13 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2412.04483.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2412.04483 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T16:23:27.496490Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

37 of 37 outbound references displayed

verified exact0
verified fuzzy4
unresolved33
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e79632a7-8030-44c1-bc3f-68351f39dff7 · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:29.059307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7c093c76-a3d8-415e-84fd-2ffc19a455a5 · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:28.989572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ddf7a8b0-12b9-4e7c-9532-6921e982c4e7 · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:28.928140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6e1085fe-747b-4aa2-8bcd-e400cdd28bb3 · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:28.919038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 89967d48-9b9d-4e7e-b201-028a806d446d · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:28.909747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 10555119-5325-4460-991c-a4b908631dbd · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:28.900328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4228067e-91eb-428f-b019-36a7831bd391 · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:28.890910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4495a0af-9b84-4d0b-9a8b-7792e2cbd96e · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:28.881582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f98c8cb3-0f9c-463e-8e14-b8bc2da38686 · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:28.872551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ef249a60-0c03-4dfd-a622-c2adf19c1ae3 · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:28.850759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4c019ac3-fdad-4ed1-ac78-9c26ddde2368 · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-12T16:23:26.960830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dcc6f423-f759-46cd-b565-6583bdb5a730 · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:28.737413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6833d736-96c4-4a67-b3eb-2cc6cb0a941d · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:28.644451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2ebbe844-ff9b-40cb-ac9c-ccd465546bf9 · outbound

This paper cites Challenges and Applications of Large Language Models.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Challenges and Applications of Large Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-12T16:23:26.985030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0f1141c-96c7-4717-bb69-434c80bba9c5 · outbound

This paper cites u chemann, Maria Bannert, Daryna Dementieva, Frank Fischer, Urs Gasser, Georg Groh, Stephan G \.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale u chemann, Maria Bannert, Daryna Dementieva, Frank Fischer, Urs Gasser, Georg Groh, Stephan G \

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T16:23:28.581408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c3614b76-3b15-40e4-a261-6616a711bc2c · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:28.571947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a5667c74-da7b-44bc-8800-29a4617c1daf · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:28.561188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b48f2bc5-0025-4222-9606-d1fba980eb58 · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:28.550830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6badb07f-262d-45a9-892c-84c20dc543f8 · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:28.541115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 71960c65-f308-4515-9608-418ce7301c6d · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:28.530679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 9791fcde-6a97-4e44-b86f-f0a37a342601 · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:28.487853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f4a55c4b-f1e1-4117-85de-5121f4f2c736 · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:28.427143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation db4f05af-a471-4828-a427-5e853b0abd9a · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:28.300260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation acb0e665-a8da-4ac0-9213-6b4f2c1b668a · outbound

This paper cites Schwab and S.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Schwab and S

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T16:23:28.203789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation bd343cc9-025c-4787-9e3a-57d3b675ab84 · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:28.185522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation cab537d6-64ec-47e1-a8b6-3a7f6ab62751 · outbound

This paper cites accessed April 21, 2011.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale accessed April 21, 2011

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T16:23:28.174509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3d886d08-e155-48b4-8f93-90a2b3c31cdd · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:28.165203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4928cc09-4ccb-4587-8d98-ec3215879198 · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:28.153551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 80a5d095-730a-4816-846b-7e0ae69c4352 · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:28.142562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ee395886-26c9-4308-aecc-c53a4aa648bb · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:28.130428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 0677d7ea-a56d-405e-ab60-e94bff634b4f · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:28.076458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation cede113c-ce54-4866-a4fe-db852f25bac7 · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:28.007946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 47f3a3ff-ffea-4126-b3fc-9cf968503b90 · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:27.916480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation cba3e62b-868b-4f3a-ac66-c38528e0ade4 · outbound

This paper cites an unresolved cited work.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-12T16:23:27.721011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b88a99d9-ea08-43be-bb39-628c156eef7b · outbound

This paper cites Large language models are human-level prompt engineers.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale Large language models are human-level prompt engineers

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T16:23:27.589340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation fdfc9ead-0515-4981-95d7-2f22de3ac3c2 · outbound

This paper cites online" 'onlinestring :=.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale online" 'onlinestring :=

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-12T16:23:27.492821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2244964a-c26e-4129-bf4d-3338e0917daf · outbound

This paper cites write newline.

AI-powered Digital Framework for Personalized Economical Quality Learning at Scale write newline

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-12T16:23:27.496490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.