Paper Citation Record · LEDGER

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study

As of 17 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 1 inbound Pith citation observation for arXiv:2509.07846.

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

pith.paper-citation-record.v1
2509.07846 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:14:17.512538Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-08T18:48:03.257015Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-09T06:10:42.870971Z

Reference resolution

41 of 41 outbound references displayed

verified exact4
verified fuzzy21
unresolved16
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f96f43b2-0c92-4c3d-aa94-4a09100c1ea5 · outbound

This paper cites New era of artificial intelligence in education: Towards a sustainable multifaceted revolution,.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study New era of artificial intelligence in education: Towards a sustainable multifaceted revolution,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:14:18.191575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 42d07027-630d-4597-ab29-43d406405e6e · outbound

This paper cites Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T16:14:17.357193Z

Source-reported events for the cited work

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Observation 712bd084-2c70-4d26-a644-a0ab7d5b6b35 · outbound

This paper cites What is the impact of chatgpt on education? a rapid review of the literature,.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study What is the impact of chatgpt on education? a rapid review of the literature,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:14:18.178845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ab44d507-0958-436d-bb8a-307259b77331 · outbound

This paper cites Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T16:14:17.365656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b681ae60-b4cd-4e9c-b364-8b06314dc644 · outbound

This paper cites Evaluating retrieval-augmented generation models for financial report question and answering,.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study Evaluating retrieval-augmented generation models for financial report question and answering,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:14:18.165020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 62e7344d-6d13-4bca-8f9f-0799dfaec8a8 · outbound

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

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T16:14:17.374427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7aa60f7d-2f77-4ae3-a389-776b57588b11 · outbound

This paper cites From Local to Global: A Graph RAG Approach to Query-Focused Summarization.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study From Local to Global: A Graph RAG Approach to Query-Focused Summarization

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T16:14:17.379858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a024be4b-107c-4d1e-a7dd-e201c522aa68 · outbound

This paper cites Retrieval - openai platform documentation,.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study Retrieval - openai platform documentation,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:14:18.152458Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation db2ba14d-a72f-4743-9df7-1d18cb1375c8 · outbound

This paper cites Knowshiftqa: How robust are rag systems when textbook knowledge shifts in k-12 education?.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study Knowshiftqa: How robust are rag systems when textbook knowledge shifts in k-12 education?

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:14:18.135606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 332d6521-aa62-4609-afcb-21d875e26aa8 · outbound

This paper cites Retrieval-augmented Generation to Improve Math Question-Answering: Trade-offs Between Groundedness and Human Preference.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study Retrieval-augmented Generation to Improve Math Question-Answering: Trade-offs Between Groundedness and Human Preference

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T16:14:17.392387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd3e5e68-e61c-43a0-a7a5-58ff9a2d953a · outbound

This paper cites Enhancing LLM-Based Short Answer Grading with Retrieval-Augmented Generation.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study Enhancing LLM-Based Short Answer Grading with Retrieval-Augmented Generation

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T16:14:17.397263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f017e9a-9498-48a4-9a14-d07e5ca7a646 · outbound

This paper cites Does chatgpt enhance student learning? a systematic review and meta-analysis of experimental studies,.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study Does chatgpt enhance student learning? a systematic review and meta-analysis of experimental studies,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:14:18.122805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b3fb4124-f01a-4710-8ec3-1e73c0c80ad4 · outbound

This paper cites LightRAG: Simple and Fast Retrieval-Augmented Generation.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study LightRAG: Simple and Fast Retrieval-Augmented Generation

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T16:14:17.406359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb564a36-848a-4f8d-b5f3-2389ab2d389c · outbound

This paper cites Rag vs. graphrag: A systematic evaluation and key insights,.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study Rag vs. graphrag: A systematic evaluation and key insights,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T16:14:17.410182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cec7f44c-094b-4f72-a594-afff2ce771db · outbound

This paper cites How Significant Are the Real Performance Gains? An Unbiased Evaluation Framework for GraphRAG.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study How Significant Are the Real Performance Gains? An Unbiased Evaluation Framework for GraphRAG

Reference 15

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68f38534-dcd3-4495-8faf-0c3317d5b65d · outbound

This paper cites Natural questions: A benchmark for question answering research,.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study Natural questions: A benchmark for question answering research,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:14:18.109432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 03c05395-0229-46bd-9a37-b945e4377cba · outbound

This paper cites HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T16:14:17.421320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05fed802-f7bb-4efe-9984-1214e7edb5aa · outbound

This paper cites MultiHop-RAG: Benchmarking Retrieval-Augmented Generation for Multi-Hop Queries.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study MultiHop-RAG: Benchmarking Retrieval-Augmented Generation for Multi-Hop Queries

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T16:14:17.424988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ce18f30-2d64-4efc-9592-c5c041f95ebf · outbound

This paper cites Are you smarter than a sixth grader? textbook question answer- ing for multimodal machine comprehension,.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study Are you smarter than a sixth grader? textbook question answer- ing for multimodal machine comprehension,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:14:18.094786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 86906b16-3df7-4652-b36f-0be192c2ef2b · outbound

This paper cites Can a Suit of Armor Conduct Electricity? A New Dataset for Open Book Question Answering.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study Can a Suit of Armor Conduct Electricity? A New Dataset for Open Book Question Answering

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T16:14:17.432318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16f0c68d-2cb7-4bc9-a21b-e00574348b4d · outbound

This paper cites Gutenberg, [Online].

