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Paper Citation Record · LEDGER

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection?

As of 9 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 0 inbound Pith citation observations for arXiv:2508.08096.

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

pith.paper-citation-record.v1
2508.08096 v1

Coverage vector

measured 57 of 57 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T21:44:34.413299Z

measured 57 of 57 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

57 of 57 outbound references displayed

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  • verified fuzzy16
  • unresolved20
  • parse uncertain0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a26869d0-bb98-4aa0-ab3e-c0177c59c1f2 · outbound

This paper cites Same same but different: Tex- tidentität, Autor_innenschaft und Schöpfung- shöhe im Angesicht von generativer KI , pages 169–182.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Same same but different: Tex- tidentität, Autor_innenschaft und Schöpfung- shöhe im Angesicht von generativer KI , pages 169–182

Reference 1

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verified exact
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Source-reported events for the cited work

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Observation f24765df-715c-4a66-9b6e-3e14f9b1cd5b · outbound

This paper cites Fast-detectgpt: Efficient zero- shot detection of machine-generated text via condi- tional probability curvature.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Fast-detectgpt: Efficient zero- shot detection of machine-generated text via condi- tional probability curvature

Reference 2

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verified fuzzy
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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.

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Observation 116a8a91-53dd-4f3c-9a56-5b7646141f82 · outbound

This paper cites an unresolved cited work.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Unresolved cited work

Reference 3

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Source-reported events for the cited work

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Observation a17694f8-e307-4b29-b00e-0b64596ef809 · outbound

This paper cites Crossley, Yu Tian, Perpetual Baffour, Alex Franklin, Meg Benner, and Ulrich Boser.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Crossley, Yu Tian, Perpetual Baffour, Alex Franklin, Meg Benner, and Ulrich Boser

Reference 4

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metadata mismatch
raw_fallback, observed 2026-08-05T21:44:39.471852Z

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.

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Observation 48230ac7-164d-4d61-b11f-5819e4c93007 · outbound

This paper cites Bert: Pre-training of deep bidi- rectional transformers for language understanding.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Bert: Pre-training of deep bidi- rectional transformers for language understanding

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:44:42.157555Z

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.

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Observation edcf6e50-3a2f-4582-863b-310212aaa91f · outbound

This paper cites Nguyen, and Isao Echizen.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Nguyen, and Isao Echizen

Reference 6

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Source-reported events for the cited work

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Observation a4563a72-fea6-4002-8f6e-45854834b769 · outbound

This paper cites Ensuring academic integrity in the age of chatgpt: Rethinking exam de- sign, assessment strategies, and ethical ai policies in higher education.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Ensuring academic integrity in the age of chatgpt: Rethinking exam de- sign, assessment strategies, and ethical ai policies in higher education

Reference 7

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verified exact
doi, observed 2026-08-05T21:44:37.357983Z

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.

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Observation 61bc1f28-f4e7-44a7-a575-6ed920ef89c0 · outbound

This paper cites Hello gpt! goodbye home examination? an ex- ploratory study of ai chatbots impact on university teachers’ assessment practices.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Hello gpt! goodbye home examination? an ex- ploratory study of ai chatbots impact on university teachers’ assessment practices

Reference 8

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verified exact
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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.

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Observation 552c743a-ab76-4661-958c-724d20968e95 · outbound

This paper cites An introduction to roc analysis.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? An introduction to roc analysis

Reference 9

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no resolver link, observed 2026-08-05T21:44:29.236236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 5cbddff6-2752-4544-a69e-4ac055858c4f · outbound

This paper cites Prati, Bartosz Krawczyk, and Fran- cisco Herrera.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Prati, Bartosz Krawczyk, and Fran- cisco Herrera

Reference 10

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verified exact
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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.

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Observation 7fa3495a-cbc2-4c59-a169-0860e8dc37f8 · outbound

This paper cites Keller, Olaf Köller, and Jens Möller.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Keller, Olaf Köller, and Jens Möller

Reference 11

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no resolver link, observed 2026-08-05T21:44:29.511360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 325cb806-89fa-420b-8a1b-e5e0cc7afd7d · outbound

This paper cites Student Generative AI Survey.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Student Generative AI Survey

Reference 12

Resolution
verified fuzzy
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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.

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Observation 1cd03ece-7a6c-4ecb-8df6-594302b1a451 · outbound

This paper cites Watermark- ing pre-trained language models with backdoor- ing, 2023.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Watermark- ing pre-trained language models with backdoor- ing, 2023

Reference 13

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verified fuzzy
raw_fallback, observed 2026-08-05T21:44:41.676417Z

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.

