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Paper Citation Record · LEDGER

Large Language Models Struggle to Describe the Haystack without Human Help: Human-in-the-loop Evaluation of Topic Models

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2502.14748.

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

pith.paper-citation-record.v1
2502.14748 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:15:08.616951Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T17:01:22.636780Z

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 805e2c83-b0cc-44d2-ab0c-08a4abed97da · inbound

ProxAnn: Use-Oriented Evaluations of Topic Models and Document Clustering cites this paper.

ProxAnn: Use-Oriented Evaluations of Topic Models and Document Clustering Large Language Models Struggle to Describe the Haystack without Human Help: Human-in-the-loop Evaluation of Topic Models

Reference 2014

Resolution
unresolved
no resolver link, observed 2026-08-06T21:15:08.616951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:15:08.616951Z digest=sha256:d6d0fb0a9fcb6220e50e44f38ea6577f3bb0ff900cda36f80f9bf76fad085ff4

Observation 2f07b56e-c5d7-48c3-8da3-879b9bd3b2e9 · inbound

PenTest2.0: Towards Autonomous Privilege Escalation Using GenAI cites this paper.

PenTest2.0: Towards Autonomous Privilege Escalation Using GenAI Large Language Models Struggle to Describe the Haystack without Human Help: Human-in-the-loop Evaluation of Topic Models

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-06T19:01:15.856529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:01:15.856529Z digest=sha256:2bd4efef22d0379ce86c0b0f9115ce72b223c75aeb64bb02849787d9e8f1a4d3

Observation 91eecfef-4d58-49bd-a2bb-ab1e835cdf91 · inbound

TopicImpact: Improving Customer Feedback Analysis with Opinion Units for Topic Modeling and Star-Rating Prediction cites this paper.

TopicImpact: Improving Customer Feedback Analysis with Opinion Units for Topic Modeling and Star-Rating Prediction Large Language Models Struggle to Describe the Haystack without Human Help: Human-in-the-loop Evaluation of Topic Models

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-08-06T17:01:22.699637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-06T17:01:20.753077Z digest=sha256:248044b6fe44e95d01768fc3c874740ce89ab214caf7e964da013b206a481a3a