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ResearchFormerly WizWand

Text Classification on FPB

92.5AccuracySC
30.755246.785162.81578.8449Jan 27, 2023Jun 17, 2023Nov 5, 2023Mar 25, 2024Aug 13, 2024Jan 1, 2025May 22, 2025
Updated 8mo ago

Evaluation results

MethodLinks
SCModel=Mistral, Shots=42025.0592.5
Base LLMModel=Mistral, Shots=42025.0590.47
SCModel=Mistral, k-shot=8, Seeds=52025.0589.53
CCModel=Mistral, Shots=42025.0587.34
BCModel=Mistral, Shots=42025.0587.19
BCModel=Llama, Shots=42025.0586.99
SCModel=Llama, k-shot=8, Seeds=52025.0586.95
DCModel=Mistral, k-shot=8, Seeds=52025.0586.64
SCModel=Llama, Shots=42025.0586.29
Latent Concept LearningBackbone=GPT2-large, Configuration=concept tokens as prefixes2023.0186.1
DCModel=Llama, Shots=42025.0585.94
Base LLMModel=Mistral, k-shot=8, Seeds=52025.0585.86
DCModel=Mistral, Shots=42025.0585.86
CCModel=Llama, Shots=42025.0585.51
CCModel=Mistral, k-shot=8, Seeds=52025.0584.61
Base LLMModel=Llama, k-shot=8, Seeds=52025.0584.14
DCModel=Llama, k-shot=8, Seeds=52025.0584.06
BCModel=Mistral, k-shot=8, Seeds=52025.0583.91
BCModel=Llama, k-shot=8, Seeds=52025.0583.44
CCModel=Llama, k-shot=8, Seeds=52025.0582.73
Base LLMModel=Llama, Shots=42025.0578.55
BCModel=Qwen, Shots=42025.0576.64
SCModel=Qwen, k-shot=8, Seeds=52025.0576.33
SCModel=Qwen, Shots=42025.0574.69
BCModel=Qwen, k-shot=8, Seeds=52025.0570.7
Base LLMModel=Qwen, Shots=42025.0563.36
Base LLMModel=Qwen, k-shot=8, Seeds=52025.0562.58
DCModel=Qwen, Shots=42025.0552.73
CCModel=Qwen, Shots=42025.0550.94
CCModel=Qwen, k-shot=8, Seeds=52025.0533.28
DCModel=Qwen, k-shot=8, Seeds=52025.0533.13