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Paper Citation Record · LEDGER

Your fairness may vary: Pretrained language model fairness in toxic text classification

As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2108.01250.

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

pith.paper-citation-record.v1
2108.01250 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 2026-08-14T06:32:32.682623+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T18:58:53.752225Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T10:19:43.437444Z

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 f9185050-9d67-4f7d-acae-1c1aa9c51c88 · inbound

Different Horses for Different Courses: Comparing Bias Mitigation Algorithms in ML cites this paper.

Different Horses for Different Courses: Comparing Bias Mitigation Algorithms in ML Your fairness may vary: Pretrained language model fairness in toxic text classification

Reference 2019

Resolution
unresolved
no resolver link, observed 2026-08-12T18:58:53.752225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T18:58:53.752225Z digest=sha256:594a7f7670b84effb07cf219a4ee2491dd69701f5be121e93f231f1c43f8a3ce

Observation fa755c0c-f768-4549-bed2-b93a0f2c1bbb · inbound

Mitigating Confounding in Speech-Based Dementia Detection through Weight Masking cites this paper.

Mitigating Confounding in Speech-Based Dementia Detection through Weight Masking Your fairness may vary: Pretrained language model fairness in toxic text classification

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-08-07T10:19:43.516369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T10:19:36.346275Z digest=sha256:ed09029ccd1ae294c0cadfe5fc5842f5a6ad4bcdce92148ded6d91d32064258d