Paper Citation Record · LEDGER

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation

As of 18 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 0 inbound Pith citation observations for arXiv:2505.13034.

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

pith.paper-citation-record.v1
2505.13034 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:24:32.744368Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

34 of 34 outbound references displayed

verified exact8
verified fuzzy0
unresolved25
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f9b2c648-11f8-4362-a6e2-adeb8c47815b · outbound

This paper cites Top2Vec: Distributed Representations of Topics.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Top2Vec: Distributed Representations of Topics

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T20:24:32.573891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 926c591c-ba5b-489c-bfa6-84b9080cfc5e · outbound

This paper cites an unresolved cited work.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T20:24:32.579171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb956121-bbf1-4b19-bc3e-2c603d075970 · outbound

This paper cites an unresolved cited work.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:24:33.777009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 214be842-1b21-450a-a6a6-eb806af84e98 · outbound

This paper cites an unresolved cited work.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Unresolved cited work

Reference 4

Resolution: verified exact; doi, observed 2026-08-15T20:24:33.007464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f53d7a6b-653b-4f88-b71b-f6816abfc2a7 · outbound

This paper cites an unresolved cited work.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T20:24:32.596398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 847cd49f-2818-4e9c-93bc-48f411d38c16 · outbound

This paper cites an unresolved cited work.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T20:24:32.603068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c39e19b1-12f2-4aad-831f-295a22dd77e9 · outbound

This paper cites an unresolved cited work.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T20:24:32.607852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed515c6e-8568-4558-91d1-8cb25f7288f0 · outbound

This paper cites Blei, Andrew Y.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Blei, Andrew Y

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T20:24:32.611921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ccdeebc6-0e3c-4968-83ca-34bba44fa82a · outbound

This paper cites Manning, and Jeffrey Heer.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Manning, and Jeffrey Heer

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T20:24:32.616400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb2a03b0-b0a4-47fd-9074-3670da730d6b · outbound

This paper cites an unresolved cited work.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T20:24:32.620734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4cd7f57b-d7c2-40bc-9584-7ce36c9bdc7b · outbound

This paper cites an unresolved cited work.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Unresolved cited work

Reference 11

Resolution: verified exact; doi, observed 2026-08-15T20:24:32.965774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a6d7eb45-8ca3-43c3-a88d-c522edf8b474 · outbound

This paper cites an unresolved cited work.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Unresolved cited work

Reference 12

Resolution: verified exact; doi, observed 2026-08-15T20:24:32.950090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d52d93ed-3285-4db8-8e03-d53f44ebacc3 · outbound

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

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation BERTopic: Neural topic modeling with a class-based TF-IDF procedure

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T20:24:32.635888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65d5406e-ce27-41f2-8c65-bdbc5b84430f · outbound

This paper cites an unresolved cited work.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T20:24:32.641205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb93fdfa-58d3-4927-965e-eae7e46d7740 · outbound

This paper cites an unresolved cited work.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:24:33.743299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation df7b833f-47ba-4f89-bdca-3fc56126300a · outbound

This paper cites an unresolved cited work.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:24:33.728982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation dd0c56ef-0ca1-4102-9a6f-04a48d243b93 · outbound

This paper cites $S^3$ -- Semantic Signal Separation.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation $S^3$ -- Semantic Signal Separation

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-15T20:24:32.930365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation fad55a03-7ba1-4d80-ba51-543dae28eb90 · outbound

This paper cites an unresolved cited work.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Unresolved cited work

Reference 18

Resolution: metadata mismatch; raw_fallback, observed 2026-08-15T20:24:33.362260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e03c36f1-7c66-4e16-b82f-a1855b416651 · outbound

This paper cites Context is Key(NMF): Modelling Topical Information Dynamics in Chinese Diaspora Media.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Context is Key(NMF): Modelling Topical Information Dynamics in Chinese Diaspora Media

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-08-15T20:24:32.909108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 41ee7d22-fc1d-4699-a8c3-f6c956200750 · outbound

This paper cites an unresolved cited work.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T20:24:32.669069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72acfccc-8520-49a0-b4f5-02a9557d6f37 · outbound

This paper cites an unresolved cited work.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Unresolved cited work

Reference 21

Resolution: verified exact; doi, observed 2026-08-15T20:24:32.884954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 578ec6e0-206d-454e-bfb7-da835be034a9 · outbound

This paper cites an unresolved cited work.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Unresolved cited work

Reference 22

Resolution: verified exact; doi, observed 2026-08-15T20:24:32.866833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 79f07a71-b5e4-47ee-8f7b-02679b72539c · outbound

This paper cites UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T20:24:32.684815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9db037b9-b855-4dad-b5b3-3ffe26ad519c · outbound

This paper cites Nielbo, Folgert Karsdorp, Melvin Wevers, Alie Lassche, Rebekah B.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Nielbo, Folgert Karsdorp, Melvin Wevers, Alie Lassche, Rebekah B

Reference 24

Resolution: verified exact; doi, observed 2026-08-15T20:24:32.850431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e5e9b26f-43a6-4561-8458-ff27a991c390 · outbound

This paper cites Pedregosa, G.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Pedregosa, G

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T20:24:32.699202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb878ec9-056f-435b-960b-7e6e3f4fcc50 · outbound

This paper cites Topic Over Source: The Key to Effective Data Mixing for Language Models Pre-training.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Topic Over Source: The Key to Effective Data Mixing for Language Models Pre-training

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T20:24:32.703946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07b9ee41-7d27-4af6-9764-3dc660dce412 · outbound

This paper cites an unresolved cited work.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T20:24:32.709384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 895caf62-fe79-4244-ac2e-efda1bfeae0f · outbound

This paper cites an unresolved cited work.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T20:24:32.715020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1fc07c32-f7a0-4e40-bc70-44ab0d48d783 · outbound

This paper cites FASTopic: Pretrained Transformer is a Fast, Adaptive, Stable, and Transferable Topic Model.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation FASTopic: Pretrained Transformer is a Fast, Adaptive, Stable, and Transferable Topic Model

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T20:24:32.721856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77cca5ef-e808-484e-b3eb-7e431511ff3e · outbound

This paper cites an unresolved cited work.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T20:24:32.725961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06b7d6ec-beb5-4609-8dd3-9ae5d4c03a3d · outbound

This paper cites an unresolved cited work.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:24:33.704994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a4caa6e4-e62f-4cb0-aab8-4e2f258f7445 · outbound

This paper cites an unresolved cited work.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T20:24:32.734830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8c8c933-0c1b-4257-bc3a-ffd529c042dd · outbound

This paper cites online" 'onlinestring :=.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation online" 'onlinestring :=

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T20:24:32.739086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b7ec9b8-6ab3-461d-bc3b-374403184dc2 · outbound

This paper cites write newline.

topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation write newline

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T20:24:32.744368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.