Paper Citation Record · LEDGER

Is BERTopic Better than PLSA for Extracting Key Topics in Aviation Safety Reports?

As of 10 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2506.06328.

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

pith.paper-citation-record.v1
2506.06328 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:13:09.606452Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

20 of 20 outbound references displayed

verified exact0
verified fuzzy20
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a05b46f2-7994-4255-954a-37869808f6d7 · outbound

This paper cites Classification of Operational Records in Aviation Using Deep Learning Approaches,.

Is BERTopic Better than PLSA for Extracting Key Topics in Aviation Safety Reports? Classification of Operational Records in Aviation Using Deep Learning Approaches,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:13:13.768114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9f5351ca-80fc-4c94-905c-5bd12ebda764 · outbound

This paper cites Applications of natural language processing in aviation safety: A review and qualitative analysis,.

Is BERTopic Better than PLSA for Extracting Key Topics in Aviation Safety Reports? Applications of natural language processing in aviation safety: A review and qualitative analysis,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:13:13.607463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bb3910c3-7138-4907-8390-7b88e4df247c · outbound

This paper cites Topic Modeling for Customer Insights: A Comparative Analysis of LDA and BERTopic in Categorizing Customer Calls,.

Is BERTopic Better than PLSA for Extracting Key Topics in Aviation Safety Reports? Topic Modeling for Customer Insights: A Comparative Analysis of LDA and BERTopic in Categorizing Customer Calls,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:13:13.464578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f6138ca0-f52b-42fa-bc60-1d5eb054af3a · outbound

This paper cites Does the Choice of Topic Modeling Technique Impact the Interpretation of Aviation Incident Reports? A Methodological Assessment,.

Is BERTopic Better than PLSA for Extracting Key Topics in Aviation Safety Reports? Does the Choice of Topic Modeling Technique Impact the Interpretation of Aviation Incident Reports? A Methodological Assessment,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:13:13.301322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fd7225b4-2246-4ce6-8f66-45a0459aa360 · outbound

This paper cites Probabilistic latent semantic analysis,.

Is BERTopic Better than PLSA for Extracting Key Topics in Aviation Safety Reports? Probabilistic latent semantic analysis,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:13:13.139073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 68618a60-b2fc-48c0-8761-b4c2c36ad240 · outbound

This paper cites Large Language Models Offer an Alternative to the Traditional Approach of Topic Modelling,.

Is BERTopic Better than PLSA for Extracting Key Topics in Aviation Safety Reports? Large Language Models Offer an Alternative to the Traditional Approach of Topic Modelling,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:13:12.958573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f5b3b1c6-ebb6-4fb5-a321-7afddfdb0df2 · outbound

This paper cites Larger residuals, less work: Active document scheduling for latent Dirichlet allocation,.

Is BERTopic Better than PLSA for Extracting Key Topics in Aviation Safety Reports? Larger residuals, less work: Active document scheduling for latent Dirichlet allocation,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:13:12.840342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1459f1af-33f9-42ca-a9e9-d4e9c8acdc17 · outbound

This paper cites Exploring Aviation Incident Narratives Using Topic Modeling and Clustering Techniques,.

Is BERTopic Better than PLSA for Extracting Key Topics in Aviation Safety Reports? Exploring Aviation Incident Narratives Using Topic Modeling and Clustering Techniques,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:13:12.690170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 13669ee7-0043-497c-868b-8bc1fe7b9d47 · outbound

This paper cites Probabilistic latent semantic analysis for prediction of gene ontology annotations,.

Is BERTopic Better than PLSA for Extracting Key Topics in Aviation Safety Reports? Probabilistic latent semantic analysis for prediction of gene ontology annotations,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:13:12.509671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation aacaddc4-e7e0-46c7-bef9-e2084659e3db · outbound

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

Is BERTopic Better than PLSA for Extracting Key Topics in Aviation Safety Reports? BERTopic: Neural topic modeling with a class-based TF-IDF procedure,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:13:12.310272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3126fe18-b19f-4eb8-9358-d4e02f07adc3 · outbound

This paper cites Bert: Pre-training of deep bidirectional transformers for language understanding,.

