Paper Citation Record · LEDGER

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm

As of 19 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2507.00547.

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

pith.paper-citation-record.v1
2507.00547 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:17:26.265711Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

38 of 38 outbound references displayed

verified exact0
verified fuzzy24
unresolved13
parse uncertain0
malformed identifier1
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8fd8c35b-20c9-47c7-8cf1-66bd691f6a38 · outbound

This paper cites Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:17:35.493239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation af8813df-3570-4f76-b0e6-96c1620099e1 · outbound

This paper cites an unresolved cited work.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:17:30.581955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b41f078e-3440-4fa2-b11e-5224d969c2d8 · outbound

This paper cites whether the association between a document and a topic makes sense.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm whether the association between a document and a topic makes sense

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:17:30.994943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5cd8112f-78d4-41a2-8ac4-be69a9ee8d16 · outbound

This paper cites Moreover, in their recent literature review of topic modelling, Günther and Joshi (2020) highlight the need for methodological rigour in topic modelling-based studies.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm Moreover, in their recent literature review of topic modelling, Günther and Joshi (2020) highlight the need for methodological rigour in topic modelling-based studies

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:17:33.766633Z

Source-reported events for the cited work

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Observation 6425c16d-1efa-4191-930b-e02366f0c82a · outbound

This paper cites an unresolved cited work.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:17:33.530825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b99b1bd6-ea72-4cd6-9113-977fa8221de6 · outbound

This paper cites It has been accepted for inclusion in ACIS 2024 Proceedings by an authorized administrator of AIS Electronic Library (AISeL).

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm It has been accepted for inclusion in ACIS 2024 Proceedings by an authorized administrator of AIS Electronic Library (AISeL)

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:17:35.350040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 23e0c854-5696-4a2e-a841-809fb8ca4dc7 · outbound

This paper cites In practice, topics are described using the most probable words and assigning meaningful labels.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm In practice, topics are described using the most probable words and assigning meaningful labels

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:17:33.333985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 384d66bc-e86e-4b90-b49f-c1b3981d9f59 · outbound

This paper cites STM can incorporate document -specific metadata (e.g.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm STM can incorporate document -specific metadata (e.g

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:17:33.116585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation fa23d324-b588-4f73-88d6-f9134cf3cfbe · outbound

This paper cites Each of these topic modelling algorithms has its strengths and weaknesses.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm Each of these topic modelling algorithms has its strengths and weaknesses

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:17:32.889329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2fc38cea-c4b9-4731-bf84-e2393a63074c · outbound

This paper cites an unresolved cited work.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:17:32.624422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e0e2a5c2-6305-4983-ad48-0f9cec705860 · outbound

This paper cites To find the optimal number of topics (denoted by K) that is appropriate for our dataset, I used the ‘searchK’ functionality in STM.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm To find the optimal number of topics (denoted by K) that is appropriate for our dataset, I used the ‘searchK’ functionality in STM

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:17:31.829410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 462da7b3-a1a8-4e56-8bd8-69275a6e7a1f · outbound

This paper cites 2019; Roberts et al.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm 2019; Roberts et al

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:17:31.642046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8dc7b1e8-1677-4bc5-8ffc-e774ee4bb990 · outbound

This paper cites First, I performed several experimental rounds of topic models to refine the lists of collocation of words and custom stop words.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm First, I performed several experimental rounds of topic models to refine the lists of collocation of words and custom stop words

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:17:31.422883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d7fc7f47-e38b-4c8a-935d-4c5f31d7f63b · outbound

This paper cites Researchers must critically assess the suitability of standard practices or procedures followed by prior studies against their research context before applying them.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm Researchers must critically assess the suitability of standard practices or procedures followed by prior studies against their research context before applying them

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:17:30.337569Z

Source-reported events for the cited work

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Observation f86235b0-fde4-4525-8571-1136ba81d420 · outbound

This paper cites an unresolved cited work.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:17:30.074830Z

Source-reported events for the cited work

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Observation 2012f474-9412-4f23-8043-83f2e6baa2e5 · outbound

This paper cites an unresolved cited work.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:17:29.766722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0271e1ee-e0f2-41fd-8756-07e606b76114 · outbound

This paper cites an unresolved cited work.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:17:29.334835Z

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Observation 3673629c-b1af-4d2c-b61c-aa7b5ea9a643 · outbound

This paper cites The proposed guid elines are useful for novice scholars applying topic modelling and reviewers of topic modelling manuscripts.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm The proposed guid elines are useful for novice scholars applying topic modelling and reviewers of topic modelling manuscripts

Reference 31

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2b724cd5-9c16-4735-a440-788114e34aac · outbound

This paper cites an unresolved cited work.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:17:28.155079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8ae63d8a-a55d-4cf6-ad59-b919cc6ec66e · outbound

This paper cites BERTopic: Neural topic modeling with a class-based TF-IDF procedure.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm BERTopic: Neural topic modeling with a class-based TF-IDF procedure

Reference 34

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Source-reported events for the cited work

