notesum.ai

Published at November 10

MEANT: Multimodal Encoder for Antecedent Information

cs.AI

Released Date: November 10, 2024

Authors: Benjamin Iyoya Irving¹, Annika Marie Schoene¹

Aff.: ¹Northeastern University, Boston, MA, USA

Arxiv: http://arxiv.org/abs/2411.06616v1

Model	F1	P	R
FinBERT	0.5047	0.5047	0.5047
BERT	0.5321	0.5300	0.5318
VL-BERT	0.3415	0.2593	0.5000
VL-BERT-price	0.3249	0.2407	0.5000
ViLT	0.5483	0.5554	0.5524
ViLT-price	0.6813	0.6814	0.6816
TimeSFormer	0.3415	0.2593	0.5000
MLP	0.7124	0.7145	0.7122
LSTM	0.7623	0.7622	0.7623
TEANet	0.7898	0.8198	0.7979
MEANT-base	0.7815	0.7917	0.7812
MEANT-large	0.8351	0.8399	0.8343
MEANT-XL	0.8440	0.8497	0.8430