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Paper Citation Record · LEDGER

Personalizing Education through an Adaptive LMS with Integrated LLMs

As of 11 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 0 inbound Pith citation observations for arXiv:2502.08655.

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

pith.paper-citation-record.v1
2502.08655 v1

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T14:50:19.413366Z

measured 60 of 60 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

60 of 60 outbound references displayed

  • verified exact4
  • verified fuzzy36
  • unresolved16
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a019da51-7078-4f13-9cdb-a6a68b6f1521 · outbound

This paper cites Learning management systems, an overview,.

Personalizing Education through an Adaptive LMS with Integrated LLMs Learning management systems, an overview,

Reference 1

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verified fuzzy
raw_fallback, observed 2026-08-10T14:50:20.336560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation ef0c3472-0621-4ed8-9a18-1389b9e33230 · outbound

This paper cites Software as a service (saas) cloud computing: An empirical investi- gation on university students’perception.

Personalizing Education through an Adaptive LMS with Integrated LLMs Software as a service (saas) cloud computing: An empirical investi- gation on university students’perception

Reference 2

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verified fuzzy
raw_fallback, observed 2026-08-10T14:50:20.327053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.210555Z digest=sha256:403294ee13b8939f6977fed001cec3c43fd301a6e37f920d653087fa2ece0149

Observation f000db70-5972-433d-b27f-54a61e416800 · outbound

This paper cites The impact of number of students per teacher on student achievement,.

Personalizing Education through an Adaptive LMS with Integrated LLMs The impact of number of students per teacher on student achievement,

Reference 3

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verified exact
doi, observed 2026-08-10T14:50:19.492603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.214439Z digest=sha256:63650bcc3564458a68c22c162360ef7595b228505315141b96564eda30a66a96

Observation de1dff0d-53fd-40bc-aba6-37983088cd7d · outbound

This paper cites Do spacing and self-testing predict learning outcomes?.

Personalizing Education through an Adaptive LMS with Integrated LLMs Do spacing and self-testing predict learning outcomes?

Reference 4

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malformed identifier
raw_fallback, observed 2026-08-10T14:50:20.317652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.219032Z digest=sha256:b122a0f03106660a6190190419420dbab258487d6ee904f324f154b916c0b816

Observation 627bf699-08d2-4072-8518-4a9668bd79fa · outbound

This paper cites Woolf, Building Intelligent Interactive Tutors, Student-Centered Strategies for Revolutionizing E-Learning.

Personalizing Education through an Adaptive LMS with Integrated LLMs Woolf, Building Intelligent Interactive Tutors, Student-Centered Strategies for Revolutionizing E-Learning

Reference 5

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raw_fallback, observed 2026-08-10T14:50:20.307900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.222876Z digest=sha256:dd831627cdb6133faad5063fbcee6541fc310b60ca3bcd96ec4b93edbdb2f8de

Observation c145e0e3-761d-43c6-86ed-0077d8911327 · outbound

This paper cites Play and intrinsic rewards,.

Personalizing Education through an Adaptive LMS with Integrated LLMs Play and intrinsic rewards,

Reference 6

Resolution
verified exact
doi, observed 2026-08-10T14:50:19.481904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation c5ca0db8-468b-4e71-8f07-54b74cfdaf04 · outbound

This paper cites Alienation, agency and authenticity: a synthesis of the literature on student engagement,.

Personalizing Education through an Adaptive LMS with Integrated LLMs Alienation, agency and authenticity: a synthesis of the literature on student engagement,

Reference 7

Resolution
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no resolver link, observed 2026-08-10T14:50:19.230582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:50:19.230582Z digest=sha256:0ac030a64b0b9cc4f35812dd770457c247b45d02eb191c36c4227f393f6e4708

Observation c104928d-3e5d-485e-bbde-1a073ca2d5d4 · outbound

This paper cites LLM lies: Hallucinations are not bugs, but features as adversarial examples,.

