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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 2026-08-11T06:34:44.6726+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 2026-08-11T06:34:44.6726+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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.210555Z digest=sha256:d0aeb983b29457eea775f55eae2aada0162ff8768e88ef7bea4e11d757f77e99

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.214439Z digest=sha256:5accda8568c4730307dff37af80492d9f9a0df85b4e3538772cb301de4d165c6

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.219032Z digest=sha256:e0e343c68798f0f24cc02f60c46ac63d82b5ce11a351dc61defca986a74f9f07

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.222876Z digest=sha256:df1fe4e04d625ee0e0016b3213cafc8fbcacfa53af70886ecb459b8719175c3c

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 2026-08-11T06:34:44.6726+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=sha256:0ac030a64b0b9cc4f35812dd770457c247b45d02eb191c36c4227f393f6e4708

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.234085Z digest=sha256:da9d25f671c7b8a09700d563b3c6867f8586a652e92b571354595117ffd9448c

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.241128Z digest=sha256:22e8e057b9a8613b524cc12f13e60e15537a6b8386aa8055f4e38ca6e2b72862

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.244567Z digest=sha256:6d19cb53adfae678fa4388b9ce8fdcedcd05428681272928a9b54f1cf6626803

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.247834Z digest=sha256:b300f6538f40f8d22b0f663cdaa8e06bdb186082b1b48d88011b2c4f64586681

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.251593Z digest=sha256:319971467ac90fc5735cee9c6d09e0e3d8368e2f89822d271c37f6a3d208f6bb

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.258553Z digest=sha256:0f924f2cc15ba00fd88037ed4ef86ccad3ea0378634cb5d8d36c805a960b9450

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.261543Z digest=sha256:6e8f6b35d46a22e2a9385319d29c8a10e9cbb9a6e0fdbf3182516ec664f3d231

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.264915Z digest=sha256:17ae67a6fd756dc32f898cf617526e33147fdc90a17aee7eca5f34182240a708

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=sha256:32694acfb789cef4f97f4758b9ae67bb4fa965ac4258fd80f73aa56c7ca67216

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

Source-reported events for the cited work

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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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.275797Z digest=sha256:28e919dd3d6b7206c5e5dccc0b663bf794ca5a9cf886c1275db19ffa3c2a365a

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.278982Z digest=sha256:93e75a81462a811efde818e9f9a33e024f7e172528944088cf40442abeb2eaf7

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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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

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.289807Z digest=sha256:c76e50cec10c5b6eaf474f00f3509023514b399dfbfcbe57bee474a71ac4f9e3

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
unresolved
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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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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.303871Z digest=sha256:7cae43a092e16d5d092282c5230d069af20747ec05ff1e232d2d4d4ec3540089

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

Resolution
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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.307586Z digest=sha256:2ed36e65bea7d0d71c97bad3d46370b2d2713bc4c90db30392ecb0128e0d1983

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.310904Z digest=sha256:c206731134946c20b7c0a024fc4cb17ee6a58adc981256b0642633249455bf89

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.314126Z digest=sha256:96c73c2924cc8b57aa88d2874e23a45fade73610192a5a3bc0c941e9b36d6fac

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.320748Z digest=sha256:ffed52db2949ae602f15e16f26a722789e230f4d5d356bcaf8b52347233a6cc2

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.323805Z digest=sha256:426ac6e7aab2797059f769ae7b320e9605c0ec698a17edb1b2c97bd4ff61bbf8

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
unresolved
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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.334509Z digest=sha256:1f0c9ded20ecdd4f7439a1bfb5acf048c742947f4647fd0f4a08ee4c8446d162

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.341397Z digest=sha256:f7e01b21a9df0bc65691697449fd0dde9afce35e5e19b409405e582a584cf594

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.352255Z digest=sha256:cd0dfe593fd5111777fac74a14fe02b2d31bc16a5a5cc71b62332cbd218a96de

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.359181Z digest=sha256:2bf17dd3d04258a4fbafde1594d4f02837a150a7d9ee9b68818cb4e98245ac27

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.363272Z digest=sha256:cb078e2209ee1f578da2996db42976dd9f4911f7e617bc1cb6d1b6e099e40188

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.355713Z digest=sha256:d0539230d9b4dcb5d819b88ee12f2131fa213734f99d261c05541ab4e0f7616f

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.369689Z digest=sha256:fe0dbaf288f5ab334acfd01b99380da751e145937a4a24f7dd0fc12e3fa53ed3

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.372931Z digest=sha256:80f234cb09839ca9aa48abec28ae4d603c978544b8901a87f3687f761ed9b427

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.366442Z digest=sha256:aa478335e2614873ce99303079c87279042801649639bcc18fefeadeaf67ed22

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.379411Z digest=sha256:7258b9a970d0a5b8333b875bcb161fc8fe00e8cee6d34c6e94508974f038d057

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.382744Z digest=sha256:ff4f670e2c751399edaca98ab15e1606babad827ed5479e901b22909829b6c17

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.376269Z digest=sha256:95386b024fac54e88e60269101f95252bfe62248b2bd327e9a94a375068c5e92

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.389535Z digest=sha256:bc669980c477efb0637df3579064714d74ae42b50395fe6030da85a8fa667a0c

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.392868Z digest=sha256:e70cdd5a483dc05144b4c083c8170a0b49a7b1989f5ce96fff414d45e15e8e48

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.385995Z digest=sha256:ff7f1a50b3edfaae59c978f33f16aec1c5e8334e296e84c70969eb7e75252a3b

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.399816Z digest=sha256:1ef99ed07b63a89b49d8a4ac29184f21a6618a54c88b56542a996f5d1df7329c

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.403293Z digest=sha256:8809f4822192a964010324eef3a17b9ada84e48711df5c31e5ad0668fd282533

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.396293Z digest=sha256:44cba8dfc319b8448d5fdc31f4e271d4f532f1472ff33c455f383d7d9b6369c1

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.410067Z digest=sha256:5940ecd22b814bf8926e55cedcb3f81888389fbd5dbe9effc1f3d624952c9a65

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.413366Z digest=sha256:c6b2acb59fc8e7a82f75ee3e165f4f43d8562c2ba88485d8671a77bee72461d8

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.406617Z digest=sha256:ff842b298075894c040bdf25c59cf3de5439c258e5789c7d696eff0c0cdee716

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T14:50:19.237752Z digest=sha256:74066da6e92d8d543b028f6ae5b66cc17ea3778a3fa65ef9b43e96b0cc7771e3

Pith citing papers

No inbound Pith citation observations are available.