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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 22 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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T19:27:03.261514Z digest=sha256:e23d607244173065d1cd508b407ee99f0484b47c46c2cf574412c20b801ce032

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T19:27:03.267651Z digest=sha256:7a27a76f8eb0d62c6536f8e2b1f81bd0b36128414897e249d19763d481de1e19

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T19:27:03.277275Z digest=sha256:974569f234c4c708da77c2cd2f7813b1f911b4c1e3a84cd2bbc32ac689abface

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=sha256:59ea54f47bb927e8531ea11e60eb7abf0e31c1d9d3e3edc5ae9cf9afa7d40c14

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T19:27:03.272265Z digest=sha256:759f3e2021f362f5d3c937b5e37cf07960829739354e9cd519714cd54fe8b19f

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T19:27:03.283070Z digest=sha256:d0f60a79eb6f27ba74df5defe0a66d4592dfd41c57778eb3f9185143529a14dc

Pith citing papers

No inbound Pith citation observations are available.