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Observation db4cbcdf-f1fc-4bc3-94d9-8b01df7e673c · outbound

This paper cites Kwon, Ahmed Hosny Saleh Metwally, Ahmed Tlili, Simone Bassanelli, Antonio Bucchiarone, Sujit Gujar, Lennart E.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Kwon, Ahmed Hosny Saleh Metwally, Ahmed Tlili, Simone Bassanelli, Antonio Bucchiarone, Sujit Gujar, Lennart E

Reference 14

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation aee54dcc-654a-47a6-acbf-c78d85c8b2cb · outbound

This paper cites Mgtbench: Bench- marking machine-generated text detection.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Mgtbench: Bench- marking machine-generated text detection

Reference 15

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 7275aa25-b5fa-48ea-af4a-fd8cfc24e1a2 · outbound

This paper cites Harvard Undergraduate Survey on Generative AI.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Harvard Undergraduate Survey on Generative AI

Reference 16

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verified exact
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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.

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Observation e5d51d84-5500-48d9-a7ef-26a3b38cd08f · outbound

This paper cites Detecting chatgpt-generated code submis- sions in a cs1 course using machine learning models.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Detecting chatgpt-generated code submis- sions in a cs1 course using machine learning models

Reference 17

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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.

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Observation 098d093f-b9b6-481c-911c-50aaf369af40 · outbound

This paper cites Detecting ai assisted submissions in in- troductory programming via code anomaly.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Detecting ai assisted submissions in in- troductory programming via code anomaly

Reference 18

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verified exact
doi, observed 2026-08-05T21:44:36.935089Z

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.

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Observation 932b7b4c-a89b-4cf5-9b42-15b6cd5d75c8 · outbound

This paper cites A watermark for large language models.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? A watermark for large language models

Reference 19

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verified fuzzy
raw_fallback, observed 2026-08-05T21:44:41.538704Z

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.

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Observation 9865869e-aba5-4a8e-a3ce-36478606e109 · outbound

This paper cites I don’t trust you (anymore)! – the effect of students’ llm use on lecturer-student trust in higher education, November 2024.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? I don’t trust you (anymore)! – the effect of students’ llm use on lecturer-student trust in higher education, November 2024

Reference 20

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verified exact
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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.

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Observation 26c82a23-1f9a-46d4-bf22-040ca66b53e7 · outbound

This paper cites Paraphrasing evades detectors of ai-generated text, but retrieval is an ef- fective defense.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Paraphrasing evades detectors of ai-generated text, but retrieval is an ef- fective defense

Reference 21

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verified fuzzy
raw_fallback, observed 2026-08-05T21:44:41.354732Z

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.

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Observation a25a2fb1-d60a-4914-8e9f-093b17999d76 · outbound

This paper cites Argugpt: evaluating, understanding and identifying argumentative essays generated by gpt models, 2023.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Argugpt: evaluating, understanding and identifying argumentative essays generated by gpt models, 2023

Reference 22

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raw_fallback, observed 2026-08-05T21:44:41.194367Z

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.

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Observation 809252af-28d7-4353-a3e5-fe3b243fc60b · outbound

This paper cites Multitude: Large-scale multilin- gual machine-generated text detection benchmark.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Multitude: Large-scale multilin- gual machine-generated text detection benchmark

Reference 23

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verified fuzzy
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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.

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Observation 756b25fc-26e0-4098-ba7e-e5df30c894dd · outbound

This paper cites Classification of human- and ai-generated texts: Investigating features for chatgpt.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Classification of human- and ai-generated texts: Investigating features for chatgpt

Reference 24

Resolution
verified exact
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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.

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Observation 802b48f1-9d22-4696-a0e9-0fdcc879878a · outbound

This paper cites Manning, and Chelsea Finn.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Manning, and Chelsea Finn

Reference 25

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raw_fallback, observed 2026-08-05T21:44:38.301268Z

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.

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Observation a0d80b1c-36ae-48d7-8041-7191488fd2d7 · outbound

This paper cites British academic written english cor- pus, 2008.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? British academic written english cor- pus, 2008

Reference 26

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verified fuzzy
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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.

