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Paper Citation Record · LEDGER

Data Quality Toolkit: Automatic assessment of data quality and remediation for machine learning datasets

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2108.05935.

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

pith.paper-citation-record.v1
2108.05935 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 2026-08-10T06:31:04.303077+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T11:08:24.217434Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T09:26:26.160845Z

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 6eb22d96-ad66-434b-986f-e5bd8a9f0963 · inbound

Assessing the Impact of the Quality of Textual Data on Feature Representation and Machine Learning Models cites this paper.

Assessing the Impact of the Quality of Textual Data on Feature Representation and Machine Learning Models Data Quality Toolkit: Automatic assessment of data quality and remediation for machine learning datasets

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-08T11:08:24.217434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T11:08:24.217434Z digest=sha256:495acb1445654b7fc6bcc278b2ad6108343f3788b61355d1cc2e71d82e037561

Observation d92aec5c-460c-40d6-a976-0c1f5b8e7637 · inbound

CADRE: Customizable Assurance of Data Readiness in Privacy-Preserving Federated Learning cites this paper.

CADRE: Customizable Assurance of Data Readiness in Privacy-Preserving Federated Learning Data Quality Toolkit: Automatic assessment of data quality and remediation for machine learning datasets

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T13:02:18.929205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:02:18.929205Z digest=sha256:09d2dcb06c5e768d53da06ace22fbf5ef54b990357f36937c3743839bac7d4ed

Observation a5898bdd-9f7c-4ccd-a0e7-6179485d0d53 · inbound

SciHorizon-DataEVA: An Agentic System for AI-Readiness Evaluation of Heterogeneous Scientific Data cites this paper.

SciHorizon-DataEVA: An Agentic System for AI-Readiness Evaluation of Heterogeneous Scientific Data Data Quality Toolkit: Automatic assessment of data quality and remediation for machine learning datasets

Reference 25

Resolution
verified exact
arxiv_id, observed 2026-05-12T09:26:26.162542Z

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.

source=pdf_text observed=2026-05-07T10:54:22.054202Z digest=sha256:07f9187e27a6ed69d7ab47b417b72c9049261abbd3f1c8436370202efe1bfb81