Natural Language Understanding on MAC-SLU (Overall Acc, Intent Acc, Slot F1)
4.52Overall AccuracySFL-MTSC
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SFL-MTSCBackbone=Qwen3-4B-Instruct-2507, Inference Type=Text-NLU, Baseline Prompting=CroPrompt (Slot→Intent)2026.06 | 4.52 | 53.26 | 52.23 | |
| CroPrompt (Slot→Intent)Backbone=Qwen3-4B-Instruct-2507, Inference Type=Text-NLU2026.06 | 4.16 | 55.12 | 52.7 | |
| SFL-MTSCBackbone=Qwen3-4B-Instruct-2507, Inference Type=Text-NLU, Baseline Prompting=GPT-SLU2026.06 | 4.1 | 56.82 | 47.33 | |
| GPT-SLUBackbone=Qwen3-4B-Instruct-2507, Inference Type=Text-NLU2026.06 | 4.07 | 58.05 | 49.06 | |
| SFL-MTSCBackbone=Qwen3-4B-Instruct-2507, Inference Type=Text-NLU, Baseline Prompting=Vanilla Prompting2026.06 | 3.3 | 44.22 | 58.25 | |
| Vanilla PromptingBackbone=Qwen3-4B-Instruct-2507, Inference Type=Text-NLU2026.06 | 2.07 | 46.84 | 29.39 | |
| SFL-MTSCBackbone=Qwen3-4B-Instruct-2507, Inference Type=Text-NLU, Baseline Prompting=CroPrompt (Intent→Slot)2026.06 | 1.91 | 46.13 | 46.24 | |
| CroPrompt (Intent→Slot)Backbone=Qwen3-4B-Instruct-2507, Inference Type=Text-NLU2026.06 | 1.51 | 48.84 | 36.93 |