Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T16:11:25.531071Z
Paper Citation Record · LEDGER
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy
As of 9 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2608.04808.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
28 of 28 outbound references displayed
- verified exact0
- verified fuzzy25
- unresolved3
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 32409865-8747-404c-af48-828688992fb5 · outbound
This paper cites Universal dependencies for Scottish Gaelic: syntax.
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy Universal dependencies for Scottish Gaelic: syntax
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T16:11:31.017522Z
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.
Observation 6c825fe5-356f-4058-a23c-cd66ed57b72b · outbound
This paper cites An online linguistic analyser for Scottish Gaelic.
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy An online linguistic analyser for Scottish Gaelic
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T16:11:30.800670Z
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.
Observation 7e9850c3-518b-4ab7-b13b-2a144f98860f · outbound
This paper cites Wiley-Blackwell, John Wiley & Sons Ltd, John Wiley & Sons Ltd, The Atrium, Southern Gate, Chichester, West Sussex, PO19 8SQ United Kingdom, 2010.
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy Wiley-Blackwell, John Wiley & Sons Ltd, John Wiley & Sons Ltd, The Atrium, Southern Gate, Chichester, West Sussex, PO19 8SQ United Kingdom, 2010
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T16:11:30.525442Z
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.
Observation 9e81a279-2b78-4df3-b9c0-ed8b14cd3524 · outbound
This paper cites Part of speech tagging: a systematic review of deep learning and machine learning approaches.Journal of Big Data, 9(1):10, 2022.
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy Part of speech tagging: a systematic review of deep learning and machine learning approaches.Journal of Big Data, 9(1):10, 2022
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T16:11:30.278442Z
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.
Observation bcba05ea-00cf-4b52-a549-3d4eafede08a · outbound
This paper cites Gaelic lemmatizer (spaCy-compatible NLP pipeline).
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy Gaelic lemmatizer (spaCy-compatible NLP pipeline)
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T16:11:29.961291Z
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.
Observation 93ce47bb-ed40-4a93-ab74-964d165f875b · outbound
This paper cites Developing an automatic part-of-speech tagger for Scottish Gaelic.
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy Developing an automatic part-of-speech tagger for Scottish Gaelic
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T16:11:29.740816Z
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.
Observation 150f0db4-7d53-4057-be6a-db5b1e92c278 · outbound
This paper cites Developing au- tomatic speech recognition for Scottish Gaelic.
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy Developing au- tomatic speech recognition for Scottish Gaelic
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T16:11:29.481528Z
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.
Observation 46091dab-be87-40ab-9934-51d9239b0493 · outbound
This paper cites Hedderich, Lukas Lange, Heike Adel, Jannik Str¨ otgen, and Diet- rich Klakow.
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy Hedderich, Lukas Lange, Heike Adel, Jannik Str¨ otgen, and Diet- rich Klakow
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T16:11:29.217305Z
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.
Observation 163d42fb-a7ab-4308-bc27-541f3e8f61ad · outbound
This paper cites spaCy: Industrial-strength natural language processing in Python, 2020.
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy spaCy: Industrial-strength natural language processing in Python, 2020
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T16:11:23.785364Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5eadb72e-4b68-4fd0-9d2c-a7db714fd02b · outbound
This paper cites Martin.Speech and Language Processing: An In- troduction to Natural Language Processing, Computational Linguistics, and Speech Recognition, with Language Models.
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy Martin.Speech and Language Processing: An In- troduction to Natural Language Processing, Computational Linguistics, and Speech Recognition, with Language Models
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T16:11:29.001620Z
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.
Observation 04a59239-872c-408f-918d-92db02f6a6c4 · outbound
This paper cites Language shift, bilingualism and the future of Britain’s Celtic languages.Philosophical Transactions of the Royal Society B: Biological Sciences, 365(1559):3855–3864, 2010.
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy Language shift, bilingualism and the future of Britain’s Celtic languages.Philosophical Transactions of the Royal Society B: Biological Sciences, 365(1559):3855–3864, 2010
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T16:11:28.769652Z
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.
Observation 5f36e96a-6e11-4954-94d8-ea99126df910 · outbound
This paper cites Scaling Laws for Neural Language Models.
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy Scaling Laws for Neural Language Models
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T16:11:24.044798Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 52ca8a06-8a9d-48d8-a92d-a237ce68f4a1 · outbound
This paper cites A morphology-driven approach to NLP for a low-resource, highly complex language.Vietnam Journal of Computer Science, 1:19, 2025.
