Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T14:50:19.413366Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T14:50:19.413366Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
60 of 60 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation a019da51-7078-4f13-9cdb-a6a68b6f1521 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Learning management systems, an overview,
Reference 1
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.
Observation ef0c3472-0621-4ed8-9a18-1389b9e33230 · outbound
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
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.
Observation f000db70-5972-433d-b27f-54a61e416800 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs The impact of number of students per teacher on student achievement,
Reference 3
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.
Observation de1dff0d-53fd-40bc-aba6-37983088cd7d · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Do spacing and self-testing predict learning outcomes?
Reference 4
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.
Observation 627bf699-08d2-4072-8518-4a9668bd79fa · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Woolf, Building Intelligent Interactive Tutors, Student-Centered Strategies for Revolutionizing E-Learning
Reference 5
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.
Observation c145e0e3-761d-43c6-86ed-0077d8911327 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Play and intrinsic rewards,
Reference 6
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.
Observation c5ca0db8-468b-4e71-8f07-54b74cfdaf04 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Alienation, agency and authenticity: a synthesis of the literature on student engagement,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c104928d-3e5d-485e-bbde-1a073ca2d5d4 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs LLM lies: Hallucinations are not bugs, but features as adversarial examples,
Reference 8
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.
Observation d227eab9-3b8d-4fbb-a13f-259e7cab884c · outbound
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
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.
Observation 3b1d1366-6e23-474c-916d-78622a9c825b · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs The relative effectiveness of human tutoring, intelligent tutoring systems, and other tutoring systems,
Reference 10
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.
Observation 6f5ef949-1b6f-42b9-9a5a-36ddbb1cdd7d · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Unresolved cited work
Reference 11
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.
Observation b72f2cdc-bddd-4aa2-b3a9-7c02cdba7c7d · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Ai technologies for education: Recent research & future directions,
Reference 12
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.
Observation a0c49a56-51d9-47ab-b97c-455106b248d2 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6472e3aa-4a67-4228-9fb8-185da816a3ea · outbound
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
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.
Observation c7a4174b-c22e-4cc2-9d14-435f34a1f6e6 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Systematic review of research on artificial intelligence in K-12 education (2017–2022),
Reference 15
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.
Observation 4915115f-4500-40bd-b9de-00c7fc0c10da · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Identifying opportunities for artificial intelligence in the evolution of training and development practices,
Reference 16
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.
Observation 480e6578-6a94-41de-88a8-b287b0f11df2 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs SciAssess: Benchmarking LLM Proficiency in Scientific Literature Analysis
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7954dae5-d7e1-4587-ae10-e5cc5bf7f577 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Large Language Models Are State-of-the-Art Evaluators of Translation Quality
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b34e782d-74f8-421a-b857-15ddfc553646 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Individualized ai tutor based on develop- mental learning networks,
Reference 19
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.
Observation 1aadd601-c7ae-4152-8e35-4b5ad542fb5a · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Examining student use of ai in cs1 and cs2,
Reference 20
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.
Observation eed710a9-d0cc-46bc-8c91-93ac98abb9ee · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Measuring Mathematical Problem Solving With the MATH Dataset
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8f9febc8-c580-4f34-857e-c867ebda099f · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs State of What Art? A Call for Multi-Prompt LLM Evaluation
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e9252f5-50de-48cb-8c1d-b5f3a98ebe62 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Active retrieval augmented generation,
Reference 23
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.
Observation 60bcac6a-0244-4072-add9-e9afde4cf16e · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 16442cd8-a1b9-44fb-873f-3acd76db9024 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7c9d4487-b652-4d91-824c-d2d8110e15a9 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Unresolved cited work
Reference 26
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.
Observation d7433310-38de-48cd-854a-dd72508e6998 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Expert system methodologies and applications—a decade review from 1995 to 2004,
Reference 27
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.
Observation 616b5808-8691-43bf-86ee-4c1e83dce0a5 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs The knowledge-based expert system: A tutorial,
Reference 28
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.
Observation 9adcb4eb-eab3-4586-9f4a-650a2215bc1f · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs The nlp cookbook: Modern recipes for transformer based deep learning architectures,
Reference 29
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.
Observation 79d33ad1-c378-4548-b466-facdf48713e5 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Deep learning,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2784ab40-9c07-44f3-a526-a2ae313fba8f · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs A survey of transformers,
Reference 31
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.
