Safety Dialogue Evaluation on SafeDialBench
8.42ScoreFull-Context
Evaluation Results
| Method | Links | |
|---|---|---|
| Full-ContextModel=Qwen3-4B, Compression Ratio=-2026.01 | 8.42 | |
| SONICModel=Qwen3-4B, Compression Ratio=50%2026.01 | 8.33 | |
| SnapKVModel=Qwen3-4B, Compression Ratio=50%2026.01 | 8.31 | |
| StreamingLLMModel=Qwen3-4B, Compression Ratio=50%2026.01 | 8.3 | |
| ExpectedAttentionModel=Qwen3-4B, Compression Ratio=50%2026.01 | 8.29 | |
| H2OModel=Qwen3-4B, Compression Ratio=50%2026.01 | 8.28 | |
| SONICModel=Qwen3-4B, Compression Ratio=80%2026.01 | 8.27 | |
| ExpectedAttentionModel=Qwen3-4B, Compression Ratio=80%2026.01 | 8.18 | |
| SnapKVModel=Qwen3-4B, Compression Ratio=80%2026.01 | 8.11 | |
| Full-ContextModel=Qwen3-1.7B, Compression Ratio=-2026.01 | 8.1 | |
| StreamingLLMModel=Qwen3-4B, Compression Ratio=80%2026.01 | 8.1 | |
| H2OModel=Qwen3-4B, Compression Ratio=80%2026.01 | 8.07 | |
| SONICModel=Qwen3-1.7B, Compression Ratio=50%2026.01 | 7.99 | |
| SnapKVModel=Qwen3-1.7B, Compression Ratio=50%2026.01 | 7.9 | |
| H2OModel=Qwen3-1.7B, Compression Ratio=50%2026.01 | 7.88 | |
| ExpectedAttentionModel=Qwen3-1.7B, Compression Ratio=50%2026.01 | 7.85 | |
| StreamingLLMModel=Qwen3-1.7B, Compression Ratio=50%2026.01 | 7.8 | |
| SONICModel=Qwen3-1.7B, Compression Ratio=80%2026.01 | 7.66 | |
| SnapKVModel=Qwen3-1.7B, Compression Ratio=80%2026.01 | 7.62 | |
| H2OModel=Qwen3-1.7B, Compression Ratio=80%2026.01 | 7.61 | |
| ExpectedAttentionModel=Qwen3-1.7B, Compression Ratio=80%2026.01 | 7.6 | |
| StreamingLLMModel=Qwen3-1.7B, Compression Ratio=80%2026.01 | 7.52 | |
| Full-ContextModel=Qwen3-0.6B, Compression Ratio=-2026.01 | 6.66 | |
| SONICModel=Qwen3-0.6B, Compression Ratio=50%2026.01 | 6.61 | |
| ExpectedAttentionModel=Qwen3-0.6B, Compression Ratio=50%2026.01 | 6.56 | |
| StreamingLLMModel=Qwen3-0.6B, Compression Ratio=50%2026.01 | 6.55 | |
| SONICModel=Qwen3-0.6B, Compression Ratio=80%2026.01 | 6.52 | |
| SnapKVModel=Qwen3-0.6B, Compression Ratio=50%2026.01 | 6.52 | |
| ExpectedAttentionModel=Qwen3-0.6B, Compression Ratio=80%2026.01 | 6.51 | |
| SnapKVModel=Qwen3-0.6B, Compression Ratio=80%2026.01 | 6.44 | |
| H2OModel=Qwen3-0.6B, Compression Ratio=50%2026.01 | 6.44 | |
| H2OModel=Qwen3-0.6B, Compression Ratio=80%2026.01 | 6.39 | |
| StreamingLLMModel=Qwen3-0.6B, Compression Ratio=80%2026.01 | 6.12 |