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Paper Citation Record · LEDGER

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval

As of 9 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 0 inbound Pith citation observations for arXiv:2506.23026.

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

pith.paper-citation-record.v1
2506.23026 v1

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:56:07.914119Z

measured 51 of 51 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

51 of 51 outbound references displayed

  • verified exact2
  • verified fuzzy24
  • unresolved25
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ce05da7a-c68c-43a1-bc90-591e0580acfb · outbound

This paper cites an unresolved cited work.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Unresolved cited work

Reference 1

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raw_fallback, observed 2026-08-06T21:56:15.924062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:04.121176Z digest=sha256:74408e4f65056e2803790e4478389a1c64d9cc8c056cf006f9d715c0ca1f9812

Observation 23a30da3-a259-4998-b0cc-7e4234259c0f · outbound

This paper cites National Assessment of Educational Progress (NAEP).

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval National Assessment of Educational Progress (NAEP)

Reference 2

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raw_fallback, observed 2026-08-06T21:56:15.730189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:04.259469Z digest=sha256:75ec9f67a4a3a93eb61f55351ff5881d1d71c70ea7bf45fd986afe9852b446b5

Observation 87421657-03bd-4bd9-a4e3-42a51c1ec996 · outbound

This paper cites an unresolved cited work.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Unresolved cited work

Reference 3

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:04.384938Z digest=sha256:354c7c150eb9f345519d991dacf1c5f4547c0a90722e30bb9c7385b940cce684

Observation ddda3a1f-7b9e-4f61-a12b-67d92ff5eb6f · outbound

This paper cites Fernández-Luna, J.F.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Fernández-Luna, J.F

Reference 4

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verified fuzzy
raw_fallback, observed 2026-08-06T21:56:15.486668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:04.554336Z digest=sha256:11c77ec5dcaf94b88d32aca598876e9fe17a237a37d9903ac4c95586275ee351

Observation d65dc752-c428-4a12-963f-4bf610b60385 · outbound

This paper cites Ott and D.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Ott and D

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:56:15.354248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:04.647623Z digest=sha256:1c5c803e9e7c440391a57cafc3f72074d18c78da98586a8b6783febef8fd1541

Observation 26c47134-87f6-4ffa-831f-6fb8d05b9e66 · outbound

This paper cites Henkel, Z.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Henkel, Z

Reference 6

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raw_fallback, observed 2026-08-06T21:56:15.256823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:04.853118Z digest=sha256:d372603fe337714fadb683c65c63b1319ad57bac1d7b58774cc3767c86294707

Observation 1c95f840-a794-4f9d-bebf-92554d5f8814 · outbound

This paper cites Brown, B.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Brown, B

Reference 7

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verified fuzzy
raw_fallback, observed 2026-08-06T21:56:15.144717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:04.998986Z digest=sha256:dd9ee4c1c9249bcd08b32cedbe7432671d1ffb71f531c535f281300c3c896655

Observation a07723f1-6813-4969-8214-4724853518fb · outbound

This paper cites Chowdhery, S.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Chowdhery, S

Reference 8

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raw_fallback, observed 2026-08-06T21:56:14.993583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:05.148923Z digest=sha256:5392fda4ecec5c3743c6c9d576096fc4474e622b87307e2515242b636d14ecdc

Observation 03803eeb-986f-4f01-b7f2-a06f699d9e58 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval LLaMA: Open and Efficient Foundation Language Models

Reference 9

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no resolver link, observed 2026-08-06T21:56:05.293784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:56:05.293784Z digest=sha256:7fe0ab332a18ad5f34d763c8b1f2dc99499f18ccc85ce706992ef4c6916e08b2

Observation 58725867-e849-4cb9-926d-20671f47d931 · outbound

This paper cites OpenAI o1 System Card.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval OpenAI o1 System Card