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy A morphology-driven approach to NLP for a low-resource, highly complex language.Vietnam Journal of Computer Science, 1:19, 2025
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T16:11:28.505215Z
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.
Observation 640c8a49-ecd5-4f52-ae6a-3e53d5b19e71 · outbound
This paper cites A practitioner’s guide to build- ing ASR models for low-resource languages: A case study on Scottish Gaelic.
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy A practitioner’s guide to build- ing ASR models for low-resource languages: A case study on Scottish Gaelic
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T16:11:28.241207Z
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.
Observation 76387efb-f9e8-482a-bfaa-39f95ecc5d57 · outbound
This paper cites Language death in the digital age.Language, 1(8), 2012.
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy Language death in the digital age.Language, 1(8), 2012
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T16:11:27.996335Z
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.
Observation 86a5cb75-1f32-440d-9999-07c6ed56e469 · outbound
This paper cites Routledge, 2024.
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy Routledge, 2024
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T16:11:27.801372Z
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.
Observation f1c246bc-4f5c-4779-b9c9-a2ff2e77db3c · outbound
This paper cites An- notated reference corpus of Scottish Gaelic (ARCOSG), 1997–2020, 2020.
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy An- notated reference corpus of Scottish Gaelic (ARCOSG), 1997–2020, 2020
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T16:11:27.613823Z
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.
Observation 23e048a4-7ee4-4d43-bfe8-441f6ab665f3 · outbound
This paper cites Developing an automatic part-of-speech tag- ger for Scottish Gaelic.
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy Developing an automatic part-of-speech tag- ger for Scottish Gaelic
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T16:11:27.395265Z
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.
Observation 96d05bc8-389b-4c63-a1b8-885a5d6c29da · outbound
This paper cites Evaluating a Gaelic Part-of- Speech Tagger and Reference Corpus.
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy Evaluating a Gaelic Part-of- Speech Tagger and Reference Corpus
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T16:11:27.236771Z
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.
Observation 4a9dcd95-810c-4c6d-8581-3decccdb236f · outbound
This paper cites Developing Word Embedding Models for Scot- tish Gaelic.
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy Developing Word Embedding Models for Scot- tish Gaelic
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T16:11:27.048154Z
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.
Observation ff90fbac-761d-48de-a41f-665c31c5fe69 · outbound
This paper cites Heuristic sample selection to minimize reference standard training set for a part-of-speech tagger.Journal of the American Medical Informatics Association, 14(5):641–650, 2007.
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy Heuristic sample selection to minimize reference standard training set for a part-of-speech tagger.Journal of the American Medical Informatics Association, 14(5):641–650, 2007
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T16:11:26.850088Z
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.
Observation a538ef6d-1da5-41d3-a255-f58195c09200 · outbound
This paper cites Low-resource Languages: A Review of Past Work and Future Challenges.
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy Low-resource Languages: A Review of Past Work and Future Challenges
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T16:11:24.917241Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9b2edac3-83dd-4bef-8c23-2300341feddc · outbound
This paper cites A Rule-Based Computational Model for G` aidhlig Morphology.
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy A Rule-Based Computational Model for G` aidhlig Morphology
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T16:11:26.617018Z
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.
Observation d383ec2e-bb9d-478c-ab8a-c8c7d096f2e8 · outbound
This paper cites PhD thesis, University of Glasgow, 2016.
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy PhD thesis, University of Glasgow, 2016
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T16:11:26.406698Z
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.
Observation 72e8be42-348a-444b-a6fd-0d2314164109 · outbound
This paper cites Data augmentation via dependency tree morphing for low-resource languages.
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy Data augmentation via dependency tree morphing for low-resource languages
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T16:11:26.213182Z
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.
Observation bf21e3d0-3d25-4454-a04c-9d99bad45985 · outbound
This paper cites Parsing mor- phologically rich languages: Introduction to the special issue.Computational lin- guistics, 39(1):15–22, 2013.
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy Parsing mor- phologically rich languages: Introduction to the special issue.Computational lin- guistics, 39(1):15–22, 2013
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T16:11:26.018290Z
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.
Observation ad3ea7b8-1b2a-4941-8cea-9debb01072f3 · outbound
This paper cites Lipton, and Yulia Tsvetkov.
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy Lipton, and Yulia Tsvetkov
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T16:11:25.859313Z
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.
Observation 57e2d177-d7c0-48de-8c2f-ce281bcde585 · outbound
This paper cites Analyzing the understanding of morphologically complex words in large language models.
A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy Analyzing the understanding of morphologically complex words in large language models
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T16:11:25.703860Z
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.
Pith citing papers
No inbound Pith citation observations are available.