Paper Citation Record · LEDGER

Estimating the Effective Topics of Articles and journals Abstract Using LDA And K-Means Clustering Algorithm

As of 21 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2508.16046.

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

pith.paper-citation-record.v1
2508.16046 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T17:34:38.628827Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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 exact2
verified fuzzy16
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f8af164e-2981-4a45-b3ec-300b0bc8b0d2 · outbound

This paper cites @c L8G c( M;+Gd' | . ci NCQS62P␃ZH.

Estimating the Effective Topics of Articles and journals Abstract Using LDA And K-Means Clustering Algorithm @c L8G c( M;+Gd' | . ci NCQS62P␃ZH

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:34:42.088414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f867c42e-33df-42cd-ac71-b6c95ae4554b · outbound

This paper cites Automatic label generation for news comment clus-ters.

Estimating the Effective Topics of Articles and journals Abstract Using LDA And K-Means Clustering Algorithm Automatic label generation for news comment clus-ters

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:34:41.876861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b6e267e7-2697-42a4-88ed-44f2b2fb0dcb · outbound

This paper cites Automatic Labelling of Topics with Neural Embeddings.

Estimating the Effective Topics of Articles and journals Abstract Using LDA And K-Means Clustering Algorithm Automatic Labelling of Topics with Neural Embeddings

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-08-05T17:34:39.051581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 35b1e14c-990d-4453-9ae5-9bc9cefb00e3 · outbound

This paper cites Latent dirichlet allocation.Journal of machine Learning research, 3(Jan):993–1022, 2003.

Estimating the Effective Topics of Articles and journals Abstract Using LDA And K-Means Clustering Algorithm Latent dirichlet allocation.Journal of machine Learning research, 3(Jan):993–1022, 2003

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T17:34:37.153927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c004aa1f-71b9-4e1a-86c0-ed5aa3e39c0c · outbound

This paper cites Class-based n-gram models of natural language.Computationallinguistics, 18(4):467–479, 1992.

Estimating the Effective Topics of Articles and journals Abstract Using LDA And K-Means Clustering Algorithm Class-based n-gram models of natural language.Computationallinguistics, 18(4):467–479, 1992

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:34:41.641963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 777942bb-5652-4051-bef8-53fafc48d1be · outbound

This paper cites Latent semantic analysis.Annual review of information scienceand technology, 38(1):188–230, 2004.

Estimating the Effective Topics of Articles and journals Abstract Using LDA And K-Means Clustering Algorithm Latent semantic analysis.Annual review of information scienceand technology, 38(1):188–230, 2004

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:34:41.452928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9b7036d1-6d68-471c-b44e-b1d59bd71dee · outbound

This paper cites word2vec Explained: deriving Mikolov et al.'s negative-sampling word-embedding method.

Estimating the Effective Topics of Articles and journals Abstract Using LDA And K-Means Clustering Algorithm word2vec Explained: deriving Mikolov et al.'s negative-sampling word-embedding method

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T17:34:37.445768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f477cf91-4f93-4276-ad56-b91579ddcf4d · outbound

This paper cites Probabilistic latent semantic analysis.

Estimating the Effective Topics of Articles and journals Abstract Using LDA And K-Means Clustering Algorithm Probabilistic latent semantic analysis

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:34:41.283845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f1f48f88-e7bb-4505-8106-b8d37244635a · outbound

This paper cites Polynomialtopic distribution with topic modeling for generic labeling.

Estimating the Effective Topics of Articles and journals Abstract Using LDA And K-Means Clustering Algorithm Polynomialtopic distribution with topic modeling for generic labeling

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:34:41.051760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 941851f9-2ba7-4af9-acfc-503774356e8d · outbound

This paper cites Automaticlabelling of topic models.

Estimating the Effective Topics of Articles and journals Abstract Using LDA And K-Means Clustering Algorithm Automaticlabelling of topic models

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:34:40.901594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b10ec2e0-1da8-45cd-942e-81a40c4fcc44 · outbound

This paper cites Best topicword selection for topic labelling.

Estimating the Effective Topics of Articles and journals Abstract Using LDA And K-Means Clustering Algorithm Best topicword selection for topic labelling

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:34:40.729180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4b9d5030-68e2-4913-933c-d974b616727b · outbound

This paper cites Learning the parts of objects by non-negativematrix factorization.Nature, 401(6755):788, 1999.

Estimating the Effective Topics of Articles and journals Abstract Using LDA And K-Means Clustering Algorithm Learning the parts of objects by non-negativematrix factorization.Nature, 401(6755):788, 1999

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:34:40.576553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a0155b2b-f20f-4b1e-9cb5-7df9c7e5c8a4 · outbound

This paper cites Some methods for classification and analysis of multivari-ate observations.

Estimating the Effective Topics of Articles and journals Abstract Using LDA And K-Means Clustering Algorithm Some methods for classification and analysis of multivari-ate observations

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:34:40.365328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 06e84b64-fa8a-4c9a-92c8-507f22f4db29 · outbound

This paper cites Automatic la-beling of topics.

Estimating the Effective Topics of Articles and journals Abstract Using LDA And K-Means Clustering Algorithm Automatic la-beling of topics

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:34:40.192323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b4691daf-ea03-43f9-9e4b-8f3936ff654f · outbound

This paper cites Automatic labeling of multi-nomial topic models.

Estimating the Effective Topics of Articles and journals Abstract Using LDA And K-Means Clustering Algorithm Automatic labeling of multi-nomial topic models

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:34:40.028683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0d908c6c-ef4b-4f3a-94ef-1241048b052c · outbound

This paper cites Wordnet: a lexical database for english.Communications of theACM, 38(11):39–41, 1995.

Estimating the Effective Topics of Articles and journals Abstract Using LDA And K-Means Clustering Algorithm Wordnet: a lexical database for english.Communications of theACM, 38(11):39–41, 1995

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:34:39.780841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a22b0d26-5cac-4606-ba42-ab691252044e · outbound

This paper cites InFuture of Information and Communication Conference, pages224–236.

Estimating the Effective Topics of Articles and journals Abstract Using LDA And K-Means Clustering Algorithm InFuture of Information and Communication Conference, pages224–236

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:34:39.576993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 41f04ed5-7943-4d2b-94a2-8c12c608ce0f · outbound

This paper cites Sharing clus-ters among related groups: Hierarchical dirichlet processes.

Estimating the Effective Topics of Articles and journals Abstract Using LDA And K-Means Clustering Algorithm Sharing clus-ters among related groups: Hierarchical dirichlet processes

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:34:39.453581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d425937e-fd17-44b1-a97f-9129cc1bf070 · outbound

This paper cites Verbs semantics and lexical selection.

Estimating the Effective Topics of Articles and journals Abstract Using LDA And K-Means Clustering Algorithm Verbs semantics and lexical selection

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:34:39.226544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation fc8ef110-a4f5-4590-828f-1fe9da55e5e0 · outbound

This paper cites Integrating Document Clustering and Topic Modeling.

Estimating the Effective Topics of Articles and journals Abstract Using LDA And K-Means Clustering Algorithm Integrating Document Clustering and Topic Modeling

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-05T17:34:38.867006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

No inbound Pith citation observations are available.