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Paper Citation Record · LEDGER

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

As of 20 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 2026-08-20T06:33:59.587034+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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unresolved
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 2026-08-20T06:33:59.587034+00:00.

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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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:04.259469Z digest=sha256:f08e0dc8926ff8ad6d2d226240a345395a9fc7899331f9f380e987b3d1615598

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:04.384938Z digest=sha256:ef6ad0ea1aaabcb693293c8231173dc9bb13fae4a5ff09c041ae8d74b5ff7820

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:04.554336Z digest=sha256:750380f8a43c95ab1c3a85234fbb0d112517d1a4aba7afb9b486f59ce45c6574

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:04.647623Z digest=sha256:a19c60e38a31d0196f24166d8fc3dc0ec8b50b5e6d428311d99171916f4af4fb

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:04.853118Z digest=sha256:bf6890d12271197113a0fe84be01f5e3f47c397d2c42a937ce4a62677ecbc6f6

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

Resolution
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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:04.998986Z digest=sha256:00c5199444603bb952d958d22aeca76b828f6c35047b14446cf554133a9e7854

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:05.148923Z digest=sha256:cc9ed7abf359c0ccbd260cfbf566bec1b398d6c33b9622cbd1f11012959dad4b

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=sha256:49a67d7d8413258f114219d2016e57dc0c91fc1a93666d3c9b1134e3144a88b5

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=sha256:350840275ef6588b557f4e8a18d172bf992c7ac2125e244dbf4cbab9af700733

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=sha256:72dc17e15ee743b7f8faa396cea7b908b76d4c18ffd086ced31413c84618b62a

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

Resolution
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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:c2f9a0692c16f41b3000bb6d7098abf52f901f4d78acf90134ce11182ae97737

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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unresolved
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=sha256:90fefa15bcdb045de0703c0e7bb30a68f259e26e0caed035d5af1dc10517bb63

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:05.683481Z digest=sha256:12494502a9f95b7ea1e5cda8f3dd0ed27fbb30f7fb4713e6422e2b921a0629dd

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:a3abc0bf205f30a9dedcec9085968fc35e34e1efc493365ae7bebda075292c7c

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:05.906915Z digest=sha256:fce67c38b67f365a641b8bb20622e00c4b59a64985f12854b715d6e12bc33329

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:06.008205Z digest=sha256:29c4f6fd05ad6491c4006df815b3e6c5f3162150f68f1ba207d3b26a0025661a

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

Resolution
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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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:06.094562Z digest=sha256:80dc43404bb69184f5abbccb2f411357b25a29b6ea1ffcba742fae61f7820604

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

Resolution
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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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:06.189989Z digest=sha256:1fb3f5f08f0a69fe067602783f881618cc2a15633a773b7ad1bd56c5a65eee00

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

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:06.234836Z digest=sha256:d1bfd15ecc35ebf892e8c208839c88b97c2cb2c29676e11ebd1accef9a2d8806

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:06.256821Z digest=sha256:0411a7fefb40ce17a49e6ca68f473fe062586cb4168665d3e61c0902bd3506ae

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
verified fuzzy
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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:06.343757Z digest=sha256:690acc37659a821c35f780e3984468626810eefb38c0b97a6a6e37c8540ff1b4

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:06.406263Z digest=sha256:667c7dd41b54f98c739fbed68bf68230139b410395b6091b5ac511a80ba1b23c

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=sha256:5a056670f5709fc28d921814fc8fff3a51f6ffeddf9484b649c1b44227a23bd4

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:06.482196Z digest=sha256:3473ab0bf36fde8dadb1fae31f99257698352933f43867d741df0a22d3d8eda2

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=sha256:0bdfcc89837df3b0d2087bcf090bc86669aed94075128f85adbe4d861df4e882

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=sha256:7eb8db20cfd98ae82d333059575ad6b1ad56c40625e48f5dc8a713879e7d8830

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:06.594848Z digest=sha256:7b13efd6c1d383e22919bd72f539cf91efd84be7468efe7ad64b0c2ad5bfc6c2

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

Resolution
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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:f5be5f05bee7b4f6ef1c9ea76e67d6c3f22e87ba73d094e05e3e7fafabc9b757

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:06.704658Z digest=sha256:e00df4e5fa7a9de0b2f63b3ca31b4989a2100370f0b91575a1bbc7ffd386b4cf

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

Resolution
unresolved
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=sha256:01d0d8b7450cc7aaabd9d1377635fef47ac99690436504065b785cdacbef97c6

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=sha256:942778cf76f37636b95ad049b92dea08af45ac5b2bfe80b5be5d425769478f88

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:06.899030Z digest=sha256:ea36d944049031e4aba3a3e1416c7316cfa989380d3493ffc131a2a196a15e70

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:06.947768Z digest=sha256:2219d192095023cd81e5f981a70881bf4e681401a51a1849431ea0cd286fc666

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:06.985937Z digest=sha256:d25d8651e2816e8660f0d8584d5cffc80bc94afb142cc44ede1f9f99264340ef

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:07.026315Z digest=sha256:a2678347b7d9ea5135e9a2695bd1eb182000a4648b766c8d73126ed26ba7edae

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:07.070875Z digest=sha256:3b516623636ef50e554b860a77c1b6cc378754701dd818482427cf26bc078e7a

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:07.107679Z digest=sha256:ef3938d7b759191412bbf001ac46cb88d732a9468bef19756debe12eb8a809be

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:07.144662Z digest=sha256:abd16dd9377bfaa4a7262b0cec9b14e792d16d01cce9112daf3bc5b47176e696

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:07.203141Z digest=sha256:d0a407fb464182de97eca0440f2a3a0f864012caff4917990f8f21e6571d782d

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:07.248627Z digest=sha256:fb4f4bf65ccdd25408796aa587205bb477f708b566d9036d53213ca81e36e30d

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:07.326897Z digest=sha256:1fb6b5537a1fac5755147fb8d2eb0811b256147f91664779418d401a8b038411

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:07.377385Z digest=sha256:755e5544e3389765ce05bc581b243ef94a2c930705ca235e5a091ba133b255eb

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:07.425463Z digest=sha256:828f697b3242009df0fd6ae20d978ffd0e999954d25bf77c92548b955f5cc0c3

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:07.465553Z digest=sha256:726bf4348fe3b71e95309851c7113c2c078d285a7b7c2ba8e7f8c4553b1bd751

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:f98863c5dbd58cdb6f2a373854e436a2e56ac73da84a92c40418d52702a4af35

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:07.565481Z digest=sha256:436de51f19582da99cb4e18fff1ddedeecf37c8f812c595f3115ba36daece41a

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:dcd9729e4aeb7a81cf622ee0a03cb9a0d82aba5465260ed5d0aaacc18d5dfc19

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=sha256:41a985e57aff2778192bd16ffaa582f5957f4e21359cda75e7d861a81e605bd8

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:07.821072Z digest=sha256:fa6f7548e2310326e3ded424e6a02bbbfd940d0d4db2a175464f9c65dc0a6e90

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T21:56:07.914119Z digest=sha256:8f19e762bd76aa973588c3313e386f0ef0d248095d9a01d76c6d6971974148fe

Pith citing papers

No inbound Pith citation observations are available.