Personalizing Education through an Adaptive LMS with Integrated LLMs LLM lies: Hallucinations are not bugs, but features as adversarial examples,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:20.295850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.234085Z digest=sha256:8d17f4a66c995ce5cf56948d8903779e234803ed3123c52dd8da26d2c656b477

Observation d227eab9-3b8d-4fbb-a13f-259e7cab884c · outbound

This paper cites A meta-analysis of the effectiveness of intelligent tutoring systems on college students’ academic learning,.

Personalizing Education through an Adaptive LMS with Integrated LLMs A meta-analysis of the effectiveness of intelligent tutoring systems on college students’ academic learning,

Reference 9

Resolution
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raw_fallback, observed 2026-08-10T14:50:20.275050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.241128Z digest=sha256:7486b4884511c20508f6a985063c88e81ed80210a40f8c57ef030bc7bc8cbc91

Observation 3b1d1366-6e23-474c-916d-78622a9c825b · outbound

This paper cites The relative effectiveness of human tutoring, intelligent tutoring systems, and other tutoring systems,.

Personalizing Education through an Adaptive LMS with Integrated LLMs The relative effectiveness of human tutoring, intelligent tutoring systems, and other tutoring systems,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:20.264881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.244567Z digest=sha256:7e60beb99eb908986bbe4f25b0118a2944a489fdfe61e5dd433aa85696ebb827

Observation 6f5ef949-1b6f-42b9-9a5a-36ddbb1cdd7d · outbound

This paper cites an unresolved cited work.

Personalizing Education through an Adaptive LMS with Integrated LLMs Unresolved cited work

Reference 11

Resolution
verified exact
doi, observed 2026-08-10T14:50:19.471032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.247834Z digest=sha256:6254d7c0550bca1c8dec78c33c843cfd12b8f54928b418130f8fc1295c17c50f

Observation b72f2cdc-bddd-4aa2-b3a9-7c02cdba7c7d · outbound

This paper cites Ai technologies for education: Recent research & future directions,.

Personalizing Education through an Adaptive LMS with Integrated LLMs Ai technologies for education: Recent research & future directions,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:20.254475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.251593Z digest=sha256:73bb0a9f262202469b216b616386f572e1238c879840db327f6b7fe1b95947bc

Observation a0c49a56-51d9-47ab-b97c-455106b248d2 · outbound

This paper cites Examining the applications of intelligent tutoring systems in real educational contexts: A systematic literature review from the social experiment perspective,.

Personalizing Education through an Adaptive LMS with Integrated LLMs Examining the applications of intelligent tutoring systems in real educational contexts: A systematic literature review from the social experiment perspective,

Reference 13

Resolution
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no resolver link, observed 2026-08-10T14:50:19.255162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:50:19.255162Z digest=sha256:675f09b95b2420c975962baf6d7c7751256443881199becf9ee37b576fa8a05d

Observation 6472e3aa-4a67-4228-9fb8-185da816a3ea · outbound

This paper cites A digital game- based assessment of middle-school and college students’ choices to seek critical feedback and to revise,.

Personalizing Education through an Adaptive LMS with Integrated LLMs A digital game- based assessment of middle-school and college students’ choices to seek critical feedback and to revise,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:20.243769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.258553Z digest=sha256:6b5e3ead5f65c5a441551040ffab45a0aa6be6f166a5b6c830064e4df8013136

Observation c7a4174b-c22e-4cc2-9d14-435f34a1f6e6 · outbound

This paper cites Systematic review of research on artificial intelligence in K-12 education (2017–2022),.

Personalizing Education through an Adaptive LMS with Integrated LLMs Systematic review of research on artificial intelligence in K-12 education (2017–2022),

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:20.232781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.261543Z digest=sha256:c30d4e81587edaae545619925447e81f32d39e1529ef106a47dac2da94d001b9

Observation 4915115f-4500-40bd-b9de-00c7fc0c10da · outbound

This paper cites Identifying opportunities for artificial intelligence in the evolution of training and development practices,.

