EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction | Paper Citation Record

Observation 948e1273-a6a1-4fdd-b886-b80f4cac4737 · outbound

This paper cites Protecting privacy of users in brain-computer interface applications.IEEE Transactions on Neural Systems and Rehabilitation Engineering, 27(8): 1546–1555, 2019.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Protecting privacy of users in brain-computer interface applications.IEEE Transactions on Neural Systems and Rehabilitation Engineering, 27(8): 1546–1555, 2019

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-06-26T09:19:16.874828Z

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Observation 64c2c763-558f-43e3-bb05-b3090dc7d6c2 · outbound

This paper cites URL https://proceedings.neurips.cc/paper_files/paper/2024/file/ 9547b09b722f2948ff3ddb5d86002bc0-Paper-Datasets_and_Benchmarks_Track.pdf.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction URL https://proceedings.neurips.cc/paper_files/paper/2024/file/ 9547b09b722f2948ff3ddb5d86002bc0-Paper-Datasets_and_Benchmarks_Track.pdf

Reference 2

Resolution: metadata mismatch; doi, observed 2026-06-26T09:19:16.867901Z

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Observation deec96a4-c74c-46d8-99ad-0d9dd0db1114 · outbound

This paper cites MNE-BIDS: Organizing electrophysiological data into the BIDS format and facilitating their analysis.Journal of Open Source Software, 4(44):1896, 2019.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction MNE-BIDS: Organizing electrophysiological data into the BIDS format and facilitating their analysis.Journal of Open Source Software, 4(44):1896, 2019

Reference 3

Resolution: verified exact; doi, observed 2026-06-26T09:19:16.876960Z

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Observation 8b705378-8f5a-4ce0-8f02-9eacdea6e2b3 · outbound

This paper cites Barker, Valentina Borghesani, Nils Broeckx, Patricia Clement, Kyrre E.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Barker, Valentina Borghesani, Nils Broeckx, Patricia Clement, Kyrre E

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

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Observation 919c6bd9-b99b-42a2-8e4e-82eba500972e · outbound

This paper cites URLhttps://doi.org/10.1002/hbm.25351.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction URLhttps://doi.org/10.1002/hbm.25351

Reference 5

Resolution: verified exact; doi, observed 2026-06-26T09:19:16.872005Z

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Observation 0cb1803c-c560-4418-9982-706007e3f716 · outbound

This paper cites REVE: A foundation model for EEG adapting to any setup with large-scale pretraining on 25,000 subjects.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction REVE: A foundation model for EEG adapting to any setup with large-scale pretraining on 25,000 subjects

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

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Observation 6264aa77-5b57-49fa-875b-c69e90647f6c · outbound

This paper cites PhysioBank, PhysioToolkit, and PhysioNet: components of a new research resource for complex physiologic signals.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction PhysioBank, PhysioToolkit, and PhysioNet: components of a new research resource for complex physiologic signals

Reference 7

Resolution: verified exact; doi, observed 2026-06-26T09:19:16.869639Z

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Observation fee463ef-7a31-4bb8-8e2e-3e876a21d9e8 · outbound

This paper cites The brain imaging data structure, a format for organizing and describing outputs of neuroimaging experiments.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction The brain imaging data structure, a format for organizing and describing outputs of neuroimaging experiments

Reference 8

Resolution: verified exact; doi, observed 2026-06-26T09:19:16.863753Z

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Observation b7a31543-16f8-41e7-95aa-2cf79b942b14 · outbound

This paper cites MEG and EEG data analysis with MNE -Python.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction MEG and EEG data analysis with MNE -Python

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-06-26T09:19:16.856992Z

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Observation 70ba6525-c558-4cd1-b9c8-0d28b640f03e · outbound

This paper cites Auto-benchmarkcard: Automated synthesis of benchmark documentation.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Auto-benchmarkcard: Automated synthesis of benchmark documentation

Reference 10

Resolution: verified exact; doi, observed 2026-06-26T09:19:16.854248Z

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7cbc2712-8c77-4494-98e0-e564d8544112 · outbound

This paper cites InProceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2(Toronto ON, Canada)(KDD ’25).

