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Paper Citation Record · LEDGER

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

As of 8 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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:04.121176Z digest=sha256:75fe2efd79f3c89ff98a6849951f35adff2f3af2d122ecba7406d88975b0f43b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:04.259469Z digest=sha256:fe668706ebab6c77373348e34594a985859abbc85205fb97be7f2442a1d354e2

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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raw_fallback, observed 2026-08-06T21:56:15.605610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:04.384938Z digest=sha256:a10c0b035a75612dd9fb6061d8a394c1a25aa2609b4f3240c1dac32b7e1524b4

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:04.554336Z digest=sha256:611e36b0a3f3ada9ef376acaccc34166be865f794be7d7c373f4582b546e171c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:04.647623Z digest=sha256:a532103d3b0a50b0becb163a851a72280a49f766e0485a0c46105293f6618900

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

Resolution
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:04.853118Z digest=sha256:2b83378de6b303fa11d132f745dbf5bdaee3bb24d04c344e93cd864892f176d4

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:04.998986Z digest=sha256:684e91fc46eb3ef6f92d8e4d512c73b235f54472c4b4201f57a0204fe17d2859

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

Resolution
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:05.148923Z digest=sha256:af311905b26ba83a6b5a7968ac230e97b4c828514dd6e41e2012674db9859e45

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=sha256:4b59f28389eb3e1fcd85f5c07ec50484cb9412b015dadde6fa400cc3e3244ab2

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=sha256:2a5ede9ef4238af0ca0b40c3ebf2767a1d59d684cb1fe65ecbbbfc13029bb315

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=sha256:09c3435bddc5dc8d150db78c33a4c08bfc7fb78460c9363d4f5e5e22cfad716d

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
unresolved
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=sha256:48a609dc38feef92d97cf91cdf3318ba78902e2c59ab83e7c64e1e8c52b9a495

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

Resolution
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:d6af4285aaf19ccf5da21f9c3705b61ed65c4e7a314a5e8319945ca65b6916bc

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:05.683481Z digest=sha256:c08a6cd17788f64a2cf0041192797808490f23f8769f675cce28432dabfc33bf

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:cf04fd8772a63cca8d3b203740ae433e22ab58985773a10803932597c928de18

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:05.906915Z digest=sha256:35096b84c5b348646d91155dc27a6044e458b1befb145c49daa657f134104e29

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:06.008205Z digest=sha256:2dc5eed35e0129d102a4b11f02c13f169ba6bb5b72d872637563bce08f404543

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
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:06.094562Z digest=sha256:3efa16eb6de7bdebae96329e23c27bac77d91d67982badcaa22611c9a89a6b96

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:06.189989Z digest=sha256:0f0ad49e78b616a65a1bae00fab84790706abc55e5a613dc66ff00f230bcb7f3

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:06.234836Z digest=sha256:a2a94762cdb4fd7348a9c9c82f6f289ae8a179ad3acb9a9f8831cc84cd3fdfbe

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:06.256821Z digest=sha256:2728ce968d0d9694cf43543f0d51f5329201372d160bf99f96df681e192d537d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:06.343757Z digest=sha256:ce45364ec93246e824f34aa73ca34d0abdfec0b13ff4f9f58382772a75726049

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
unresolved
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:06.406263Z digest=sha256:6a35b13e7a271d5255590267fd33040cb57bb0b72fac371fb334ef6c9a885a5f

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:d4cb170776e1df61d3c8d5f3714555a81d3f15423910f1d47efe80d23f70d605

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

Resolution
unresolved
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:06.482196Z digest=sha256:7216e20d726302a11d9431a2b14382c1e3be9429438f68203e14bc76a0bcc6e7

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

Resolution
unresolved
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=sha256:6de9d2536eb87351066dc8689ac5d360d23ba2a05e0573f8daa65ba2c0392a37

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=sha256:5fcc160c7b98aeecbc43c3c715cd9fbb972e5c9ff2e018732d0aae6c6425e134

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:06.594848Z digest=sha256:24e4250564f316ad6cf7706c524ec92281a954a0102d31e9dbab4cece7c15f57

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:fe3115b519df041293e44cf9b960a32b23ff8e4649c94d1ca2089215ef1c97a9

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:06.704658Z digest=sha256:f1ccd72805ee0b1f2ec72f55d13216f5ef4e505b9fdf01fcc0d77b7e4f30d5fc

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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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=sha256:7db0dfedb05476ce19a465a089b4068cd32d53a344a1badbd52c13d9254e6007

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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unresolved
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=sha256:0c62fccc3fa0b002a8a41b47a37d860a124b24ba94d774ffb380cf38406a4454

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:06.899030Z digest=sha256:21d24f5fad02efe9b15c8237741993e7862eb7ee2e874de3037c0f7da8613779

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:06.947768Z digest=sha256:1a77fa27b71eff41ade689beec4a25cce7d6300362c14438b8648adc397829ee

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:06.985937Z digest=sha256:f6133f7c7684cef0c3b9b90ec71b3e0929998654bc4b79173f694e019b8f7597

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:07.026315Z digest=sha256:3cce24223ba2ba2d2928533f55aba38a38bc74cc9795f305e8b8dd5fb3424025

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:07.070875Z digest=sha256:db0464a919f2f32a613834dbce7681b0f8a7c7293e89b75e68b8b56932fe2d48

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:07.107679Z digest=sha256:90de5fa1a465a85f0ec8c3aba7c0eb7ebd8fb01a315defe3e90749a6091af508

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:07.144662Z digest=sha256:fd999c9705b6e6ca7dff929a62a60a91e5b88e2a9f5fff8736bdde740aefcab0

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:07.203141Z digest=sha256:ffc7e9652710d66c823ac29f2c5597aa7756d1b0f6a408770cb9bb09f29a736d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:07.248627Z digest=sha256:2920e5e85babaf47f3f0b8bebe1c18d4cdc6de1afc4ce5288df2fe3ce4c170b0

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:07.326897Z digest=sha256:64cadb8b34ebeaa7b9cbbf9537aac466b5cf565a0615bdeb7e91527a3ec3bfd9

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:07.377385Z digest=sha256:4b8b1e9d4ac8acc76d5b48c41be3ef3f724bb67296f14ffd728e612fe3158c0a

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:07.425463Z digest=sha256:bd530a84029f4fae436bd0fb2b5dca5ba53c202112fb13b34adcbd006bd62722

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:07.465553Z digest=sha256:2be333c69b7ccf86dbbc2457f0e695e6d0ae4e4fc113c90dae4852741e5c1c59

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=sha256:31d6dab7ee41b22e4bf32a9e3b5bcefde8d63794de8ec47e54d516e414f1bbe1

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:07.565481Z digest=sha256:62d7bef8fad5a01b417c81bc034926a16aaf4521dc151e4e892574b4e9b57057

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:ae70ee550615e083391994874c64694392f1f452703f64217d0752e602438ab7

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:ad7d76bb95aed64ed15f19dd2f96682ca1d5f4269755a66c174553bbadd99c56

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:07.821072Z digest=sha256:1244f29d39216b0c885923566e7683cbd2733b79ae91709d24b9262f3f49851f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T21:56:07.914119Z digest=sha256:d4c094c80278d602f31335108f0aebff0c84773f39a9faf7b188fda1ba69b854

Pith citing papers

No inbound Pith citation observations are available.