Personalizing Education through an Adaptive LMS with Integrated LLMs Identifying opportunities for artificial intelligence in the evolution of training and development practices,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:20.222047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.264915Z digest=sha256:15d23cde350ad6824cc87c8aca76b665f46070c530d8f56686cfa1bf93476a9a

Observation 480e6578-6a94-41de-88a8-b287b0f11df2 · outbound

This paper cites SciAssess: Benchmarking LLM Proficiency in Scientific Literature Analysis.

Personalizing Education through an Adaptive LMS with Integrated LLMs SciAssess: Benchmarking LLM Proficiency in Scientific Literature Analysis

Reference 17

Resolution
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no resolver link, observed 2026-08-10T14:50:19.268234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:50:19.268234Z digest=sha256:32694acfb789cef4f97f4758b9ae67bb4fa965ac4258fd80f73aa56c7ca67216

Observation 7954dae5-d7e1-4587-ae10-e5cc5bf7f577 · outbound

This paper cites Large Language Models Are State-of-the-Art Evaluators of Translation Quality.

Personalizing Education through an Adaptive LMS with Integrated LLMs Large Language Models Are State-of-the-Art Evaluators of Translation Quality

Reference 18

Resolution
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no resolver link, observed 2026-08-10T14:50:19.272057Z

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source=pdf_text observed=2026-08-10T14:50:19.272057Z digest=sha256:715d4dfc15ff4c270a861062e3493d4b4904237eb1dc83ca1320b7ee98ef9ef2

Observation b34e782d-74f8-421a-b857-15ddfc553646 · outbound

This paper cites Individualized ai tutor based on develop- mental learning networks,.

Personalizing Education through an Adaptive LMS with Integrated LLMs Individualized ai tutor based on develop- mental learning networks,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:20.211340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.275797Z digest=sha256:6a2fb690c0b8254a2ce8ff058dab79cf808220138c4886109919a55bc490742f

Observation 1aadd601-c7ae-4152-8e35-4b5ad542fb5a · outbound

This paper cites Examining student use of ai in cs1 and cs2,.

Personalizing Education through an Adaptive LMS with Integrated LLMs Examining student use of ai in cs1 and cs2,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:20.199934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.278982Z digest=sha256:6992e9c6c020044f8b76cd6877e4dd5056e61605f90c533877b32f5c09587581

Observation eed710a9-d0cc-46bc-8c91-93ac98abb9ee · outbound

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

Personalizing Education through an Adaptive LMS with Integrated LLMs Measuring Mathematical Problem Solving With the MATH Dataset

Reference 21

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no resolver link, observed 2026-08-10T14:50:19.282307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:50:19.282307Z digest=sha256:b6d38f219406115f5ad3374c3cd011eda69ac0e1d4e062d2ad0c313badc84405

Observation 8f9febc8-c580-4f34-857e-c867ebda099f · outbound

This paper cites State of What Art? A Call for Multi-Prompt LLM Evaluation.

Personalizing Education through an Adaptive LMS with Integrated LLMs State of What Art? A Call for Multi-Prompt LLM Evaluation

Reference 22

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no resolver link, observed 2026-08-10T14:50:19.286087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:50:19.286087Z digest=sha256:bc4ca61b3f9d385b54d86da9a23f515e5fa47e8397b0a62b938b60b817dcad75

Observation 5e9252f5-50de-48cb-8c1d-b5f3a98ebe62 · outbound

This paper cites Active retrieval augmented generation,.

Personalizing Education through an Adaptive LMS with Integrated LLMs Active retrieval augmented generation,

Reference 23

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verified fuzzy
raw_fallback, observed 2026-08-10T14:50:20.189389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.289807Z digest=sha256:142ec18f73be58e157d0a4cd87fe992071058f9af6b6d2f33a29c811bd1c76b7

Observation 60bcac6a-0244-4072-add9-e9afde4cf16e · outbound

This paper cites How to Build an Adaptive AI Tutor for Any Course Using Knowledge Graph-Enhanced Retrieval-Augmented Generation (KG-RAG).