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction InProceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2(Toronto ON, Canada)(KDD ’25)

Reference 11

Resolution: metadata mismatch; doi, observed 2026-06-26T09:19:16.854063Z

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Observation df22d81e-9ae0-49d0-baf6-d22684f998fd · outbound

This paper cites 2018 , pages =.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction 2018 , pages =

Reference 12

Resolution: metadata mismatch; doi, observed 2026-06-26T09:19:16.847264Z

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Observation 27e979ff-5c3e-4ae6-8a98-1da5c1262469 · outbound

This paper cites Large brain model for learning generic representations with tremendous EEG data in BCI.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Large brain model for learning generic representations with tremendous EEG data in BCI

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

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Observation c3285899-8995-4b5b-b2d2-fe91ac93ed05 · outbound

This paper cites Frontiers in Human Neuroscience , year =.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Frontiers in Human Neuroscience , year =

Reference 14

Resolution: metadata mismatch; arxiv_id, observed 2026-06-26T09:19:16.850261Z

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Observation 21dbf8e5-9828-4f63-bc75-5698e17b63b3 · outbound

This paper cites Knowledge-Centric Hallucination Detection.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Knowledge-Centric Hallucination Detection

Reference 15

Resolution: metadata mismatch; doi, observed 2026-06-26T09:19:16.865769Z

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Observation d384e1dd-46ce-4b0e-8175-507702a38c33 · outbound

This paper cites CodeBrain: Bridging decoupled tokenizer and multi-scale architecture for EEG foundation model.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction CodeBrain: Bridging decoupled tokenizer and multi-scale architecture for EEG foundation model

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

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Observation 51ddabb0-1149-49bf-9a85-c6de3cc24c9f · outbound

This paper cites Halchenko, Eric Miller, Nell Hardcastle, Joe Wexler, Oscar Esteban, Mathias Goncavles, Anita Jwa, and Russell Poldrack.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Halchenko, Eric Miller, Nell Hardcastle, Joe Wexler, Oscar Esteban, Mathias Goncavles, Anita Jwa, and Russell Poldrack

Reference 17

Resolution: verified exact; doi, observed 2026-06-26T09:19:16.859191Z

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Observation f4258652-80d8-4537-85f3-3d107e456434 · outbound

This paper cites Eeg-bids, an extension to the brain imaging data structure for electroencephalography.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Eeg-bids, an extension to the brain imaging data structure for electroencephalography

Reference 18

Resolution: verified exact; doi, observed 2026-06-26T09:19:16.842646Z

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Observation 333bd434-6ae0-4ccb-bf6f-b223732f7513 · outbound

This paper cites Issues and recommendations from the OHBM COBIDAS MEEG committee for reproducible EEG and MEG research.Nature Neuroscience, 23:1473–1483, 2020.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Issues and recommendations from the OHBM COBIDAS MEEG committee for reproducible EEG and MEG research.Nature Neuroscience, 23:1473–1483, 2020

Reference 19

Resolution: verified exact; doi, observed 2026-06-26T09:19:16.845125Z

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Observation f5e11db2-b8b8-481a-8ff4-460214ea5f00 · outbound

This paper cites cc/paper_files/paper/2010/file/ 59c33016884a62116be975a9bb8257e3- Paper.pdf.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction cc/paper_files/paper/2010/file/ 59c33016884a62116be975a9bb8257e3- Paper.pdf

Reference 20

Resolution: metadata mismatch; arxiv_id, observed 2026-06-26T09:19:16.861897Z

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Observation 82247299-8f21-42e9-ab40-61a29eb83ff4 · outbound

This paper cites Capturing the nature of events and event context using hierarchical event descriptors (HED).NeuroImage, 245:118766, 2021.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Capturing the nature of events and event context using hierarchical event descriptors (HED).NeuroImage, 245:118766, 2021

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-06-26T09:19:16.838087Z

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Observation cc6b42a0-ca4f-4de8-b961-19e2c3777085 · outbound

This paper cites Pre-meta: priors- augmented retrieval for llm-based metadata generation,.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Pre-meta: priors- augmented retrieval for llm-based metadata generation,

Reference 22

Resolution: verified exact; doi, observed 2026-06-26T09:19:16.840389Z

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Observation a991ce59-3767-4e86-b0f1-a4282eff82d0 · outbound

This paper cites CBraMod: A criss-cross brain foundation model for EEG decoding.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction CBraMod: A criss-cross brain foundation model for EEG decoding

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

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Observation fa2474cc-c2f3-45bd-a7b9-7ea0f05a02b9 · outbound

