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Paper Citation Record · LEDGER

Is Automated Topic Model Evaluation Broken?: The Incoherence of Coherence

As of 19 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2107.02173.

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

pith.paper-citation-record.v1
2107.02173 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T06:01:38.783498Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-09T06:55:42.932878Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 54ca6e16-5d84-49fb-aeab-59bab4cf808b · inbound

Dynamic Embedded Topic Models: properties and recommendations based on diverse corpora cites this paper.

Dynamic Embedded Topic Models: properties and recommendations based on diverse corpora Is Automated Topic Model Evaluation Broken?: The Incoherence of Coherence

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-16T06:01:38.783498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-16T06:01:38.783498Z digest=sha256:01f2a0d43633d8e5af6e1b9b67f71dc5374074422dd5fdb5cbc401a961c00b09

Observation 2d33fe71-b8f6-40c2-b6de-c38454a9cb5f · inbound

Cognitive Twins: Investigating Personalized Thinking Model Building and Its Performance Enhancement with Human-in-the-Loop cites this paper.

Cognitive Twins: Investigating Personalized Thinking Model Building and Its Performance Enhancement with Human-in-the-Loop Is Automated Topic Model Evaluation Broken?: The Incoherence of Coherence

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-05-09T06:55:42.978334Z

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.

source=pdf_text observed=2026-05-08T17:58:33.756951Z digest=sha256:18e9ea6e753ec3862d0233914505369ac33b82a06eb6e2977df4d20cb442ad66