Reference 10

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no resolver link, observed 2026-08-06T21:56:05.375320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:56:05.375320Z digest=sha256:309f56b040b16e038d5dbae760d6245b60969c2d6f1ca107b13c5919a2b43fb2

Observation 39b9d704-2714-4f2f-931b-d730cb985e8a · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 11

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no resolver link, observed 2026-08-06T21:56:05.438625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:56:05.438625Z digest=sha256:68aba7fcd8aa4880fb36c5db13e71c2a350a0e3760cd9bf8b3707bbd5e2d4eb5

Observation 3b0b5e52-7a71-4cd2-bcf8-9d50e78c5717 · outbound

This paper cites GPT-4 Technical Report.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval GPT-4 Technical Report

Reference 12

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no resolver link, observed 2026-08-06T21:56:05.533384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:56:05.533384Z digest=sha256:59a18ac147907955efd6519167400abf7199234a7ace87ac4a3e11e2b5335b4f

Observation 7e9553e8-a484-4b04-b2ba-adebc426d019 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 13

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no resolver link, observed 2026-08-06T21:56:05.620142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:56:05.620142Z digest=sha256:f81e666d1fc5855745e90e8fab30999021bfdc375298ac2c76e76f66ca537fce

Observation 9096086f-3864-49a0-a031-5de035d04c07 · outbound

This paper cites Trinh, Y.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Trinh, Y

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:56:14.765479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:05.683481Z digest=sha256:8434d03975fd15e8fadd5ae9383aaab2fc441b5ee808f559e6d8506734ac9f63

Observation 7e14c9d6-931e-4a28-8014-e019840add2a · outbound

This paper cites Chervonyi, T.H.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Chervonyi, T.H

Reference 15

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unresolved
no resolver link, observed 2026-08-06T21:56:05.770358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:56:05.770358Z digest=sha256:493a71c1f1a98495a5fee9770a1ebe55ecfc28cabfcbe1a7a9111b41884b4d6b

Observation 1408fdc7-64e9-41a1-b5fa-27affe95acb8 · outbound

This paper cites Rasul, S.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Rasul, S

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:56:14.566381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:05.906915Z digest=sha256:65750506b8b67a66ca28ebdbc28c53c337c4739f517ad51861a7cde755a8c562

Observation d65d7924-642a-4aa5-8e6c-d0485f89a694 · outbound

This paper cites Dempere, K.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Dempere, K

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:56:14.329012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:06.008205Z digest=sha256:b904a4d484eb325e78ef9a5086d5425fe2886f664ffe56471479be32083ec315

Observation 2685b3ad-bf3d-4367-a1bd-e5bad9ac8738 · outbound

This paper cites Mvondo, B.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Mvondo, B

Reference 18

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raw_fallback, observed 2026-08-06T21:56:14.095867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:06.094562Z digest=sha256:aa17ce0fcd0eb5c72e8c8a21086149c6f170d2b9e03bdf80e6b1684454a4d926

Observation 5001b36c-c154-4076-9823-ae1023ef7e3b · outbound

This paper cites an unresolved cited work.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Unresolved cited work

Reference 19

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raw_fallback, observed 2026-08-06T21:56:13.863702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:06.189989Z digest=sha256:e65c2313b512d01b1622cb181d6a0d2f529c32eed711be6c3a01d0b7b83c6c70

Observation dd5c67de-f57c-4bc3-8b94-c8dbd6717de7 · outbound

This paper cites an unresolved cited work.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Unresolved cited work

Reference 20

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raw_fallback, observed 2026-08-06T21:56:13.564644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:06.234836Z digest=sha256:045455715f80604003607b0351d0dd4acf80be452d2f41647669c9735fd38d5c

Observation d8523793-d590-4a9d-986f-48de1e7e1c4d · outbound

This paper cites Kasneci, K.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Kasneci, K

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:56:13.361687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:06.256821Z digest=sha256:eb0d78bb4a72c1a43cad61f1aa192740c967bf0227212a75cc2975b269aa0557

