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Published at October 30Comparative Analysis of Demonstration Selection Algorithms for LLM In-Context Learning
cs.CL
cs.AI
cs.LG
Released Date: October 30, 2024
Authors: Dong Shu1, Mengnan Du2
Aff.: 1Northwestern University; 2New Jersey Institute of Technology

| DATASETS | MRPC | QNLI | SST2 | CMSQA | SWAG |
|---|---|---|---|---|---|
| Task | Classification | Classification | Classification | Multi-choice | Multi-choice |
| # Training Set | 3,670 | 104,743 | 67,349 | 9,741 | 73,546 |
| # Validation Set | 408 | 5,463 | 872 | 1,221 | 20,000 |
| # Test Set | 1,730 | 5,463 | 1,821 | 1,284 | 20,000 |