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Short-form generation on Short-form generation 1D-SameTask (OOD)

0.64PRRMSP
-0.4312-0.15310.1250.4031Apr 13, 2026

Evaluation results

MethodLinks
MSPModel Backbone=Gemma-2-9B2026.040.64
MSPModel Backbone=Llama 3.1-8B2026.040.57
SATRMD-MSPModel Backbone=Gemma-2-9B2026.040.41
SAPLMA (middle)Model Backbone=Llama 3.1-8B2026.040.3
Uhead (1 layer)Model Backbone=Llama 3.1-8B2026.040.24
HUQ-SATRMDModel Backbone=Gemma-2-9B2026.040.23
SATRMDModel Backbone=Gemma-2-9B2026.040.21
Uhead (1 layer)Model Backbone=Gemma-2-9B2026.040.18
Uhead (2 layers)Model Backbone=Gemma-2-9B2026.040.18
Uhead (2 layers)Model Backbone=Llama 3.1-8B2026.040.15
SAPLMA (middle)Model Backbone=Gemma-2-9B2026.040.11
Lookback-lensModel Backbone=Gemma-2-9B2026.040.09
SATRMD-MSPModel Backbone=Llama 3.1-8B2026.040.05
SATMD-MSPModel Backbone=Llama 3.1-8B2026.040.04
Lookback-lensModel Backbone=Llama 3.1-8B2026.04-0.03
SAPLMA (top)Model Backbone=Gemma-2-9B2026.04-0.03
SATMD-MSPModel Backbone=Gemma-2-9B2026.04-0.07
HUQ-SATRMDModel Backbone=Llama 3.1-8B2026.04-0.08
SATRMDModel Backbone=Llama 3.1-8B2026.04-0.11
SAPLMA (top)Model Backbone=Llama 3.1-8B2026.04-0.12
HUQ-SATMDModel Backbone=Llama 3.1-8B2026.04-0.12
SATMDModel Backbone=Llama 3.1-8B2026.04-0.15
HUQ-SATMDModel Backbone=Gemma-2-9B2026.04-0.35
SATMDModel Backbone=Gemma-2-9B2026.04-0.39