Personalizing Education through an Adaptive LMS with Integrated LLMs How to Build an Adaptive AI Tutor for Any Course Using Knowledge Graph-Enhanced Retrieval-Augmented Generation (KG-RAG)

Reference 24

Resolution
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no resolver link, observed 2026-08-10T14:50:19.296905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:50:19.296905Z digest=sha256:f7b9f26522dbd7115eece50924c79707e226efe091ffd9e17c22d7fe922dbd1e

Observation 16442cd8-a1b9-44fb-873f-3acd76db9024 · outbound

This paper cites A survey on large language model (llm) security and privacy: The good, the bad, and the ugly,.

Personalizing Education through an Adaptive LMS with Integrated LLMs A survey on large language model (llm) security and privacy: The good, the bad, and the ugly,

Reference 25

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no resolver link, observed 2026-08-10T14:50:19.300535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:50:19.300535Z digest=sha256:86cb6436548debb6ff92e75ec7217a19031c0f0ef4cdfcb5b82abd181f587759

Observation 7c9d4487-b652-4d91-824c-d2d8110e15a9 · outbound

This paper cites an unresolved cited work.

Personalizing Education through an Adaptive LMS with Integrated LLMs Unresolved cited work

Reference 26

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.303871Z digest=sha256:2fcc43bfa4d6c2d323621ae7b3fcdd933b98486100d3e0f76942a540dbd4297f

Observation d7433310-38de-48cd-854a-dd72508e6998 · outbound

This paper cites Expert system methodologies and applications—a decade review from 1995 to 2004,.

Personalizing Education through an Adaptive LMS with Integrated LLMs Expert system methodologies and applications—a decade review from 1995 to 2004,

Reference 27

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verified fuzzy
raw_fallback, observed 2026-08-10T14:50:20.162346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.307586Z digest=sha256:da9e5355fbd9cfb3c3b224c934f73b1f5abd5c0bd2662977a4994573aa3c0404

Observation 616b5808-8691-43bf-86ee-4c1e83dce0a5 · outbound

This paper cites The knowledge-based expert system: A tutorial,.

Personalizing Education through an Adaptive LMS with Integrated LLMs The knowledge-based expert system: A tutorial,

Reference 28

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T14:50:19.797601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.310904Z digest=sha256:5b319ccee5182a472d766c082473a7074b7080c50e73c93e22b4938526c9b0ce

Observation 9adcb4eb-eab3-4586-9f4a-650a2215bc1f · outbound

This paper cites The nlp cookbook: Modern recipes for transformer based deep learning architectures,.

Personalizing Education through an Adaptive LMS with Integrated LLMs The nlp cookbook: Modern recipes for transformer based deep learning architectures,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:20.152732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.314126Z digest=sha256:231b96c11857c3bc30ef0db4d960cf3d842b42e9fb5fb8cfc84a5ea48a3dc518

Observation 79d33ad1-c378-4548-b466-facdf48713e5 · outbound

This paper cites Deep learning,.

Personalizing Education through an Adaptive LMS with Integrated LLMs Deep learning,

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-10T14:50:19.317337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:50:19.317337Z digest=sha256:78686874e7e6f0b3e56ebf223ab098a705910ea61f12d1647535cfd0911f0fc8

Observation 2784ab40-9c07-44f3-a526-a2ae313fba8f · outbound

This paper cites A survey of transformers,.

Personalizing Education through an Adaptive LMS with Integrated LLMs A survey of transformers,

Reference 31

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verified fuzzy
raw_fallback, observed 2026-08-10T14:50:20.142403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.320748Z digest=sha256:7336af34f1f03984294ddfb0308f0544c4c999ed947d2ad88c4a91d957fa61cc

Observation 6f344a71-7df5-40b3-845b-8468bac72dcb · outbound

This paper cites The nlp cookbook: Modern recipes for transformer based deep learning architectures,.

Personalizing Education through an Adaptive LMS with Integrated LLMs The nlp cookbook: Modern recipes for transformer based deep learning architectures,

Reference 32

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T14:50:19.715800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.323805Z digest=sha256:480fd537dbbac2e1b61a2986c2b75d58b64d76d0c26ab89259751aca189a1de5

Observation 17f62e58-0dcb-4dc4-9a9d-57feefa220d7 · outbound

This paper cites Talking About Large Language Models.