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Observation 52231173-7c40-48cc-af4d-aa17c0965a40 · outbound

This paper cites Symbols of One-Loop Integrals From Mixed Tate Motives.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Symbols of One-Loop Integrals From Mixed Tate Motives

Reference 27

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unresolved
no resolver link, observed 2026-08-05T21:44:31.186036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 612e2e66-6c02-4e37-9574-247c462c12d6 · outbound

This paper cites Assessing ai detectors in identifying ai- generated code: Implications for education.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Assessing ai detectors in identifying ai- generated code: Implications for education

Reference 28

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no resolver link, observed 2026-08-05T21:44:31.301640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 1f4cc821-1a25-4087-b0da-6a66b2aaefb6 · outbound

This paper cites Survey on ai- generated plagiarism detection: The impact of large language models on academic integrity.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Survey on ai- generated plagiarism detection: The impact of large language models on academic integrity

Reference 29

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malformed identifier
doi_truncated, observed 2026-08-05T21:44:35.982432Z

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.

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Observation 826e5fb2-8ff9-4cda-99f4-72cedd86eb6b · outbound

This paper cites Language models are unsupervised multitask learners.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Language models are unsupervised multitask learners

Reference 30

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unresolved
no resolver link, observed 2026-08-05T21:44:31.449305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:44:31.449305Z digest=sha256:f3d9ea624e5221f6fa4bd072c94bf269b0612d9265daa9da977c86f8801fb21d

Observation 53614620-1e38-4686-9bb7-63199f0eb14e · outbound

This paper cites an unresolved cited work.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Unresolved cited work

Reference 31

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unresolved
raw_fallback, observed 2026-08-05T21:44:40.753445Z

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.

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Observation 469e889c-b515-4e1b-81c8-b5998ee8ac80 · outbound

This paper cites Cross-domain de- tection of gpt-2-generated technical text.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Cross-domain de- tection of gpt-2-generated technical text

Reference 32

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unresolved
no resolver link, observed 2026-08-05T21:44:31.656032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 9ebc841c-1514-439e-8f3e-5eda7a3c5287 · outbound

This paper cites Persistent homology and the upper box dimension.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Persistent homology and the upper box dimension

Reference 33

Resolution
verified exact
doi, observed 2026-08-05T21:44:35.723205Z

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.

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Observation d3020d48-961d-4b6c-8590-aacf4a56bfa6 · outbound

This paper cites De- tecting and unmasking ai-generated texts through explainable artificial intelligence using stylistic fea- tures.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? De- tecting and unmasking ai-generated texts through explainable artificial intelligence using stylistic fea- tures

Reference 34

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raw_fallback, observed 2026-08-05T21:44:37.982292Z

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=2026-08-05T21:44:31.736528Z digest=sha256:603aa713a05949cfa13440a5b720ce6a212f9ae0efc1ba7732fc194aeb1bb874

Observation cbf3f308-ee97-4b8c-bc37-b288ef57b7a4 · outbound

This paper cites Argu- ment annotated essays (version 2), 2017.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Argu- ment annotated essays (version 2), 2017

Reference 35

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verified fuzzy
raw_fallback, observed 2026-08-05T21:44:40.575002Z

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=2026-08-05T21:44:31.815249Z digest=sha256:0dad079a8aca66e64f26e2244d1c531aaba8b86ab04971d465977daaa06971cf

Observation 9b56dd3b-7b1f-482f-9b97-67fd15dfe2a0 · outbound

This paper cites Pars- ing argumentation structures in persuasive essays.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Pars- ing argumentation structures in persuasive essays

Reference 36

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unresolved
no resolver link, observed 2026-08-05T21:44:31.939880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:44:31.939880Z digest=sha256:64ad5ad157eb8f73a2aeec4ca886a49c448a5128e11aab0c336a468929bea1a0

Observation 5dfea920-d4a9-4821-951d-e0d0e61c99b8 · outbound

This paper cites Gptzero: Ai content detection tool.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Gptzero: Ai content detection tool

Reference 37

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verified fuzzy
raw_fallback, observed 2026-08-05T21:44:40.405239Z

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=2026-08-05T21:44:32.087947Z digest=sha256:0b27317385e29b9c2d78a82f829eaee3a2673dd6bba32da13d85b16397f90847

Observation 113feb30-a437-44c1-a178-b592e6c8f95c · outbound

This paper cites Detecting academic misconduct using learning analytics.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Detecting academic misconduct using learning analytics

Reference 38

Resolution
verified exact
doi, observed 2026-08-05T21:44:35.352031Z

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=2026-08-05T21:44:32.326745Z digest=sha256:8b09e447f20a5b5c218576ccff93ef84f264cb05c941eec70ff5b026e18116b5

Observation 55b2746c-b161-4f58-97c9-834df69c4ac1 · outbound

This paper cites Intrinsic dimension estimation for ro- bust detection of ai-generated texts.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Intrinsic dimension estimation for ro- bust detection of ai-generated texts