This paper cites BrainOmni: A brain foundation model for unified EEG and MEG signals.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction BrainOmni: A brain foundation model for unified EEG and MEG signals

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

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Observation 3596b389-1b1a-4461-84ad-f68b6eb7812f · outbound

This paper cites Are EEG foundation models worth it? comparative evaluation with traditional decoders in diverse BCI tasks.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Are EEG foundation models worth it? comparative evaluation with traditional decoders in diverse BCI tasks

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

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Observation f30bf5cf-77af-45e2-93b3-e4ac38408e18 · outbound

This paper cites EEGAgent: A unified framework for automated EEG analysis using large language models.Proceedings of the AAAI Conference on Artificial Intelligence, 40(21):18063–18071, 2026.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction EEGAgent: A unified framework for automated EEG analysis using large language models.Proceedings of the AAAI Conference on Artificial Intelligence, 40(21):18063–18071, 2026

Reference 26

Resolution: verified exact; doi, observed 2026-06-26T09:19:16.841369Z

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Observation 16c1ee1f-cdfe-453a-863d-b36141d71538 · outbound

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EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 27

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EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 28

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EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Article 2

Reference 29

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EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 30

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EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 31

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EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

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EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Article 3

Reference 33

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Reference 34

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EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 35

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EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 36

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EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Chapter 2

Reference 37

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EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 38

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EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 39

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EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Article 6

Reference 40

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EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 41

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EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 42

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EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction 18 Article 7

Reference 43

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EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 44

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EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 45

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EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

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EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Chapter 3

Reference 47

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EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 48

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EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 49

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EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 50

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Observation 9e185bab-8817-44b4-ae32-5da478738584 · outbound

This paper cites Article 14.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Article 14

Reference 51

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EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 52

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Observation 453a25a9-0d3a-4ed7-827b-7d7f09f7caf3 · outbound

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EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 53

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69e92a21-4a32-479f-9640-37432fae3467 · outbound

This paper cites Article 17.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Article 17

Reference 54

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68b809d2-75e2-4919-9abd-551a04e13140 · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fd6456c-8b05-4e52-bb6e-84adbb0d8dea · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 56

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92ba4e92-5d2a-4180-9319-3d5d229f81b6 · outbound

This paper cites Article 19.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Article 19

Reference 57

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30f46a03-fd83-4741-93d7-65384860a66a · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01b28419-ffa3-40fe-b830-7219bf983e15 · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 59

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a210acc-fe33-4cb8-a0a3-3970d4848629 · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 60

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3cdcad46-519e-48e2-b74f-895ca42b3c40 · outbound

This paper cites Article 20.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Article 20

Reference 61

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eec861b9-9de3-4eca-8c7a-2375c46396a1 · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 62

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9dd4747c-f803-4059-8590-01341b9f9c23 · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 63

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a8a7a8a-6f25-4aaa-a34a-b86038bb3060 · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 64

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbd75444-3e7d-4993-806f-ea2d72951f7f · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 65

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e153c2c2-7cd7-4a11-83bc-e787743b6818 · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 66

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 518676d5-686d-467d-8fb9-20f69d4b72ec · outbound

This paper cites Article 23.Year 1.Yearrecords key years related to collection, processing, or release.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Article 23.Year 1.Yearrecords key years related to collection, processing, or release

Reference 67

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1844c3fb-7c85-4f01-ac78-091a7941fad2 · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 68

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4bb0b0a-abfb-474c-bfe3-777d6e98d6a1 · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 69

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b58173a2-2778-4a4f-b66e-a3b3104455d7 · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 70

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a322dec4-4761-47d5-bcb5-a777d70e25f0 · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 71

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 824afee6-58b7-4d19-99b8-8815b78398b4 · outbound

This paper cites Article 24.URL 1.URL should preferably point to an information page that gives access to downloads or documentation.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Article 24.URL 1.URL should preferably point to an information page that gives access to downloads or documentation

Reference 72

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a931b7a-01b6-469b-a84d-f7e1464e3caf · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 73

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4a6f2cd-81e6-4e37-8e45-cfcede35e55b · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 74

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 895d265f-77aa-40c1-8c15-81c6ab56d075 · outbound

