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ResearchFormerly WizWand

Product Rating on LaMP-3 1.0 (test)

0.195MAETAP-PER
0.175720.305860.4360.56614Apr 22, 2023Oct 28, 2023May 5, 2024Nov 11, 2024May 19, 2025Nov 25, 2025Jun 3, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TAP-PERBackbone=Qwen3-4B, variant=+Pu2026.060.1950.516
RAGBackbone=Qwen3-4B, k=42026.060.1960.518
OPPUBackbone=Qwen3-4B, variant=+rag2026.060.1960.518
RAGBackbone=Qwen3-4B, k=12026.060.2230.543
RAGBackbone=Qwen3-4B, k=22026.060.2230.543
OPPUBackbone=Qwen3-4B, variant=base2026.060.2230.559
PAGBackbone=Qwen3-4B, k=02026.060.2410.559
OPPUBackbone=Qwen3-4B, variant=+pag2026.060.2410.559
PAGBackbone=Qwen3-4B, k=12026.060.250.567
PER-PCSBackbone=Qwen3-4B, variant=+pag2026.060.2590.59
TAP-PERBackbone=Qwen3-4B, variant=+Pq2026.060.2680.582
P2PBackbone=Qwen3-4B, variant=single2026.060.2750.6
PER-PCSBackbone=Qwen3-4B, variant=base2026.060.2770.605
PER-PCSBackbone=Qwen3-4B, variant=+rag2026.060.2770.62
TAP-PERBackbone=Qwen3-4B, variant=base2026.060.2950.605
In-Prompt AugmentationBackbone=FlanT5-XXL, Evaluation Protocol=Zero-shot2023.040.2990.616
FlanT5-XXLPersonalization=None, Evaluation Protocol=Zero-shot2023.040.3330.65
In-Prompt AugmentationBackbone=GPT-3.5, Evaluation Protocol=Zero-shot2023.040.6031.002
GPT-3.5Personalization=None, Evaluation Protocol=Zero-shot2023.040.6770.948