Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
LLMs vs Established Text Augmentation Techniques for Classification: When do the Benefits Outweight the Costs?
As of 21 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2408.16502.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-10T04:36:37.841536Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T20:06:18.109706Z
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 1f46cce3-2852-4933-a77e-ebbb22057052 · inbound
Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey cites this paper.
Multimodal Large Language Models for Image, Text, and Speech Data Augmentation: A Survey LLMs vs Established Text Augmentation Techniques for Classification: When do the Benefits Outweight the Costs?
Reference 183
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T04:36:37.841536Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c83eec9b-34eb-4f29-861a-12b44e9858d2 · inbound
AI in Mental Health: Emotional and Sentiment Analysis of Large Language Models' Responses to Depression, Anxiety, and Stress Queries cites this paper.
AI in Mental Health: Emotional and Sentiment Analysis of Large Language Models' Responses to Depression, Anxiety, and Stress Queries LLMs vs Established Text Augmentation Techniques for Classification: When do the Benefits Outweight the Costs?
Reference 15
- Resolution
- verified exact
- local_arxiv, observed 2026-08-05T20:06:18.180604Z
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.