Personalizing Education through an Adaptive LMS with Integrated LLMs Talking About Large Language Models

Reference 33

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unresolved
no resolver link, observed 2026-08-10T14:50:19.327176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:50:19.327176Z digest=sha256:cfb6e5fb859e92c2be9bbdfc06345d3426a9e9fd9ebfedd9813471e5c4c73b51

Observation 3b5450e6-0fae-4ae5-a5a2-d5a2a9a82693 · outbound

This paper cites A Survey of Large Language Models.

Personalizing Education through an Adaptive LMS with Integrated LLMs A Survey of Large Language Models

Reference 34

Resolution
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no resolver link, observed 2026-08-10T14:50:19.330758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:50:19.330758Z digest=sha256:ac9efd3f860640086a80bf490de813f6ae6b8b1bd9d5c9df724c4cfb2f36a98f

Observation de6da6a8-4406-4ff5-aea9-82cfa76047ed · outbound

This paper cites Interactive analysis of word vector embeddings,.

Personalizing Education through an Adaptive LMS with Integrated LLMs Interactive analysis of word vector embeddings,

Reference 35

Resolution
verified exact
doi, observed 2026-08-10T14:50:19.445586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.334509Z digest=sha256:0e9290f331db50b6a3e52cd1fcd050b8b2708f2ab21fb8e69bf1765951faa747

Observation a34330aa-5f3b-4d9c-83bc-27898c3301b4 · outbound

This paper cites A Survey on Retrieval-Augmented Text Generation.

Personalizing Education through an Adaptive LMS with Integrated LLMs A Survey on Retrieval-Augmented Text Generation

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-10T14:50:19.338034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:50:19.338034Z digest=sha256:53abe88c5dc074e498e5d611c8f6f8c9be47926d385a7ff24872c92f6b82b5df

Observation f3315d05-083e-410a-851f-9b3060973e55 · outbound

This paper cites Llm lies: Hallucinations are not bugs, but features as adversarial examples,.

Personalizing Education through an Adaptive LMS with Integrated LLMs Llm lies: Hallucinations are not bugs, but features as adversarial examples,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:20.132379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.341397Z digest=sha256:ff7df12fc2a7643535a7e865d1d101de25fb22f66ffcc5fbd1787bebfba9a0ff

Observation c289618d-1e2d-4b3f-9a93-0140f78c9931 · outbound

This paper cites Hallucination is Inevitable: An Innate Limitation of Large Language Models.

Personalizing Education through an Adaptive LMS with Integrated LLMs Hallucination is Inevitable: An Innate Limitation of Large Language Models

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-10T14:50:19.348642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:50:19.348642Z digest=sha256:ac7ec9c5912ac5e3377a2244e576373af3d945fa51e54c612f9a8e868cecb008

Observation 7447252a-a213-4b62-a17e-34cac4e05158 · outbound

This paper cites What is devops?: A systematic mapping study on definitions and practices,.

Personalizing Education through an Adaptive LMS with Integrated LLMs What is devops?: A systematic mapping study on definitions and practices,

Reference 39

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T14:50:19.599805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.352255Z digest=sha256:7c9ebcac6cb4f72e040522d18218a3f382faf56cf07305f211a66cca774767c4

Observation b1207195-cf4f-4362-958c-81d2b60646fe · outbound

This paper cites LLM Lies: Hallucinations are not Bugs, but Features as Adversarial Examples.

Personalizing Education through an Adaptive LMS with Integrated LLMs LLM Lies: Hallucinations are not Bugs, but Features as Adversarial Examples

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-10T14:50:19.344855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:50:19.344855Z digest=sha256:2d18d1d2a543dbe4742995b9b7f60d1e93d8bfd5e1a9d90573bc7e37a2094b28

Observation 9ed40504-679c-46e2-a7aa-e7a0449261f8 · outbound

This paper cites Grade 3 assessment of reading, writing and mathematics, primary division - student booklet - mathematics,.