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study Gutenberg, [Online]

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:14:18.079318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6c2f980c-5f35-454e-ada5-0596e234540c · outbound

This paper cites Available: https://arxiv.org/.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study Available: https://arxiv.org/

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:14:18.065937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 67f96def-6395-4b87-868e-bb85b786e330 · outbound

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Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study Moby-dick; or, the whale,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:14:18.051286Z

Source-reported events for the cited work

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Observation 26c84891-801b-4ebd-83fe-7fe7c10690c2 · outbound

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Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study Little women; or, meg, jo, beth, and amy,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:14:18.038018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d6423430-6a9e-4b11-98e3-038008eeac41 · outbound

This paper cites The north pole: Its discovery in 1909 under the auspices of the peary arctic club,.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study The north pole: Its discovery in 1909 under the auspices of the peary arctic club,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:14:18.025427Z

Source-reported events for the cited work

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Observation bc4ec8d7-e095-4a2d-b9b0-1a7eb4518e0b · outbound

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Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study A history of the philippines,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:14:18.011946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 21c2054b-3b8b-4ee2-8396-9d980780a837 · outbound

This paper cites The autobiography of benjamin franklin,.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study The autobiography of benjamin franklin,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:14:17.999577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation eb2b5244-92d7-44c2-9fc7-dfcdcbdb1d0b · outbound

This paper cites The economic consequences of the peace,.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study The economic consequences of the peace,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:14:17.986914Z

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Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study Narrative of the life of frederick douglass, an american slave,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:14:17.972104Z

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Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study Common sense,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:14:17.959740Z

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Observation 0bd00b0a-236c-4e6f-b445-e6c2808b0463 · outbound

This paper cites Foundations of Vector Retrieval.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study Foundations of Vector Retrieval

Reference 31

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Source-reported events for the cited work

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Observation be76d314-2b77-4d36-afe7-49559c22f1ff · outbound

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Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study Common Information, Noise Stability, and Their Extensions

Reference 32

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f0cbf0c4-1725-4bc3-96cd-d39b85719d23 · outbound

This paper cites Online Learning: A Modern Introduction Using Convex Optimization.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study Online Learning: A Modern Introduction Using Convex Optimization

Reference 33

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Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study A Brief Introduction to Machine Learning for Engineers

Reference 34

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Source-reported events for the cited work

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Observation 459d754d-aede-4028-8e4a-a00d21b1c3c6 · outbound

This paper cites Community Detection and Stochastic Block Models.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study Community Detection and Stochastic Block Models

Reference 35

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Observation 9e106e56-15e7-436d-a1f2-4b842dcd0a15 · outbound

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Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study Convex Optimization: Algorithms and Complexity

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T16:14:17.494057Z

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Observation 76fbbe8a-572c-44b8-b1ef-33b0438401be · outbound

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Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study System Architecture Optimization Strategies: Dealing with Expensive Hierarchical Problems

Reference 37

Resolution: verified exact; local_arxiv, observed 2026-08-15T16:14:17.622447Z

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Observation 9c506ffa-9fad-4d02-babf-c2a78ac6b4fd · outbound

This paper cites Microbiology,.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study Microbiology,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:14:17.945469Z

Source-reported events for the cited work

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Observation 2ded75e5-ca15-42be-aef6-af081f48f9c7 · outbound

This paper cites Can large language models be an alternative to human evaluations?.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study Can large language models be an alternative to human evaluations?

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:14:17.931615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e848db42-1dd5-4146-801c-56b044e0c6cc · outbound

This paper cites Judging the judges: A systematic study of position bias in llm-as-a-judge,.

Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study Judging the judges: A systematic study of position bias in llm-as-a-judge,

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T16:14:17.508772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b08c4d1f-9df7-4ddc-84cc-1429360a904a · outbound

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Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study Humans or llms as the judge? a study on judgement biases,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:14:17.917620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Pith citing papers

Observation ad4d2990-6457-42a4-b334-f46659e7c295 · inbound

Position: How can Graphs Help Large Language Models? cites this paper.

Position: How can Graphs Help Large Language Models? Aligning LLMs for the Classroom with Knowledge-Based Retrieval -- A Comparative RAG Study

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-09T06:10:42.873045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.