Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Parameter Efficient Instruction Tuning: An Empirical Study
As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2411.16775.
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 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T13:15:38.811243Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-07T13:15:56.243618Z
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 1452da4b-d04b-4518-be58-6dcca4a6595d · inbound
Look Within or Look Beyond? A Theoretical Comparison Between Parameter-Efficient and Full Fine-Tuning cites this paper.
Look Within or Look Beyond? A Theoretical Comparison Between Parameter-Efficient and Full Fine-Tuning Parameter Efficient Instruction Tuning: An Empirical Study
Reference 18
- Resolution
- verified exact
- local_arxiv, observed 2026-08-07T13:15:56.316577Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 394a74e1-4fc8-4f68-883c-b76557bcc744 · inbound
A Language-Guided Bayesian Optimization for Efficient LoRA Hyperparameter Search cites this paper.
A Language-Guided Bayesian Optimization for Efficient LoRA Hyperparameter Search Parameter Efficient Instruction Tuning: An Empirical Study
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T09:45:42.370899Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.