Paper Citation Record · LEDGER

The Parrot Dilemma: Human-Labeled vs. LLM-augmented Data in Classification Tasks

As of 22 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2304.13861.

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

pith.paper-citation-record.v1
2304.13861 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 7 of 7 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:22:35.370884Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T15:55:22.827498Z

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 5be8b819-434d-4e58-96ad-dfecadc0df1f · inbound

Know Your RAG: Dataset Taxonomy and Generation Strategies for Evaluating RAG Systems cites this paper.

Know Your RAG: Dataset Taxonomy and Generation Strategies for Evaluating RAG Systems The Parrot Dilemma: Human-Labeled vs. LLM-augmented Data in Classification Tasks

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-12T05:59:37.119342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 583d8136-bf14-4804-b5c2-94b728a930f6 · inbound

Automated Extraction of Acronym-Expansion Pairs from Scientific Papers cites this paper.

Automated Extraction of Acronym-Expansion Pairs from Scientific Papers The Parrot Dilemma: Human-Labeled vs. LLM-augmented Data in Classification Tasks

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-12T04:43:58.749217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 506a99c3-9128-4cdb-9537-371bd81b2e20 · inbound

OccScene: Semantic Occupancy-based Cross-task Mutual Learning for 3D Scene Generation cites this paper.

OccScene: Semantic Occupancy-based Cross-task Mutual Learning for 3D Scene Generation The Parrot Dilemma: Human-Labeled vs. LLM-augmented Data in Classification Tasks

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T15:17:38.685939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7d31fa5-2925-4050-8e51-6bee84dbdd76 · inbound

Automatic Labelling with Open-source LLMs using Dynamic Label Schema Integration cites this paper.

Automatic Labelling with Open-source LLMs using Dynamic Label Schema Integration The Parrot Dilemma: Human-Labeled vs. LLM-augmented Data in Classification Tasks

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T17:20:32.405407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa490eaf-475e-4eb2-a77f-ff97c0bb9d5e · inbound

Towards High-Fidelity Synthetic Multi-platform Social Media Datasets via Large Language Models cites this paper.

Towards High-Fidelity Synthetic Multi-platform Social Media Datasets via Large Language Models The Parrot Dilemma: Human-Labeled vs. LLM-augmented Data in Classification Tasks

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-16T04:22:35.370884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35f46e80-1147-41ec-b521-280b0db23938 · inbound

Backtranslation and paraphrasing in the LLM era? Comparing data augmentation methods for emotion classification cites this paper.

Backtranslation and paraphrasing in the LLM era? Comparing data augmentation methods for emotion classification The Parrot Dilemma: Human-Labeled vs. LLM-augmented Data in Classification Tasks

Reference 23

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T15:55:22.830287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c4fbec0e-56ce-4566-ae57-968ed2c1e102 · inbound

Scaling Up Occupancy-centric Driving Scene Generation: Dataset and Method cites this paper.

Scaling Up Occupancy-centric Driving Scene Generation: Dataset and Method The Parrot Dilemma: Human-Labeled vs. LLM-augmented Data in Classification Tasks

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T08:07:37.773578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.