Reference 39

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metadata mismatch
raw_fallback, observed 2026-08-05T21:44:37.766369Z

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=2026-08-05T21:44:32.517958Z digest=sha256:9af97b7a3bfaa92ccc605dd2ada68dca8c3bf28fdcdd798e546085d3f7a50779

Observation 72e9c142-76f2-45fd-9dae-a6db502ff027 · outbound

This paper cites Turingbench: A benchmark environ- ment for turing test in the age of neural text genera- tion.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Turingbench: A benchmark environ- ment for turing test in the age of neural text genera- tion

Reference 40

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verified fuzzy
raw_fallback, observed 2026-08-05T21:44:40.211451Z

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=2026-08-05T21:44:32.746937Z digest=sha256:df2f39d7f932595374a62150a549d3d92ebd3ff8ceb5cff72161913fd7aa5d18

Observation 3d9a76ab-5ec7-420a-901d-387aba85ad58 · outbound

This paper cites Ghostbuster: Detecting text ghost- written by large language models.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Ghostbuster: Detecting text ghost- written by large language models

Reference 41

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no resolver link, observed 2026-08-05T21:44:32.958311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:44:32.958311Z digest=sha256:21aadd0d1a516a24664c2df2ebbfad581589da734f4f36eb764d7fb01ece4f9e

Observation da92d3bd-c2e6-426e-860b-643c46201a37 · outbound

This paper cites Seqxgpt: Sentence- level ai-generated text detection.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Seqxgpt: Sentence- level ai-generated text detection

Reference 42

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verified fuzzy
raw_fallback, observed 2026-08-05T21:44:40.010142Z

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=2026-08-05T21:44:33.023424Z digest=sha256:f93f0c49c9a23fc6dfbd0b74b2f08eca2db9e3fcd32057c2ec669fcc2e65205c

Observation 54e5898b-c824-4143-9320-e907d1027166 · outbound

This paper cites M4: Multi-generator, multi-domain, and multi-lingual black-box machine-generated text detection.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? M4: Multi-generator, multi-domain, and multi-lingual black-box machine-generated text detection

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:44:39.793895Z

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=2026-08-05T21:44:33.117327Z digest=sha256:fb9b93deeb24b47e7c2f1d136a9444daff338f81f4736a3d12f5d6d59e8bbb1a

Observation 41c7649c-2d5d-48cf-a687-317b0fba57c2 · outbound

This paper cites DetectRL: Benchmarking LLM-Generated Text Detection in Real-World Scenarios.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? DetectRL: Benchmarking LLM-Generated Text Detection in Real-World Scenarios

Reference 44

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no resolver link, observed 2026-08-05T21:44:33.269672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:44:33.269672Z digest=sha256:120699f2a6662b8734ed093cbcebf3081b2104b3a22f57f69edd11daf1a30d41

Observation 11a6eb07-11d8-417e-886b-b7531f631333 · outbound

This paper cites A survey on llm-generated text detection: Necessity, methods, and future directions.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? A survey on llm-generated text detection: Necessity, methods, and future directions

Reference 45

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unresolved
no resolver link, observed 2026-08-05T21:44:33.381047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:44:33.381047Z digest=sha256:857c941dc5e5dc2050f6c6668de8f6a27d554aaf90da2e63495f1eb437c389c5

Observation f41857c8-7bca-41ca-8d18-58f7f9632f7c · outbound

This paper cites an unresolved cited work.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Unresolved cited work

Reference 46

Resolution
verified exact
doi, observed 2026-08-05T21:44:35.015249Z

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=2026-08-05T21:44:33.493763Z digest=sha256:475ca6765573db09f3ba9c07fbd5ff6a8b20479adc8839a2cdcc5a016606e4c2

Observation b6d063e7-6456-4e0d-9f7b-707d3b12cff8 · outbound

This paper cites Robust multi-bit natural language wa- termarking through invariant features.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Robust multi-bit natural language wa- termarking through invariant features

Reference 47

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unresolved
no resolver link, observed 2026-08-05T21:44:33.684470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:44:33.684470Z digest=sha256:b00f0c3956eb9b859b4218b9d07c5ebdebadcc4c0d60a27028867e68c0d6cecd

Observation be5a87e4-5ade-4d2c-a514-d2e16713c26f · outbound

This paper cites an unresolved cited work.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Unresolved cited work

Reference 48

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malformed identifier
no resolver link, observed 2026-08-05T21:44:33.847104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:44:33.847104Z digest=sha256:b25799c61433da35fa91ad3f7dcab855df0d0d171b57f9cdad9b84eed3ca137a

