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ResearchFormerly WizWand

Knowledge-based reasoning on EMG

73.33AccuracyTimesNet
16.764431.449746.13560.8203Feb 8, 2026
Updated 8mo ago

Evaluation results

MethodLinks
TimesNetModel Category=Classical Models2026.0273.33
VeriTimeModel Category=Base: Qwen3-4B-Instruct, Method Variant=VeriTime (SFT+RL)2026.0265.31
VeriTimeModel Category=Base: Qwen2.5-3B-Instruct, Method Variant=VeriTime (SFT+RL)2026.0264.96
PatchTSTModel Category=Classical Models2026.0264.71
FEDformerModel Category=Classical Models2026.0263.73
iTransformerModel Category=Classical Models2026.0260.78
Qwen3-4B-Instruct (Base)Model Category=Base: Qwen3-4B-Instruct, Method Variant=Base2026.0256.46
Qwen2.5-3B-Instruct (Base)Model Category=Base: Qwen2.5-3B-Instruct, Method Variant=Base2026.0251.09
AutoformerModel Category=Classical Models2026.0250.98
DLinearModel Category=Classical Models2026.0247.06
Qwen2.5-7B-InstructModel Category=General LLMs2026.0243.8
Time-R1Model Category=Time Series Language Models, Backbone=Qwen2.5-7B2026.0242.86
GPT-4o-miniModel Category=General LLMs2026.0240.88
Time-MQAModel Category=Time Series Language Models, Backbone=Llama3-8B2026.0238.24
DeepSeek-R1-Distill-Qwen-7BModel Category=General LLMs2026.0233.58
Meta-Llama3-8B-InstructModel Category=General LLMs2026.0233.58
Time-MQAModel Category=Time Series Language Models, Backbone=Mistral-7B2026.0228.43
Mistral-7B-v0.3Model Category=General LLMs2026.0226.28
Time-MQAModel Category=Time Series Language Models, Backbone=Qwen2.5-7B2026.0218.94