Personalizing Education through an Adaptive LMS with Integrated LLMs Grade 3 assessment of reading, writing and mathematics, primary division - student booklet - mathematics,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:20.110271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.359181Z digest=sha256:7cdc749576ae4f7ee0a219bdebe1a5c2acb580a19ffc9f91bf169ac41b2df73b

Observation f7507672-8b5b-4af9-9ad9-a37469ad65ad · outbound

This paper cites Resource: Released questions - assessment of reading, writing and mathematics - junior division,.

Personalizing Education through an Adaptive LMS with Integrated LLMs Resource: Released questions - assessment of reading, writing and mathematics - junior division,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:20.099454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.363272Z digest=sha256:86c0ab1dcf0c7da32230aa5d3def0001acc1b5c137309290c23abfdf0829f746

Observation 96ca8ef6-32a6-4c74-ac05-7cbe54bc0794 · outbound

This paper cites Math - sample test questions,.

Personalizing Education through an Adaptive LMS with Integrated LLMs Math - sample test questions,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:20.120704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.355713Z digest=sha256:29ca2b59d2b430153f35148cc95a2318ca40868c1d29f11e9e477fa48851bc35

Observation 12fb6068-c2d1-43f0-b24a-e1b9d355af25 · outbound

This paper cites Released selections and test questions - ontario secondary school literacy test (osslt),.

Personalizing Education through an Adaptive LMS with Integrated LLMs Released selections and test questions - ontario secondary school literacy test (osslt),

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:20.079779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.369689Z digest=sha256:137c85ecfc0fc36bd91a337e6f27eb854913d2889243f87ba2f373fe5c987e82

Observation c2bc95c3-57b8-4bd6-a505-fb3cf7a6d4dd · outbound

This paper cites Reading comprehension sample questions,.

Personalizing Education through an Adaptive LMS with Integrated LLMs Reading comprehension sample questions,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:20.069650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.372931Z digest=sha256:35051faf6592e5889f974e94f8c7ce87cab7e3664dfef03ca2d21e3b3d0cc035

Observation ec6d03bf-89e1-48fb-a2df-f1d958159016 · outbound

This paper cites Reading - sample test questions,.

Personalizing Education through an Adaptive LMS with Integrated LLMs Reading - sample test questions,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:20.089712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.366442Z digest=sha256:636c491732959e6be74c89bebd81a787a4086f820178b863674639778e472eb6

Observation ff02185d-fff8-43ef-b4ad-4c04d6e3aa39 · outbound

This paper cites Released selections and test questions - ontario sec- ondary school literacy test (osslt),.

Personalizing Education through an Adaptive LMS with Integrated LLMs Released selections and test questions - ontario sec- ondary school literacy test (osslt),

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:20.048748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.379411Z digest=sha256:4617844705358c770e6319e0066867e9aee45795f51ab54290c77a7aa7fdf3e6

Observation 26ff26f3-4ea8-4696-ba9f-1dbeda8820f4 · outbound

This paper cites Ontario secondary school practice literacy test,.

Personalizing Education through an Adaptive LMS with Integrated LLMs Ontario secondary school practice literacy test,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:20.038227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.382744Z digest=sha256:7be05377818dfc0f90e8d5a01176202eb1587c4303654cb49d08d195c277b591

Observation cb5911e7-d217-4ca9-a569-1fee5ebcc538 · outbound

This paper cites Ontario secondary school literacy test 2015 - student answer key: Released questions,.

Personalizing Education through an Adaptive LMS with Integrated LLMs Ontario secondary school literacy test 2015 - student answer key: Released questions,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:20.059116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.376269Z digest=sha256:1d2ef0154136070f647ca1ba1ceff7383fbe7da9e03d0bb731560e4bb7b2f249

Observation 95fa1384-9dd4-4ec8-94ca-9256319db85b · outbound

This paper cites Writing test scores,.

Personalizing Education through an Adaptive LMS with Integrated LLMs Writing test scores,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:20.017262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.389535Z digest=sha256:cc23f0688680e750476637987170f0558c23cda1efa7c8d4a9e2a258ee633997

Observation c8acb377-cd94-4303-a06e-8936849d4135 · outbound

This paper cites The act profile report – national, graduating class 2023,.