Observation b1bcbe87-cabd-405c-9ed4-3c7efc92cfed · outbound

This paper cites Dziri, E.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Dziri, E

Reference 22

Resolution
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raw_fallback, observed 2026-08-06T21:56:13.181962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:06.343757Z digest=sha256:ebd8a3c04e5e4752f0e5684b3be9ee98e1c53f72ca47470e89abfd44413b782b

Observation c83cd239-5190-4ae3-b1c7-2ea6c1c5459a · outbound

This paper cites an unresolved cited work.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Unresolved cited work

Reference 23

Resolution
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raw_fallback, observed 2026-08-06T21:56:12.971012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:06.406263Z digest=sha256:334d174cc0bccbc224b2ae1c7ca91f0b8963da62d4df3831df755dcc67985135

Observation d8de0432-476d-41f3-b86d-5e9bd1357203 · outbound

This paper cites LLM Evaluation Based on Aerospace Manufacturing Expertise: Automated Generation and Multi-Model Question Answering.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval LLM Evaluation Based on Aerospace Manufacturing Expertise: Automated Generation and Multi-Model Question Answering

Reference 24

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no resolver link, observed 2026-08-06T21:56:06.444793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:56:06.444793Z digest=sha256:277ccb149d2ed45dc8900b825682ac5a38274071a23d01a76fa3ce8bb3aa1478

Observation c69b1e6f-a04f-4ad8-b0e8-55b2a1a7a336 · outbound

This paper cites an unresolved cited work.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Unresolved cited work

Reference 25

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raw_fallback, observed 2026-08-06T21:56:12.748729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:06.482196Z digest=sha256:4a3215c65e0468eb2b355e80f238f19e0db631c97c4770917ca288d6ef017d8a

Observation 65f89ef0-4fa0-4711-a64e-939180174d02 · outbound

This paper cites Zhang, S.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Zhang, S

Reference 26

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no resolver link, observed 2026-08-06T21:56:06.519873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:56:06.519873Z digest=sha256:60f3628494cc53eb5816f453abfac06cc98b3a5c42fff9244c42562d2d8d6a66

Observation e5c1eb76-874e-4e97-a42b-4864c13dfe28 · outbound

This paper cites Retrieval Augmentation Reduces Hallucination in Conversation.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Retrieval Augmentation Reduces Hallucination in Conversation

Reference 27

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no resolver link, observed 2026-08-06T21:56:06.556331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:56:06.556331Z digest=sha256:48880295fc37706919b1fb05613afcff7994c7d65db077e776727607478c808e

Observation c4325ee6-40a5-42f6-81ea-a969edb689fb · outbound

This paper cites Lewis, E.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Lewis, E

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:56:12.460585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:06.594848Z digest=sha256:21b7bdedd3f0f7847291c7eceba9630b0ed67297adc18f04a05325fedcdde654

Observation 575b9f2c-ad10-4778-8837-aabf6463a618 · outbound

This paper cites Reducing hallucination in structured outputs via Retrieval-Augmented Generation.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Reducing hallucination in structured outputs via Retrieval-Augmented Generation

Reference 29

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no resolver link, observed 2026-08-06T21:56:06.644617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:56:06.644617Z digest=sha256:4bd3a621f4f5dc7b1ea81a2350f4d667ae5cd8e47b4b9b037bc80c72b0250064

Observation d78beff5-dc24-4d07-ad2c-7c115eeebafc · outbound

This paper cites Hallucination reduction in large language models with retrieval-augmented generation using wikipedia knowledge, 2024.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Hallucination reduction in large language models with retrieval-augmented generation using wikipedia knowledge, 2024

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:56:12.268054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:06.704658Z digest=sha256:8d9fecd5486f874624868c039696da59fb61187e88d3edb477fe5a991f65b7b9

