Table 2 R² deviations of various ablation configurations compared to the full Uni-Poly framework

From: Unified multimodal multidomain polymer representation for property prediction

Configuration

De

Er

Td

Tg

Tm

w/o pre-train

−0.015

−0.025

−0.011

−0.013

−0.016

w/o multi-head

−0.011

−0.010

−0.005

−0.004

−0.016

Mean pooling

−0.018

−0.026

−0.017

−0.006

−0.010

Frozen encoder

−0.019

−0.040

−0.018

−0.005

−0.044