Polarity Profile Control on Polarity Profile Control zero-shot Instruct
44F1 ScoreDeepSeek-R1-8BF
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DeepSeek-R1-8BFFine-tuning=Ontology-Guided CLM, Prompting=Zero-shot, Variant=Instruct2026.04 | 44 | 10 | 48 | 40 | |
| Qwen2.5-7BFFine-tuning=Ontology-Guided CLM, Prompting=Zero-shot, Variant=Instruct2026.04 | 35 | 16 | 37 | 25 | |
| Llama3.1-8BFFine-tuning=Ontology-Guided CLM, Prompting=Zero-shot, Variant=Instruct2026.04 | 31 | 16 | 33 | 20 | |
| Llama3-8BFFine-tuning=Ontology-Guided CLM, Prompting=Zero-shot, Variant=Instruct2026.04 | 24 | 4 | 33 | 22 | |
| Phi-3.5-miniFFine-tuning=Ontology-Guided CLM, Prompting=Zero-shot, Variant=Instruct2026.04 | 24 | 5 | 26 | 12 | |
| Mistral-7B-v0.3Fine-tuning=Pre-Trained Baseline, Prompting=Zero-shot, Variant=Instruct2026.04 | 21 | 7 | 22 | 7 | |
| Llama3.2-3BFine-tuning=Pre-Trained Baseline, Prompting=Zero-shot, Variant=Instruct2026.04 | 19 | 8 | 23 | 6 | |
| Qwen2.5-7BFine-tuning=Pre-Trained Baseline, Prompting=Zero-shot, Variant=Instruct2026.04 | 19 | 13 | 20 | 4 | |
| Mistral-7B-v0.3FFine-tuning=Ontology-Guided CLM, Prompting=Zero-shot, Variant=Instruct2026.04 | 19 | 10 | 22 | 7 | |
| Llama3.1-8BFine-tuning=Pre-Trained Baseline, Prompting=Zero-shot, Variant=Instruct2026.04 | 18 | 6 | 23 | 8 | |
| Phi-3.5-miniFine-tuning=Pre-Trained Baseline, Prompting=Zero-shot, Variant=Instruct2026.04 | 18 | 8 | 19 | 3 | |
| DeepSeek-R1-8BFine-tuning=Pre-Trained Baseline, Prompting=Zero-shot, Variant=Instruct2026.04 | 17 | 1 | 22 | 7 | |
| Llama3.2-3BFFine-tuning=Ontology-Guided CLM, Prompting=Zero-shot, Variant=Instruct2026.04 | 17 | 7 | 21 | 5 | |
| Llama3-8BFine-tuning=Pre-Trained Baseline, Prompting=Zero-shot, Variant=Instruct2026.04 | 14 | 0 | 19 | 2 |