Hate Speech Analysis on PrideMM
68.4Stance (F1)ExPO-HM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ExPO-HMSystem Category=Explain-then-Detect Systems, Backbone=Qwen2.5-VL-7B2025.10 | 68.4 | 65.1 | 8 | |
| ExPO-HMSystem Category=Explain-then-Detect Systems, Backbone=Qwen2.5-VL-3B2025.10 | 66.5 | 62.1 | 12 | |
| SFTSystem Category=Direct Detection Baselines, Backbone=Qwen2.5-VL-7B2025.10 | 60.2 | 61 | — | |
| SFTSystem Category=Direct Detection Baselines, Backbone=Qwen2.5-VL-3B2025.10 | 58.6 | 53.2 | — | |
| GRPOSystem Category=Explain-then-Detect Systems, Backbone=Qwen2.5-VL-7B2025.10 | 58.6 | 60.1 | 14 | |
| SFTSystem Category=Explain-then-Detect Systems, Backbone=Qwen2.5-VL-7B2025.10 | 58 | 50.9 | 28 | |
| GRPOSystem Category=Explain-then-Detect Systems, Backbone=Qwen2.5-VL-3B2025.10 | 57.3 | 48.4 | 18 | |
| Zero-shotSystem Category=Direct Detection Baselines, Backbone=Qwen2.5-VL-7B2025.10 | 56.8 | 51.1 | — | |
| SFTSystem Category=Explain-then-Detect Systems, Backbone=Qwen2.5-VL-3B2025.10 | 56.6 | 49.8 | 29 | |
| DPOSystem Category=Explain-then-Detect Systems, Backbone=Qwen2.5-VL-7B2025.10 | 56.3 | 52.3 | 30 | |
| DPOSystem Category=Explain-then-Detect Systems, Backbone=Qwen2.5-VL-3B2025.10 | 55.5 | 48.9 | 34 | |
| Zero-shotSystem Category=Explain-then-Detect Systems, Backbone=Qwen2.5-VL-7B2025.10 | 54.6 | 50.2 | 28 | |
| Zero-shotSystem Category=Direct Detection Baselines, Backbone=Qwen2.5-VL-3B2025.10 | 53.7 | 48.8 | — | |
| Zero-shotSystem Category=Explain-then-Detect Systems, Backbone=Qwen2.5-VL-3B2025.10 | 51.2 | 40.8 | 33 |