Observation 8fddbbad-9b59-453f-887d-975659db09b3 · outbound

This paper cites RAGTruth: A Hallucination Corpus for Developing Trustworthy Retrieval-Augmented Language Models.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval RAGTruth: A Hallucination Corpus for Developing Trustworthy Retrieval-Augmented Language Models

Reference 31

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no resolver link, observed 2026-08-06T21:56:06.779540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:56:06.779540Z digest=sha256:327dd347e6db5b89cd834520e2d57c2ace80d3de39b29a13a227769519e41f77

Observation ff794342-8b22-4ed5-b1c3-b314a0429535 · outbound

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

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 32

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no resolver link, observed 2026-08-06T21:56:06.842349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:56:06.842349Z digest=sha256:12433d02254bddbce08b2a88430ff0cd77d0e30ca83c24605c4e157ced67cb5e

Observation 5d5f4dc5-85ae-4525-a1f3-7401b3e8614f · outbound

This paper cites an unresolved cited work.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:56:11.973775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:06.899030Z digest=sha256:a980a294beca19af988639325010bdad05d8bc3901c82fa50fd1cfbf2130174d

Observation af0cfab3-78f4-45bc-8264-be34296cfcb1 · outbound

This paper cites Large Language Models for Education: ChemTAsk -- An Open-Source Paradigm for Automated Q&A in the Graduate Classroom.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Large Language Models for Education: ChemTAsk -- An Open-Source Paradigm for Automated Q&A in the Graduate Classroom

Reference 34

Resolution
verified exact
local_arxiv, observed 2026-08-06T21:56:08.425278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:06.947768Z digest=sha256:37c1076a032e89f121a1cadc816a14122379ecebd479f23407bfe5559f8429b9

Observation a97b6de0-2227-463a-8ec1-bd7e2ec9bafa · outbound

This paper cites Faghih Shojaei, R.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Faghih Shojaei, R

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:56:11.808905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:06.985937Z digest=sha256:a810fe354e5453e8245c2d1f22c254afcd95036667106aa807b9df9f8ea1c94a

Observation 78f27ee4-ae0c-456f-9abf-b06ccd4ce818 · outbound

This paper cites an unresolved cited work.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:56:11.572590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:07.026315Z digest=sha256:fc95a3503845422dde1634d936363049c756b69ff722553e9308d8f456f8c5a3

Observation a90f5992-9a99-47de-b23e-799cc0d96588 · outbound

This paper cites an unresolved cited work.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:56:11.408794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:07.070875Z digest=sha256:baa792380782185199bd79925a4df9803739ab72cb0e661a6d4df2ee008484dd

Observation 517cb823-a652-4f86-bec3-4e2a2a06df63 · outbound

This paper cites Battling Botpoop using GenAI for Higher Education: A Study of a Retrieval Augmented Generation Chatbots Impact on Learning.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Battling Botpoop using GenAI for Higher Education: A Study of a Retrieval Augmented Generation Chatbots Impact on Learning

Reference 38

Resolution
verified exact
local_arxiv, observed 2026-08-06T21:56:08.153618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:07.107679Z digest=sha256:a5ca5fd5cc106b83ff73f99f1befa55d858b9722f8ea9f73b3729a580a3dcd15

Observation fc16a1d7-f5fd-4ebc-bb46-dd7d1399ef17 · outbound

This paper cites Schütze, C.D.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Schütze, C.D

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:56:11.179400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:07.144662Z digest=sha256:eaae2e285711abfbdafabda382b06cec70b9954480ed31d39b71f7712b2844b9

Observation 7fb4d06a-f2e3-4f68-9f9d-c7d162703be9 · outbound

This paper cites an unresolved cited work.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:56:10.919911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:07.203141Z digest=sha256:f66527e10cb8f33a1646c143fd192d6e6050d426e8bf8e4a1e20415f2ba4a910