Observation 6f344a71-7df5-40b3-845b-8468bac72dcb · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs The nlp cookbook: Modern recipes for transformer based deep learning architectures,
Reference 32
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.
Observation 17f62e58-0dcb-4dc4-9a9d-57feefa220d7 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Talking About Large Language Models
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3b5450e6-0fae-4ae5-a5a2-d5a2a9a82693 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs A Survey of Large Language Models
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de6da6a8-4406-4ff5-aea9-82cfa76047ed · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Interactive analysis of word vector embeddings,
Reference 35
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.
Observation a34330aa-5f3b-4d9c-83bc-27898c3301b4 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs A Survey on Retrieval-Augmented Text Generation
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f3315d05-083e-410a-851f-9b3060973e55 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Llm lies: Hallucinations are not bugs, but features as adversarial examples,
Reference 37
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.
Observation c289618d-1e2d-4b3f-9a93-0140f78c9931 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Hallucination is Inevitable: An Innate Limitation of Large Language Models
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7447252a-a213-4b62-a17e-34cac4e05158 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs What is devops?: A systematic mapping study on definitions and practices,
Reference 39
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.
Observation b1207195-cf4f-4362-958c-81d2b60646fe · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs LLM Lies: Hallucinations are not Bugs, but Features as Adversarial Examples
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ed40504-679c-46e2-a7aa-e7a0449261f8 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Grade 3 assessment of reading, writing and mathematics, primary division - student booklet - mathematics,
Reference 41
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.
Observation f7507672-8b5b-4af9-9ad9-a37469ad65ad · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Resource: Released questions - assessment of reading, writing and mathematics - junior division,
Reference 42
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.
Observation 96ca8ef6-32a6-4c74-ac05-7cbe54bc0794 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Math - sample test questions,
Reference 43
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.
Observation 12fb6068-c2d1-43f0-b24a-e1b9d355af25 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Released selections and test questions - ontario secondary school literacy test (osslt),
Reference 44
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.
Observation c2bc95c3-57b8-4bd6-a505-fb3cf7a6d4dd · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Reading comprehension sample questions,
Reference 45
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.
Observation ec6d03bf-89e1-48fb-a2df-f1d958159016 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Reading - sample test questions,
Reference 46
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.
Observation ff02185d-fff8-43ef-b4ad-4c04d6e3aa39 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Released selections and test questions - ontario sec- ondary school literacy test (osslt),
Reference 47
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.
Observation 26ff26f3-4ea8-4696-ba9f-1dbeda8820f4 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Ontario secondary school practice literacy test,
Reference 48
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.
Observation cb5911e7-d217-4ca9-a569-1fee5ebcc538 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Ontario secondary school literacy test 2015 - student answer key: Released questions,
Reference 49
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.
Observation 95fa1384-9dd4-4ec8-94ca-9256319db85b · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Writing test scores,
Reference 50
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.
Observation c8acb377-cd94-4303-a06e-8936849d4135 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs The act profile report – national, graduating class 2023,
Reference 51
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.
Observation e82da31e-561e-4bd4-9319-c7f30b2fdeed · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Writing sample essays,
Reference 52
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.
Observation cd45df5d-c3d8-4699-90f1-a031e21e19e2 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Logical reasoning: Verbal classification,
Reference 53
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.
Observation 0ffb9c1b-4aa8-42a8-bbbe-de8907cd4131 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Logical reasoning sample questions,
Reference 54
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.
Observation c0b885d2-660f-4dd7-afce-9e98be04b667 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Logical reasoning: Number series,
Reference 55
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.
Observation 756b6e31-a598-481d-9150-fd8a898f92ac · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Searching algorithms,
Reference 56
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.
Observation f09b68d7-72ff-4e93-8fa7-50e854a179f7 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Python examples,
Reference 57
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.
Observation 0ee5aa5c-d9f9-4bbf-aa1a-d7bd0751de09 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Cormen, C
Reference 58
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.
Observation 1a750fc1-2dce-49c9-9313-e91c5187566b · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Active Retrieval Augmented Generation
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 968d8965-6307-443f-9d74-f5e8e1027750 · outbound
Personalizing Education through an Adaptive LMS with Integrated LLMs Available: https://openreview.net/forum?id=Rh1aThKliu
Reference 2024
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.
No inbound Pith citation observations are available.