Observation 03e766e3-672d-43bf-b673-2471a86b9a5a · outbound

This paper cites Plagiarism in the context of education and evolving detection strategies.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Plagiarism in the context of education and evolving detection strategies

Reference 49

Resolution
verified exact
doi, observed 2026-08-05T21:44:34.688231Z

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=2026-08-05T21:44:34.045826Z digest=sha256:0f09c16cc2a8b94ae156b7c78b8dcefc6fbe1a208c894a936ff2e691643db38e

Observation 6d346567-15d6-4041-83a2-cc8f9b04f730 · outbound

This paper cites A robustly optimized bert pre-training approach with post-training.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? A robustly optimized bert pre-training approach with post-training

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:44:39.687418Z

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=2026-08-05T21:44:34.247396Z digest=sha256:f5f506c69beeb56f9cdeaa2817e697775fbfeac5039588201ea39fe6b8d5013b

Observation a07f4a26-c62d-4423-b4e4-725558aabde1 · outbound

This paper cites Prosa: Assessing and understanding the prompt sensitiv- ity of llms.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Prosa: Assessing and understanding the prompt sensitiv- ity of llms

Reference 51

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malformed identifier
no resolver link, observed 2026-08-05T21:44:34.413299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:44:34.413299Z digest=sha256:0e4d18aaf6c77d951dab603095454942001735dce995ff45d3614650b58dbe34

Observation d2c1bfa6-c4b0-4580-af54-522f56bb8a0c · outbound

This paper cites PREPRINT VERSION AS PROVIDED BY THE AUTHORS Assessing LLM Text Detection in Educational Contexts 11.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? PREPRINT VERSION AS PROVIDED BY THE AUTHORS Assessing LLM Text Detection in Educational Contexts 11

Reference 2019

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unresolved
no resolver link, observed 2026-08-05T21:44:28.914116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:44:28.914116Z digest=sha256:f4713c3e70583fd3cf5aaa8534918f89a91a80f2341b744f542817835c2c8be3

Observation 06adef18-1f0f-4230-8e0d-1944c455cc2c · outbound

This paper cites an unresolved cited work.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Unresolved cited work

Reference 2020

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unresolved
no resolver link, observed 2026-08-05T21:44:31.589276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:44:31.589276Z digest=sha256:0373d66cf13dcab976dbc7e898c0aeb4c23b03a546aa8e944ce1cbaa3c04dc01

Observation 299bc696-df7f-4a56-b640-f802193cb28f · outbound

This paper cites an unresolved cited work.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Unresolved cited work

Reference 2021

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unresolved
no resolver link, observed 2026-08-05T21:44:32.885678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:44:32.885678Z digest=sha256:1456e3bcf9371fb7e2deba5456d2fddb612720e895873b0c82e168298e1f652a

Observation 5a533764-6dfd-42d9-9e95-38f6e6252dd0 · outbound

This paper cites PREPRINT VERSION AS PROVIDED BY THE AUTHORS Assessing LLM Text Detection in Educational Contexts 12.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? PREPRINT VERSION AS PROVIDED BY THE AUTHORS Assessing LLM Text Detection in Educational Contexts 12

Reference 2023

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unresolved
no resolver link, observed 2026-08-05T21:44:30.810162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:44:30.810162Z digest=sha256:284687add51f786c6929584ff8478b1b0ea1dba28f1e66be33d440b5b74ae952

Observation 155bc713-8427-4ee1-9ed7-9092e563a819 · outbound

This paper cites an unresolved cited work.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? Unresolved cited work

Reference 2024

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unresolved
no resolver link, observed 2026-08-05T21:44:28.602758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:44:28.602758Z digest=sha256:e8b7aac9d1eda8e82e51031c62964c89559306293a0662ad509d0a8c23045450

Observation 96433d99-ef90-43d1-be8e-5370d1033ca6 · outbound

This paper cites URL https://www.hepi.ac.uk/2025/02/26/ student-generative-ai-survey-2025/.

Assessing LLM Text Detection in Educational Contexts: Does Human Contribution Affect Detection? URL https://www.hepi.ac.uk/2025/02/26/ student-generative-ai-survey-2025/

Reference 2025

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:44:41.898379Z

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=2026-08-05T21:44:29.775649Z digest=sha256:7846bc72dafd2e4262772c44d1d8e041b529bb282bbf02a9e0864f53b3b3884d

Pith citing papers

No inbound Pith citation observations are available.