This paper cites Article 25.Category 1.Categorymust be exactly one of: •Complex Applied •High-level Mental •Action/Output •Sensory/Response 20 •Biological State •Others.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Article 25.Category 1.Categorymust be exactly one of: •Complex Applied •High-level Mental •Action/Output •Sensory/Response 20 •Biological State •Others

Reference 75

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10db4ef1-4483-4d83-9c8a-cd7e18533c15 · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 76

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 871d1880-bdc4-4181-a64c-37a27e9de564 · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 77

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb2cc2d3-0807-4ca9-9410-a8495e594c71 · outbound

This paper cites Article 26.Subjects 1.Subjectsis the integer number of valid subjects in the dataset.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Article 26.Subjects 1.Subjectsis the integer number of valid subjects in the dataset

Reference 78

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ad223b4-2d63-48fa-b544-f431c1bc556e · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 79

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f7f6724-b09e-4766-a789-d3c63d990c03 · outbound

This paper cites Article 27.Files (Completed) 1.Files (Completed)is the number of files parsed by EEGUnity asCompleted.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Article 27.Files (Completed) 1.Files (Completed)is the number of files parsed by EEGUnity asCompleted

Reference 80

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 276d59af-1a79-423b-955d-07abcec4e224 · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 81

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7a2a1dd-43ee-4908-ae04-eec92a6cd164 · outbound

This paper cites Article 28.Channels 1.Channelsis the number of channels used by files, including non-EEG channels.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Article 28.Channels 1.Channelsis the number of channels used by files, including non-EEG channels

Reference 82

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3e22a06-1f9e-46b6-b073-bfb38f6e98b7 · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 83

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4a8e42f-84e1-4c5e-b4f8-ff2e0cf297b6 · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 84

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbcef874-43c5-40a1-b59e-fc5a8ef08901 · outbound

This paper cites Article 29.Sampling Rate 1.Sampling Raterecords the main sampling-rate information.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Article 29.Sampling Rate 1.Sampling Raterecords the main sampling-rate information

Reference 85

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5acc36b1-c69c-4630-8a59-ba76dca3fb18 · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 86

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63797af8-e346-4901-a8b9-11e2a7f3d441 · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 87

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c21e949-e0f0-4cf1-bb73-f0761fa3b9c0 · outbound

This paper cites Article 30.Manual Review.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Article 30.Manual Review

Reference 88

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12c07b80-215f-46a1-85b8-b356c183bd77 · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 89

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9b5eed1-82f5-4aff-80b2-66d0d4bf3640 · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 90

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d367c359-8acf-4836-b8a1-c263c1e4b795 · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 91

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f21b03d3-1c37-45c5-8b3b-c65810ea3733 · outbound

This paper cites 5.Manual Review must be inline at the end of the second meta line, after Sampling Rate, using | Manual Review:.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction 5.Manual Review must be inline at the end of the second meta line, after Sampling Rate, using | **Manual Review**:

Reference 92

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e8a7526-1162-4523-a891-b4017e743f3b · outbound

This paper cites Article 30.1.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Article 30.1

Reference 93

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a44ef70f-ed87-4dd2-b438-8e04196ad6d0 · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 94

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e766d760-40d3-4158-b0ad-8cb6cf109ea6 · outbound

This paper cites 4.STIM Label Summary is deprecated and must not be added to new documents.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction 4.STIM Label Summary is deprecated and must not be added to new documents

Reference 95

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ebd0210-a338-4ac5-9acf-e7bca8237357 · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 96

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c778d11c-1907-456e-a31e-221abd1e9d01 · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 97

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fd3c9b0-787e-46e1-8446-6b3a280be8c8 · outbound

This paper cites Article 30.3.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Article 30.3

Reference 98

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77de4215-8761-4d17-9656-2f8e1a331fbf · outbound

This paper cites an unresolved cited work.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction Unresolved cited work

Reference 99

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66dae022-8279-483e-b99a-2621d7638671 · outbound

This paper cites If template reuse accidentally inserts a non-empty value, post-processing must clear it.

EEG Benchmarking Needs a Task Specification Layer: NeuroDoc for Rulebook-Guided, Executable Benchmark Construction If template reuse accidentally inserts a non-empty value, post-processing must clear it

Reference 100

Resolution: unresolved; no resolver link, observed 2026-06-26T09:13:14.000657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers