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ResearchFormerly WizWand

Compositional Multi-tasking Summarization, Tone Adjustment, Translation (test)

26.96R-L ScoreLearnable Calibration++
6.565611.860317.15522.4497Jul 21, 2025
Updated 7mo ago

Evaluation results

MethodLinks
Learnable Calibration++Efficient?=true2025.0726.9634.34
Learnable CalibrationEfficient?=true2025.0724.5828.89
Shared Learnable Calibration++Efficient?=true2025.0722.6815.54
Learnable Calibration++variant=++2025.0721.4239.16
Shared Learnable CalibrationEfficient?=true2025.0720.9816.86
Multi-step LoRA usageEfficient?=false2025.0720.2334.32
Learnable Calibrationvariant=base2025.0719.1928.66
Joint-expert LoRAEfficient?=false2025.0719.0816.14
In-context learningEfficient?=true2025.0716.9624.12
Multi-step LoRA usagemode=Multi-step2025.0716.543.82
Main-task LoRAEfficient?=true2025.0716.434.18
LoraHub mergeEfficient?=true2025.0716.133.03
DAM/ZipLoRA mergeEfficient?=true2025.0715.682.78
Concat mergeEfficient?=true2025.0715.272.76
Linear mergeEfficient?=true2025.0715.262.74
TIES mergeEfficient?=true2025.0714.956.06
LM-Cocktail mergeEfficient?=true2025.0714.885.7
Slerp mergeEfficient?=true2025.0714.874.87
DARE mergeEfficient?=true2025.0714.516.34
Joint-expert LoRAmode=Joint-expert2025.0714.3512.75
Auxiliary-task LoRAEfficient?=true2025.0714.335.81
Zero-shotEfficient?=true2025.0713.936.52
Translation LoRAtask_specific=Translation2025.0710.950
Linear mergemode=Linear merge2025.079.890.01
Summarization LoRAtask_specific=Summarization2025.079.410
Tone adj. LoRAtask_specific=Tone adjustment2025.078.390.01
Zero-shotmode=Zero-shot2025.077.350.03