Sentiment Analysis on DynaSent
70.9AccuracyDOPA*
Evaluation results
| Method | Links | |
|---|---|---|
| DOPA*Backbone=Qwen3-8B2026.04 | 70.9 | |
| InfICLBackbone=Qwen3-8B2026.04 | 70.71 | |
| RandomBackbone=Qwen3-8B2026.04 | 68.56 | |
| DrICLBackbone=Qwen3-8B2026.04 | 68.4 | |
| KNNBackbone=Qwen3-8B2026.04 | 65.34 | |
| DICLBackbone=Qwen3-8B2026.04 | 64.32 | |
| RewriteBackbone=Qwen3-8B2026.04 | 64.25 | |
| DOPA*Backbone=Qwen3-1.7B2026.04 | 63.35 | |
| RandomBackbone=Qwen3-1.7B2026.04 | 62.82 | |
| InfICLBackbone=Qwen3-1.7B2026.04 | 62.1 | |
| DrICLBackbone=Qwen3-1.7B2026.04 | 61.54 | |
| KNNBackbone=Qwen3-1.7B2026.04 | 60.75 | |
| RewriteBackbone=Qwen3-1.7B2026.04 | 60.38 | |
| DICLBackbone=Qwen3-1.7B2026.04 | 59.94 | |
| DOPA*Backbone=LLaMA3.1-8B2026.04 | 59.25 | |
| DrICLBackbone=LLaMA3.1-8B2026.04 | 59.2 | |
| RandomBackbone=LLaMA3.1-8B2026.04 | 58.46 | |
| DICLBackbone=LLaMA3.1-8B2026.04 | 58.35 | |
| InfICLBackbone=Gemma2-2B2026.04 | 58.07 | |
| RewriteBackbone=Gemma2-2B2026.04 | 57.91 | |
| DrICLBackbone=Gemma2-2B2026.04 | 57.67 | |
| InfICLBackbone=LLaMA3.1-8B2026.04 | 57.63 | |
| KNNBackbone=LLaMA3.1-8B2026.04 | 57.61 | |
| DOPA*Backbone=Gemma2-2B2026.04 | 57.24 | |
| RewriteBackbone=LLaMA3.1-8B2026.04 | 56.59 | |
| RandomBackbone=Gemma2-2B2026.04 | 56.47 | |
| DrICLBackbone=LLaMA3.2-3B2026.04 | 56.05 | |
| DOPA*Backbone=LLaMA3.2-3B2026.04 | 55.71 | |
| DICLBackbone=Gemma2-2B2026.04 | 55.61 | |
| KNNBackbone=Gemma2-2B2026.04 | 55.29 | |
| RewriteBackbone=LLaMA3.2-3B2026.04 | 53.92 | |
| RandomBackbone=LLaMA3.2-3B2026.04 | 53.81 | |
| DICLBackbone=LLaMA3.2-3B2026.04 | 53.79 | |
| InfICLBackbone=LLaMA3.2-3B2026.04 | 53.35 | |
| KNNBackbone=LLaMA3.2-3B2026.04 | 52.63 | |
| DICLBackbone=GPT2-xl2026.04 | 38.46 | |
| DOPA*Backbone=GPT2-xl2026.04 | 38.23 | |
| DrICLBackbone=GPT2-xl2026.04 | 37 | |
| InfICLBackbone=GPT2-xl2026.04 | 36.61 | |
| RandomBackbone=GPT2-xl2026.04 | 36.33 | |
| RewriteBackbone=GPT2-xl2026.04 | 36 | |
| KNNBackbone=GPT2-xl2026.04 | 35.89 |