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ResearchFormerly WizWand

Paraphrase Identification on PPDB

2.28ECECaliDist_verbalized (Sa.)
0.792410.833720.87530.9163Jun 4, 2026
Updated 4mo ago

Evaluation results

MethodLinks
CaliDist_verbalized (Sa.)LLM=LLAMA-3.1 8B2026.062.2817.52
CaliDist (Sa.)LLM=QWEN-3 8B2026.062.3921.38
CaliDist_verbalized (Sa.)LLM=QWEN-2 7B2026.062.6120.84
CaliDist (Pr.)LLM=LLAMA-3.1 8B2026.063.7518.91
CaliDist (Pr.)LLM=QWEN-3 8B2026.064.5724.72
CaliDist_verbalized (As.)LLM=LLAMA-3.1 8B2026.065.0719.55
Temperature ScalingLLM=LLAMA-3.1 8B2026.065.1218.98
CaliDist (Sa.)LLM=LLAMA-3.1 8B2026.065.4218.72
CaliDist (As.)LLM=QWEN-3 8B2026.065.8721.93
CaliDist_verbalized (As.)LLM=QWEN-2 7B2026.066.8621.51
CaliDist (As.)LLM=LLAMA-3.1 8B2026.067.0219.16
CaliDist_verbalized (Pr.)LLM=LLAMA-3.1 8B2026.067.719.37
CaliDist_verbalized (Pr.)LLM=QWEN-2 7B2026.069.3423.86
CaliDist_verbalized (Sa.)LLM=GEMMA-3 4B2026.0612.2922.89
VerbalizedLLM=GEMMA-3 4B2026.0612.7722.58
CaliDist_verbalized (As.)LLM=GEMMA-3 4B2026.0612.9822.79
VanillaLLM=LLAMA-3.1 8B2026.0613.520.87
CaliDist_verbalized (Pr.)LLM=GEMMA-3 4B2026.0613.5222.7
CaliDist_verbalized (Sa.)LLM=PHI-4-MINI 3.8B2026.0614.4424.48
VerbalizedLLM=LLAMA-3.1 8B2026.0614.6319.83
CaliDist_verbalized (Pr.)LLM=PHI-4-MINI 3.8B2026.0615.1524.43
CaliDist_verbalized (As.)LLM=PHI-4-MINI 3.8B2026.0615.8124.63
VerbalizedLLM=PHI-4-MINI 3.8B2026.0615.8624.5
ConsistencyLLM=LLAMA-3.1 8B2026.0619.3523.34
FSDLLM=LLAMA-3.1 8B2026.0623.2624.78
EntropyLLM=LLAMA-3.1 8B2026.0626.6827.88
VerbalizedLLM=QWEN-2 7B2026.0631.6432.32
Temperature ScalingLLM=QWEN-3 8B2026.0638.839.05
EntropyLLM=QWEN-3 8B2026.0638.9638.87
FSDLLM=QWEN-3 8B2026.0639.139.14
VanillaLLM=QWEN-3 8B2026.0639.4639.66
ConsistencyLLM=QWEN-3 8B2026.0639.4739.46