Paper Citation Record · LEDGER

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions

As of 22 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2501.10072.

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

pith.paper-citation-record.v1
2501.10072 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T19:26:30.204512Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

28 of 28 outbound references displayed

verified exact1
verified fuzzy22
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 87b88aec-a192-4123-ba0e-8fa519efee9f · outbound

This paper cites A survey of modern authorship attribution methods,.

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions A survey of modern authorship attribution methods,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:26:30.650313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 627589f6-54ba-402b-ad07-ba9631ed913b · outbound

This paper cites Linguistic styles: language use as an individual difference.

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions Linguistic styles: language use as an individual difference

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:26:30.635639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation fd417eeb-06c2-4753-bc3c-8bd5e42eda3c · outbound

This paper cites Recent trends in deep learning based natural language processing,.

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions Recent trends in deep learning based natural language processing,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:26:30.620089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d964e2a2-2587-486f-b6ab-c0ed010f77fe · outbound

This paper cites Speech and language processing. vol. 3,.

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions Speech and language processing. vol. 3,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:26:30.603757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 69aa922a-ce8d-454d-bd7a-80b9e242b143 · outbound

This paper cites an unresolved cited work.

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-10T19:26:30.586164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation da096b2e-a9b5-4a5c-aa49-ba2a4aa3a114 · outbound

This paper cites Chollet, Deep Learning mit Python und Keras: Das Praxis-Handbuch vom Entwickler der Keras-Bibliothek.

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions Chollet, Deep Learning mit Python und Keras: Das Praxis-Handbuch vom Entwickler der Keras-Bibliothek

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:26:30.568326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 217e1f1f-32a6-4ad1-ba42-e23172f729bb · outbound

This paper cites Srinivasa-Desikan, Natural Language Processing and Computational Linguistics: A practical guide to text analysis with Python, Gensim, spaCy, and Keras.

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions Srinivasa-Desikan, Natural Language Processing and Computational Linguistics: A practical guide to text analysis with Python, Gensim, spaCy, and Keras

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:26:30.551770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8a5ae6b1-d8b9-41b3-ba09-88a685211060 · outbound

This paper cites spacy-industrial-strength natural language processing in python,.

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions spacy-industrial-strength natural language processing in python,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:26:30.534824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f84bd706-bb33-4115-904a-01f28d6523eb · outbound

This paper cites The numpy array: a structure for efficient numerical computation,.

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions The numpy array: a structure for efficient numerical computation,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:26:30.519023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0d19781d-2bbd-4059-8e96-d19506eefb6c · outbound

This paper cites Scikit-learn: Machine learning in python,.

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions Scikit-learn: Machine learning in python,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T19:26:30.124725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50ea86a8-f443-4434-a0b2-e92c82f7d627 · outbound

This paper cites Matplotlib: A 2d graphics environment,.

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions Matplotlib: A 2d graphics environment,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T19:26:30.129244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6bc4c25-6f64-406f-8436-b9fa703d0297 · outbound

This paper cites Shukla, Machine learning with TensorFlow.

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions Shukla, Machine learning with TensorFlow

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:26:30.483639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c9486afc-40ce-4449-b373-abbcb62a6575 · outbound

This paper cites Multidimensional scaling: I. theory and method,.

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions Multidimensional scaling: I. theory and method,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T19:26:30.138180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bda8bad2-ad81-4199-839b-16da53270c77 · outbound

This paper cites Nonmetric multidimensional scaling: a numerical method,.

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions Nonmetric multidimensional scaling: a numerical method,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T19:26:30.142798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dad538a5-046b-4c23-abd8-34f50fc4cfe0 · outbound

This paper cites Multidimensional scaling,.

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions Multidimensional scaling,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:26:30.448536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1253fd78-2007-4d90-8071-a0a70845430f · outbound

This paper cites Sleep as a random walk: a super-statistical analysis of eeg data across sleep stages,.

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions Sleep as a random walk: a super-statistical analysis of eeg data across sleep stages,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:26:30.434289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation eb7e56fd-f4d1-4d3a-9290-ac29881f38ca · outbound

This paper cites Extracting continuous sleep depth from eeg data without machine learning,.

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions Extracting continuous sleep depth from eeg data without machine learning,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:26:30.419655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2ef0edf4-36c6-4548-827d-2c616f94cca9 · outbound

This paper cites Classification at the accuracy limit: facing the problem of data ambiguity,.

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions Classification at the accuracy limit: facing the problem of data ambiguity,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:26:30.405219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 36ede18e-58c3-417e-95ee-c5b2f917ab63 · outbound

This paper cites Analysis of continuous neuronal activity evoked by natural speech with computational corpus linguistics methods,.

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions Analysis of continuous neuronal activity evoked by natural speech with computational corpus linguistics methods,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:26:30.389730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a783db2e-e4d4-4043-bea8-b202544ffd50 · outbound

This paper cites Quantify- ing the separability of data classes in neural networks,.

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions Quantify- ing the separability of data classes in neural networks,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:26:30.373590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation faf2df88-fcf8-491a-abd3-f88660408606 · outbound

This paper cites Analysis and visualization of sleep stages based on deep neural networks,.

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions Analysis and visualization of sleep stages based on deep neural networks,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:26:30.358601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2f306677-d51b-4203-ba7d-3b4375b0c05a · outbound

This paper cites Analysis of structure and dynamics in three-neuron motifs,.

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions Analysis of structure and dynamics in three-neuron motifs,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:26:30.343031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation cdea8d92-e0d8-45ee-8fc3-cabf57276ecc · outbound

This paper cites Recurrence reso- nance.

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions Recurrence reso- nance

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:26:30.326889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ecdfda29-2ccc-4875-bb08-c85fb7213ae1 · outbound

This paper cites Weight statistics controls dynamics in recurrent neural networks,.

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions Weight statistics controls dynamics in recurrent neural networks,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:26:30.310373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation bba8cb94-faf5-4ee9-9584-ae7c915a3b22 · outbound

This paper cites Quantifying and maximizing the information flux in recurrent neural networks.

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions Quantifying and maximizing the information flux in recurrent neural networks

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-08-10T19:26:30.247833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ab0e3dcc-6695-4dba-b4dc-1a0511a34afd · outbound

This paper cites A statistical method for analyzing and comparing spatiotemporal cortical activation patterns,.

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions A statistical method for analyzing and comparing spatiotemporal cortical activation patterns,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:26:30.294029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d10ac468-7048-4000-98ce-fa727fca7014 · outbound

This paper cites Analysis of multichannel eeg patterns during human sleep: a novel approach,.

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions Analysis of multichannel eeg patterns during human sleep: a novel approach,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:26:30.277978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d1034015-f6b9-474d-b310-ea89182d142e · outbound

This paper cites Microstructure of cortical activity during sleep reflects respiratory events and state of daytime vigilance,.

Author-Specific Linguistic Patterns Unveiled: A Deep Learning Study on Word Class Distributions Microstructure of cortical activity during sleep reflects respiratory events and state of daytime vigilance,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:26:30.263692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

No inbound Pith citation observations are available.