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Observation 2025e0ec-94d3-4fad-9b5f-ccce8ac668bf · outbound

This paper cites For the topic intrusion tasks, I configured 10 cases per model.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm For the topic intrusion tasks, I configured 10 cases per model

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:17:30.811793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 39aee528-867f-45ba-b387-4a7fe9f5615d · outbound

This paper cites How Information Contributed after an Idea Shapes New High-Quality Ideas in Online Ideation Contests,.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm How Information Contributed after an Idea Shapes New High-Quality Ideas in Online Ideation Contests,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:17:27.392133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e5d1607b-b39f-44d7-831c-2da6f00aac50 · outbound

This paper cites Mixing Dirichlet Topic Models and Word Embeddings to Make lda2vec.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm Mixing Dirichlet Topic Models and Word Embeddings to Make lda2vec

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T21:17:26.114745Z

Source-reported events for the cited work

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Observation 5e2ed33d-24e4-437c-b9be-735549f6e9c0 · outbound

This paper cites Evaluating and Developing Theories in the Information Systems Discipline,.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm Evaluating and Developing Theories in the Information Systems Discipline,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:17:27.165452Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 38953a5b-81d1-4a24-8038-99d138777ec5 · outbound

This paper cites TM-OKC: An Unsupervised Topic Model for Text in Online Knowledge Communities,.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm TM-OKC: An Unsupervised Topic Model for Text in Online Knowledge Communities,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:17:26.844731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d76a8496-d4d3-4241-8e4c-44c760b02888 · outbound

This paper cites whether a topic has human - identifiable semantic coherence.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm whether a topic has human - identifiable semantic coherence

Reference 60

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 94985600-6508-43d1-ad90-2ea72862bb6d · outbound

This paper cites an unresolved cited work.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm Unresolved cited work

Reference 2009

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:17:28.665281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a56a4a89-3278-4390-ad6b-1ca11d93353c · outbound

This paper cites As the text mining community is constantly working in this area, we can expect new developments such as fully labelled interpretable topic models in the future.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm As the text mining community is constantly working in this area, we can expect new developments such as fully labelled interpretable topic models in the future

Reference 2011

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:17:29.601198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b34b472b-186e-4eb6-a8ec-275a5a4c154e · outbound

This paper cites an unresolved cited work.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm Unresolved cited work

Reference 2012

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:17:34.568047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 26f6f16c-768b-4e82-9e2e-6c174b46fef8 · outbound

This paper cites Against this backdrop, I attempt to provide a set of guidelines for establishing methodological rigour for scholars who wish to use algorithms in research settings.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm Against this backdrop, I attempt to provide a set of guidelines for establishing methodological rigour for scholars who wish to use algorithms in research settings

Reference 2013

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:17:34.812400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation bbc06084-ce8a-4984-92af-d70913bb88d2 · outbound

This paper cites an unresolved cited work.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm Unresolved cited work

Reference 2014

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:17:32.247957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9c0deeaf-b006-480b-bf17-86ebb49799ed · outbound

This paper cites an unresolved cited work.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm Unresolved cited work

Reference 2016

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:17:28.994792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 72cb38b4-1b81-4394-85ad-f4447f6a2a6e · outbound

This paper cites 2022b) and social movement s such as the Women’s March (Syed and Silva 2023).

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm 2022b) and social movement s such as the Women’s March (Syed and Silva 2023)

Reference 2019

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:17:34.378510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d9b1aa09-170e-481e-9c53-cac083c58dc6 · outbound

This paper cites Spectral.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm Spectral

Reference 2020

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:17:32.039756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e1db7159-91a0-42bd-a3f9-7d38e6cc4eab · outbound

This paper cites I set the start year to 2008 which is the birth year of Bitcoin because the concept of blockchain originated through bitcoin (Nakamoto 2008).

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm I set the start year to 2008 which is the birth year of Bitcoin because the concept of blockchain originated through bitcoin (Nakamoto 2008)

Reference 2021

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:17:32.428686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 78941d5d-7af1-4153-8716-771b8bd17760 · outbound

This paper cites it is unlikely the quality of the whole will be high if the quality of the parts is not high.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm it is unlikely the quality of the whole will be high if the quality of the parts is not high

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:17:35.132099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3d18344b-d05b-4449-8ad0-70628b1ce6de · outbound

This paper cites Due to the increasing interest, a few scholars have also offered topic modelling tutorials to guide novice researchers (Debortoli et al.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm Due to the increasing interest, a few scholars have also offered topic modelling tutorials to guide novice researchers (Debortoli et al

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:17:34.100645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b58513e2-5678-4f38-bfa0-66bc7faf466b · outbound

This paper cites Moreover, data preparation decisions such as handling missing data and standardization can be important for the performance of the model (Choudhury et al.

Methodological Rigour in Algorithm Application: An Illustration of Topic Modelling Algorithm Moreover, data preparation decisions such as handling missing data and standardization can be important for the performance of the model (Choudhury et al

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:17:27.744747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

No inbound Pith citation observations are available.