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ResearchFormerly WizWand

Safety Dialogue Evaluation on SafeDialBench

8.42ScoreFull-Context
6.0286.6497.277.891Jan 29, 2026
Updated 8mo ago

Evaluation results

MethodLinks
Full-ContextModel=Qwen3-4B, Compression Ratio=-2026.018.42
SONICModel=Qwen3-4B, Compression Ratio=50%2026.018.33
SnapKVModel=Qwen3-4B, Compression Ratio=50%2026.018.31
StreamingLLMModel=Qwen3-4B, Compression Ratio=50%2026.018.3
ExpectedAttentionModel=Qwen3-4B, Compression Ratio=50%2026.018.29
H2OModel=Qwen3-4B, Compression Ratio=50%2026.018.28
SONICModel=Qwen3-4B, Compression Ratio=80%2026.018.27
ExpectedAttentionModel=Qwen3-4B, Compression Ratio=80%2026.018.18
SnapKVModel=Qwen3-4B, Compression Ratio=80%2026.018.11
Full-ContextModel=Qwen3-1.7B, Compression Ratio=-2026.018.1
StreamingLLMModel=Qwen3-4B, Compression Ratio=80%2026.018.1
H2OModel=Qwen3-4B, Compression Ratio=80%2026.018.07
SONICModel=Qwen3-1.7B, Compression Ratio=50%2026.017.99
SnapKVModel=Qwen3-1.7B, Compression Ratio=50%2026.017.9
H2OModel=Qwen3-1.7B, Compression Ratio=50%2026.017.88
ExpectedAttentionModel=Qwen3-1.7B, Compression Ratio=50%2026.017.85
StreamingLLMModel=Qwen3-1.7B, Compression Ratio=50%2026.017.8
SONICModel=Qwen3-1.7B, Compression Ratio=80%2026.017.66
SnapKVModel=Qwen3-1.7B, Compression Ratio=80%2026.017.62
H2OModel=Qwen3-1.7B, Compression Ratio=80%2026.017.61
ExpectedAttentionModel=Qwen3-1.7B, Compression Ratio=80%2026.017.6
StreamingLLMModel=Qwen3-1.7B, Compression Ratio=80%2026.017.52
Full-ContextModel=Qwen3-0.6B, Compression Ratio=-2026.016.66
SONICModel=Qwen3-0.6B, Compression Ratio=50%2026.016.61
ExpectedAttentionModel=Qwen3-0.6B, Compression Ratio=50%2026.016.56
StreamingLLMModel=Qwen3-0.6B, Compression Ratio=50%2026.016.55
SONICModel=Qwen3-0.6B, Compression Ratio=80%2026.016.52
SnapKVModel=Qwen3-0.6B, Compression Ratio=50%2026.016.52
ExpectedAttentionModel=Qwen3-0.6B, Compression Ratio=80%2026.016.51
SnapKVModel=Qwen3-0.6B, Compression Ratio=80%2026.016.44
H2OModel=Qwen3-0.6B, Compression Ratio=50%2026.016.44
H2OModel=Qwen3-0.6B, Compression Ratio=80%2026.016.39
StreamingLLMModel=Qwen3-0.6B, Compression Ratio=80%2026.016.12