Observation 19e3543c-ced9-4f81-89aa-24520af1bdbe · outbound

This paper cites Robertson and H.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Robertson and H

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:56:10.707662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:07.248627Z digest=sha256:af870e1903030d4fc8a87e5a0d46ebe7216391dfbe5ca502a2fe0bb3ed29a2eb

Observation e3187a28-db1e-413b-85a7-2352c4d692e6 · outbound

This paper cites Devlin, M.W.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Devlin, M.W

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:56:10.525593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:07.326897Z digest=sha256:7b91864dcb011c258b9482e4c1fefd5c51465721e8532dcd0aac80199c15c5b5

Observation 23df8a08-f973-41fc-9816-561aca62b656 · outbound

This paper cites Karpukhin, B.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Karpukhin, B

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:56:10.306196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:07.377385Z digest=sha256:465c5127fa01ab78e51540267cbed0951c24996060b35fd8a9746c58780d8367

Observation 0eaa313c-a702-4098-af60-c4a124b607e4 · outbound

This paper cites Johnson, M.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Johnson, M

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:56:10.134975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:07.425463Z digest=sha256:1dcf176c258ae7d9ef85723b8c3c42b728e2978bf7208545f50d39a9f3dd9ac3

Observation 2b320a3e-095d-464d-a8dd-093d980cd05e · outbound

This paper cites Jégou, M.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Jégou, M

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:56:09.831575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:07.465553Z digest=sha256:4a713b13017f383c65f22b765ec5682fee7de1f11788ab41d582455b69165e73

Observation b99a45d3-37dc-4c1e-8397-fd58152e0245 · outbound

This paper cites COIL: Revisit Exact Lexical Match in Information Retrieval with Contextualized Inverted List.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval COIL: Revisit Exact Lexical Match in Information Retrieval with Contextualized Inverted List

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-06T21:56:07.500857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:56:07.500857Z digest=sha256:0fd28fe136c15e0dc98663fef1af59f3e04a63d5a64fb875eda671211398b2b6

Observation 6cc89b58-6072-4594-a1ec-102b6409c855 · outbound

This paper cites Sawarkar, A.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Sawarkar, A

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:56:09.638917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:07.565481Z digest=sha256:4e976c714ca3b2e1364b2132b7852bd284d20f1890e6341e5ac075af92772082

Observation 5bca5d41-a299-4e81-8c4e-93f6dd1ff9df · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-06T21:56:07.644226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:56:07.644226Z digest=sha256:d17eceef9cc7dd276a12aa6204d4ef8b3993e381fdc357b5fd0f8887bc7d7149

Observation c5238b89-80a1-4c6f-affb-126b1d0f2be4 · outbound

This paper cites Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-06T21:56:07.727715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:56:07.727715Z digest=sha256:3f439c34117a2475c9d0f5c79eae55dea4038c895b461c2f581fa78db7ff22ce

Observation e2008b2d-5877-4b8b-be2b-bbcb652c738e · outbound

This paper cites Jina embeddings 2: 8192-token general-purpose text embeddings for long documents, 2023.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval Jina embeddings 2: 8192-token general-purpose text embeddings for long documents, 2023

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:56:09.367852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:07.821072Z digest=sha256:e9d1cde7216943df4b40fe310d85554c10a3a9696067c0a7bdb72f45c069f6b9

Observation ced22dbe-3c8d-4c7a-b046-909a766c9aba · outbound

This paper cites jina-embeddings-v4: Universal embeddings for multimodal multilingual retrieval, 2025.

Machine Assistant with Reliable Knowledge: Enhancing Student Learning via RAG-based Retrieval jina-embeddings-v4: Universal embeddings for multimodal multilingual retrieval, 2025

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:56:09.112406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:56:07.914119Z digest=sha256:37d32a2c5521dd3549ede8ddd6420644f4569e95655e54f94556c24964e65c67

Pith citing papers

No inbound Pith citation observations are available.