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Paper Citation Record · LEDGER

Personalizing Education through an Adaptive LMS with Integrated LLMs

As of 13 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 2026-08-13T06:32:02.005865+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

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 2026-08-13T06:32:02.005865+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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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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.210555Z digest=sha256:f2cb74cf2e981b8b7603cea42a27df655bcc5510277746017abf85e9eb48f1c5

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

Resolution
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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.214439Z digest=sha256:8636921b24aa03d49ac2fa2772b178edabe96b0d336d527b674244fff4593198

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.219032Z digest=sha256:83d3d2edbea9d06a9e4ae6e0660622812797f7e64dcaa6220cb2f6d6f415667b

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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verified fuzzy
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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.222876Z digest=sha256:cf3e2bee871303c3a5130130205dbf0054774a9f92f8ac2aad1b024b08418b8c

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 2026-08-13T06:32:02.005865+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
unresolved
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:a0374408a8e6c1ff5371534613b0649afe09c7f9b96a46d507dfdf0bbfa44897

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.234085Z digest=sha256:a99b0085896adb8cb6fa00362b09a480a4af09579816f11a2ef132a9fc431bb8

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
verified fuzzy
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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.241128Z digest=sha256:a0291d71c138b2711c9530dfd1e9efd4f15cc512866bb2fd142293f96c5c9379

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.244567Z digest=sha256:adf1711fc529479d245c7b210150abff4904955e73fce47b77586c6b44035e3c

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.247834Z digest=sha256:6fb75bd81a35408d7f0fb0cdd855a6519d2be7350ffbed0ec403c5a0a7f9cf82

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.251593Z digest=sha256:422e4e3c7de57f800647084edfebc1b11c83a69bd53bbae31c700d1254920c94

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
unresolved
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=sha256:6ef5e27bef801915c4b5127ba106a0ec3d707db6e618d5d1edee7a672354ae14

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.258553Z digest=sha256:e0dd690f30a4cc3999566f70144a2b2edfa4a47b244d44f0a27067083857f018

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.261543Z digest=sha256:9184cc7f7b9dc0fc89757c6cf6b65d04dcfebc351a52b5b93268d809ff4ad21e

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.264915Z digest=sha256:f7e8b8749eb53b5061779e5f24e062368484fa8bcaf42d6388b98cb0db832b67

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

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unresolved
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=sha256:49038c8112d93dacbf09c041478b7b84c3e892e84d87faf0b2a5a6678a117624

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

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

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T14:50:19.272057Z digest=sha256:61063f0227e49465a53599f9c4a7db7abc5a619e8b93d9c28401618da09dd7a9

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.275797Z digest=sha256:90d078b04d8128f27307609dac3684eacbc2e7647e92151ac6aee095669602aa

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.278982Z digest=sha256:3522db735a8e44a21db3fd5ab87672703536038c7da50e94cbaf8c02c685e1d0

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:d8030b5f183ba15128d8cce26f9abbf29b446ed94f5951bbddd911a638e874ec

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

Resolution
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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:ac7009fd546a7ad849da4604be63aaee8450745edc8efb3a4d4de30ff7561e3f

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

Resolution
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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.289807Z digest=sha256:57a67c6d95475ce521681bc0fb947879f8ad286635481216290e62cb2a8680e2

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

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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:ee43795ead7b2eb683f65b39e4a173209687162309b778e3e2ce0e079729b9e8

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=sha256:09b3ae1c5491213413790b7dcbd2ee1cea36740c25606d070710744a439f5042

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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raw_fallback, observed 2026-08-10T14:50:20.172506Z

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.

source=pdf_text observed=2026-08-10T14:50:19.303871Z digest=sha256:a3b60415fcf601aa133491b1e403902b504026fca6727de6e5dd5d943abedd47

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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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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.307586Z digest=sha256:f8e702df58156b58fa163bed63f5872209f996477db4816dfa7f08f395cff5e6

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.310904Z digest=sha256:f8c6a6bbba1eb112d47b4118a381904cd3b59362b02c6a3cba5a33e3c991d649

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.314126Z digest=sha256:812a295979f322c63d3ae00aa7220b8c000f14fbd3e0339e743905fd8cd1b9c7

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=sha256:5c573efdbbbfd13647805ca063077487ca35daf7a1a506eaf426be5c8a650fee

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

Resolution
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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.320748Z digest=sha256:21e215995beb024c0225a81c807a0be9f0c66656df6a79b627c66f940fe44a8f

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.323805Z digest=sha256:a44fbdfc1c782887dfc521878f104c5f0576ea216d158ba81c9b7a54eb92e4d1

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=sha256:9df9de320a9893762db582680ca6e972785d84027cc358379df2496cccd96b8b

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:cd74ce79cc0c79ca9a6089973266528f991133e8517c4a556e54c1bed403c5f7

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.334509Z digest=sha256:613f9a64a1bc55459c9e3fef7d73329b969b45ce0491e4e42f528afe8b58182a

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:abfa778207ea41fa604a2d134d48d1e4c3dad6813efe2441661fa37e34ed1c36

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.341397Z digest=sha256:27525099094c85503340b2074acc0c078e04e78a1c62ddc820ec954e10eb752b

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:bc9efeab41d275f2c94c14c6afd52597014ce91f90ae31ac2e5edc969d14907b

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.352255Z digest=sha256:25c451b832097eb34ad3b60f370ff6e3213ac00345eac56a6a3a3d667c755b75

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:d25d05064b9833373c22fd4fcfb190e18e12bcffeea707f15fc50cc3f8dec078

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.359181Z digest=sha256:e919a6232a9ba58f3ec1c24f627125f942253a315c5030d2f88e56c8de916216

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.363272Z digest=sha256:24bec07da6e3817b4adfb08b7d5335165bc289cbd366f1c026f4c5f9a0072beb

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.355713Z digest=sha256:3b2267d68dbc54eb958342c7152e1650fb89f177c11c680d286a21042d9c7d89

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.369689Z digest=sha256:9b04b919409a75cca10c469e398d22cae90b5208303a07ea6cc536f0b49d037b

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.372931Z digest=sha256:2e565a9069e211ce92ecac8cf71f8ec9995f01612fe3ef42d0c189d25e265a39

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.366442Z digest=sha256:770dca79be5129b76dc92fd4ad07676457ab76a6908bb8d017ecbaccb886437f

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.379411Z digest=sha256:10dd83b1801d91b97fe737a34a8ac37c2dde3af7e763ee64adaf4d220f75d205

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.382744Z digest=sha256:e63c7331334761b3a67c7a2bddf463eb1cf7c0cb54a4f914e096a1398a2af4a4

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.376269Z digest=sha256:620854945309a779474a02b1382bcf23883e802d69795999244219cdf5e24128

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.389535Z digest=sha256:4dd6d3c93d0c7c93cea21dd15e4d2e82101f871d0d60062a4df760f74019b97d

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.392868Z digest=sha256:bdfbce69b7efb85717b2ec2f362df7b0ff3d11ebd9a51713daedbe2b3a7b8446

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.385995Z digest=sha256:1d7d9df999cbb31e8c0d7b33a4b0f95b3679574a540841d5aae2a8390e21f5db

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.399816Z digest=sha256:2a3147b76bd7fbc7565816d6972c1b6f3491e7fec0fefde1af788d15d936c79d

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.403293Z digest=sha256:606c5e5a0c04fa1bb63e3f5aeb93c39c973f400b12844745b483394e53abfdbb

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.396293Z digest=sha256:514083d1dfbbf35a448e276401309aab4fd8dc687d1f9c11fff9c19a3bd6c50d

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.410067Z digest=sha256:141622fc67e8406b08bfbc9d958a96c1669c7ed01701fa05a7a3959ddee23218

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.413366Z digest=sha256:e02bb89f6779e330f9d8d7feff3e6946806934c5be6d149e198f7960fb9c9c2c

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.406617Z digest=sha256:5028ead3f439ede77ddc3e7b96e7290fc2ee3d4af561802c67e48362bd8d3758

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:a3bacf899586c3b19416ff8697af305decaf74096635166a0a2bca3ab5b5268a

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-10T14:50:19.237752Z digest=sha256:6b8e3f483ff0be3c8ef2f905e04ba04ace78c83b30c4ac42735cb0f87a0310ed

Pith citing papers

No inbound Pith citation observations are available.