Is BERTopic Better than PLSA for Extracting Key Topics in Aviation Safety Reports? Bert: Pre-training of deep bidirectional transformers for language understanding,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:13:12.101597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7265e573-1ff5-4d9a-8346-78bbc83d2699 · outbound

This paper cites An Analysis of Research Trends on the Metaverse Using BERTopic Modeling,.

Is BERTopic Better than PLSA for Extracting Key Topics in Aviation Safety Reports? An Analysis of Research Trends on the Metaverse Using BERTopic Modeling,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:13:11.909161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a468ce41-e2ad-46e4-97af-baa2e53a0125 · outbound

This paper cites Leveraging state-of-the-art topic modeling for news impact analysis on financial markets: a comparative study,.

Is BERTopic Better than PLSA for Extracting Key Topics in Aviation Safety Reports? Leveraging state-of-the-art topic modeling for news impact analysis on financial markets: a comparative study,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:13:11.675912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ba3d031e-c021-45ee-9337-777ef2c1ae2b · outbound

This paper cites A topic modeling comparison between lda, nmf, top2vec, and bertopic to demystify twitter posts,.

Is BERTopic Better than PLSA for Extracting Key Topics in Aviation Safety Reports? A topic modeling comparison between lda, nmf, top2vec, and bertopic to demystify twitter posts,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:13:11.478321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6ef311ac-2fed-4bab-ac88-2c4727075e4f · outbound

This paper cites Discovering latent themes in aviation safety reports using text mining and network analytics,.

Is BERTopic Better than PLSA for Extracting Key Topics in Aviation Safety Reports? Discovering latent themes in aviation safety reports using text mining and network analytics,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:13:11.224501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 275dffaa-e721-4e76-ba0f-8abf1d02d481 · outbound

This paper cites Impact of Dataset Size & Data Source on Aviation Safety Incident Prediction Models with Natural Language Processing,.

Is BERTopic Better than PLSA for Extracting Key Topics in Aviation Safety Reports? Impact of Dataset Size & Data Source on Aviation Safety Incident Prediction Models with Natural Language Processing,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:13:11.070691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3ad1aa95-96f3-4b8d-acf7-6315d6605ee9 · outbound

This paper cites A guide to text analysis with latent semantic analysis in R with annotated code: Studying online reviews and the stack exchange community,.

Is BERTopic Better than PLSA for Extracting Key Topics in Aviation Safety Reports? A guide to text analysis with latent semantic analysis in R with annotated code: Studying online reviews and the stack exchange community,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:13:10.633933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2b9f794e-6dbe-4734-a990-b8c8d3c402ee · outbound

This paper cites Developing & Comparing Various Topic Modeling Algorithms on a Stack Overflow Dataset,.

Is BERTopic Better than PLSA for Extracting Key Topics in Aviation Safety Reports? Developing & Comparing Various Topic Modeling Algorithms on a Stack Overflow Dataset,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:13:10.134427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7bf17c96-769c-4c62-a52e-83b90c8891d1 · outbound

This paper cites Is automated topic model evaluation broken? the incoherence of coherence,.

Is BERTopic Better than PLSA for Extracting Key Topics in Aviation Safety Reports? Is automated topic model evaluation broken? the incoherence of coherence,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:13:09.944648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ff829e02-f497-4bae-b309-af909424e426 · outbound

This paper cites Topic Modeling Analysis of Aviation Accident Reports: A Comparative Study between LDA and NMF Models,.

Is BERTopic Better than PLSA for Extracting Key Topics in Aviation Safety Reports? Topic Modeling Analysis of Aviation Accident Reports: A Comparative Study between LDA and NMF Models,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:13:09.744797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

No inbound Pith citation observations are available.