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Paper Citation Record · LEDGER

Signal or Noise? Evaluating Large Language Models in Resume Screening Across Contextual Variations and Human Expert Benchmarks

As of 11 August 2026, this Paper Citation Record lists 6 of 6 outbound references and 0 inbound Pith citation observations for arXiv:2507.08019.

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

pith.paper-citation-record.v1
2507.08019 v1

Coverage vector

measured 6 of 6 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:27:03.287824Z

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

6 of 6 outbound references displayed

  • verified exact0
  • verified fuzzy2
  • unresolved3
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7b55e4cd-2132-4fe3-93f3-300dd21c4865 · outbound

This paper cites stochastic parrots,.

Signal or Noise? Evaluating Large Language Models in Resume Screening Across Contextual Variations and Human Expert Benchmarks stochastic parrots,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:27:03.399701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T19:27:03.261514Z digest=sha256:c2a78d7407194d4b66081d76d46a652a9117101698d5d90f9e65ba67acaa84b1

Observation 2f75b490-a17a-4220-88d0-912774ec6e3f · outbound

This paper cites an unresolved cited work.

Signal or Noise? Evaluating Large Language Models in Resume Screening Across Contextual Variations and Human Expert Benchmarks Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:27:03.385979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T19:27:03.267651Z digest=sha256:56f36147132120744c8775b0d7dd036c1053c38203fa6b18384a6ebe1757ba75

Observation cab963e0-60f8-40ed-9369-5ee8a2042d82 · outbound

This paper cites an unresolved cited work.

Signal or Noise? Evaluating Large Language Models in Resume Screening Across Contextual Variations and Human Expert Benchmarks Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-06T19:27:03.358310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T19:27:03.277275Z digest=sha256:668a54dab3a0d2eaf34ecba8fea3ce7b8b19b9f024354d7168cb12605ec0492f

Observation 997376ea-3f30-4bba-b110-c40ef7662f48 · outbound

This paper cites Navigating Knowledge Management Implementation Success in Government Organizations: A type-2 fuzzy approach.

Signal or Noise? Evaluating Large Language Models in Resume Screening Across Contextual Variations and Human Expert Benchmarks Navigating Knowledge Management Implementation Success in Government Organizations: A type-2 fuzzy approach

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-06T19:27:03.287824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:27:03.287824Z digest=sha256:72a13074158d88b7d7f5027a056d18af683768caa5909e1bfec90f714d70f888

Observation ca5d6cfa-e80e-475c-87ad-85739e034c95 · outbound

This paper cites All statistical analyses were conducted using appropriate software with significance levels and confidence intervals reported for all hypothesis tests.

Signal or Noise? Evaluating Large Language Models in Resume Screening Across Contextual Variations and Human Expert Benchmarks All statistical analyses were conducted using appropriate software with significance levels and confidence intervals reported for all hypothesis tests

Reference 1995

Resolution
malformed identifier
raw_fallback, observed 2026-08-06T19:27:03.372475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T19:27:03.272265Z digest=sha256:1622737801ffe3cbbc43f623fc0a65acc9fefd574f920f08cdc9b66a4d44133b

Observation fb9428ab-aece-46db-b812-1a9937c1a91a · outbound

This paper cites composite scoring based on professional experience.

Signal or Noise? Evaluating Large Language Models in Resume Screening Across Contextual Variations and Human Expert Benchmarks composite scoring based on professional experience

Reference 2017

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:27:03.344038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-06T19:27:03.283070Z digest=sha256:dcce71369bd5f6c05d5607eac343afd5ca7a0a252fa8034700717ac09aace048

Pith citing papers

No inbound Pith citation observations are available.