Personalizing Education through an Adaptive LMS with Integrated LLMs The act profile report – national, graduating class 2023,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:20.006307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.392868Z digest=sha256:ff85d2061bc137829eaf415b3079563ba823810ca1431c3bdde20c08d7cc5eba

Observation e82da31e-561e-4bd4-9319-c7f30b2fdeed · outbound

This paper cites Writing sample essays,.

Personalizing Education through an Adaptive LMS with Integrated LLMs Writing sample essays,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:20.027790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.385995Z digest=sha256:0438ef1eb20be00f4d8d78955bb83a76b0da6148067d089402e96e7422847317

Observation cd45df5d-c3d8-4699-90f1-a031e21e19e2 · outbound

This paper cites Logical reasoning: Verbal classification,.

Personalizing Education through an Adaptive LMS with Integrated LLMs Logical reasoning: Verbal classification,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:19.984414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.399816Z digest=sha256:7cd9c9920b4554cf20bc601b6b42e034ee303313ac58a274e16aad0789cff3d3

Observation 0ffb9c1b-4aa8-42a8-bbbe-de8907cd4131 · outbound

This paper cites Logical reasoning sample questions,.

Personalizing Education through an Adaptive LMS with Integrated LLMs Logical reasoning sample questions,

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:19.973776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.403293Z digest=sha256:e09d5d9fb15a7572a3659b4631511d03140f277e2a737c2e9236b1ccebd7fd1c

Observation c0b885d2-660f-4dd7-afce-9e98be04b667 · outbound

This paper cites Logical reasoning: Number series,.

Personalizing Education through an Adaptive LMS with Integrated LLMs Logical reasoning: Number series,

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:19.994984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.396293Z digest=sha256:c02bac05cfc4094cd67d55ccc4488cf71ea0f42ce8fba657495baca80ce97057

Observation 756b6e31-a598-481d-9150-fd8a898f92ac · outbound

This paper cites Searching algorithms,.

Personalizing Education through an Adaptive LMS with Integrated LLMs Searching algorithms,

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:19.952309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.410067Z digest=sha256:5aae371da9c76793d71e1d5f072de6c5546675e762aff6d55b7c61dbf739df69

Observation f09b68d7-72ff-4e93-8fa7-50e854a179f7 · outbound

This paper cites Python examples,.

Personalizing Education through an Adaptive LMS with Integrated LLMs Python examples,

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:19.941434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.413366Z digest=sha256:87a5d1a62cfa57e60f56865247879ca503d3a8b70ecf3e36b708ad6d31ee3a28

Observation 0ee5aa5c-d9f9-4bbf-aa1a-d7bd0751de09 · outbound

This paper cites Cormen, C.

Personalizing Education through an Adaptive LMS with Integrated LLMs Cormen, C

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:19.963183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.406617Z digest=sha256:9020ceef4c656bc161df82282285fa56161946f8fe10e3f90aa7e7adb19ed749

Observation 1a750fc1-2dce-49c9-9313-e91c5187566b · outbound

This paper cites Active Retrieval Augmented Generation.

Personalizing Education through an Adaptive LMS with Integrated LLMs Active Retrieval Augmented Generation

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-10T14:50:19.293225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:50:19.293225Z digest=sha256:e63dada7bbe4bb5cbbd89a16ebdadc9a242060844219844115b0f997da414dd7

Observation 968d8965-6307-443f-9d74-f5e8e1027750 · outbound

This paper cites Available: https://openreview.net/forum?id=Rh1aThKliu.

Personalizing Education through an Adaptive LMS with Integrated LLMs Available: https://openreview.net/forum?id=Rh1aThKliu

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:50:20.285046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T14:50:19.237752Z digest=sha256:22a7f5f28fe1a2c98b5cb9efe51d2441dbf16d21b108798ce5ecbbffaed45912

Pith citing papers

No inbound Pith citation observations are available.