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ResearchFormerly WizWand

Semantic Textual Similarity on PaperCode (PC)

44.26STSLoRA
20.49626.665532.83539.0045May 27, 2026
Updated 5mo ago

Evaluation results

MethodLinks
LoRABackbone=Mistral-7B, Evaluation Protocol=Fine-tuning2026.0544.26
LoRABackbone=LLaMA-3.2-3B, Evaluation Protocol=Fine-tuning2026.0542.56
LoRABackbone=Qwen2.5-7B, Evaluation Protocol=Fine-tuning2026.0539.52
Prompt-TuningBackbone=LLaMA-3.2-3B, Evaluation Protocol=Frozen Backbone Methods2026.0539.5
Prompt-TuningBackbone=Mistral-7B, Evaluation Protocol=Frozen Backbone Methods2026.0539.32
PromptEmbedderBackbone=Qwen2.5-7B, Evaluation Protocol=Frozen Backbone Methods2026.0538.44
EchoBackbone=LLaMA-3.2-3B, Evaluation Protocol=Training-free Prompting2026.0536.37
Prompt-TuningBackbone=Qwen2.5-7B, Evaluation Protocol=Frozen Backbone Methods2026.0533.97
EchoBackbone=LLaMA-3.2-1B, Evaluation Protocol=Training-free Prompting2026.0533.13
LoRABackbone=LLaMA-3.2-1B, Evaluation Protocol=Fine-tuning2026.0530.61
Pretend-CoTBackbone=Mistral-7B, Evaluation Protocol=Training-free Prompting2026.0530.31
Prompt-TuningBackbone=LLaMA-3.2-1B, Evaluation Protocol=Frozen Backbone Methods2026.0529.23
PromptEOLBackbone=Qwen2.5-7B, Evaluation Protocol=Training-free Prompting2026.0528.92
Pretend-CoTBackbone=Qwen2.5-7B, Evaluation Protocol=Training-free Prompting2026.0528.47
EchoBackbone=Mistral-7B, Evaluation Protocol=Training-free Prompting2026.0528.41
PromptEmbedderBackbone=LLaMA-3.2-3B, Evaluation Protocol=Frozen Backbone Methods2026.0528.16
PromptEmbedderBackbone=LLaMA-3.2-1B, Evaluation Protocol=Frozen Backbone Methods2026.0527.74
Pretend-CoTBackbone=LLaMA-3.2-3B, Evaluation Protocol=Training-free Prompting2026.0526.82
PromptEOLBackbone=Mistral-7B, Evaluation Protocol=Training-free Prompting2026.0526.14
EchoBackbone=Qwen2.5-7B, Evaluation Protocol=Training-free Prompting2026.0526.1
PromptEOLBackbone=LLaMA-3.2-1B, Evaluation Protocol=Training-free Prompting2026.0524.61
PromptEOLBackbone=LLaMA-3.2-3B, Evaluation Protocol=Training-free Prompting2026.0524.37
PromptEmbedderBackbone=Mistral-7B, Evaluation Protocol=Frozen Backbone Methods2026.0521.72
Pretend-CoTBackbone=LLaMA-3.2-1B, Evaluation Protocol=Training-free Prompting2026.0521.41