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Published at November 27

SentiXRL: An advanced large language Model Framework for Multilingual Fine-Grained Emotion Classification in Complex Text Environment

cs.CL

Released Date: November 27, 2024

Authors: Jie Wang¹, Yichen Wang², Zhilin Zhang³, Jianhao Zeng⁴, Kaidi Wang⁵, Zhiyang Chen⁶

Aff.: ¹Tongji University; ²Tsinghua University; ³New York University; ⁴Tianjin University; ⁵Soochow University; ⁶Westlake University

Arxiv: http://arxiv.org/abs/2411.18162v1

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Dataset	IEMOCAP	MELD	Emorynlp	Average
Models	W-F1	W-F1	W-F1	W-F1
Discriminant Models
SPCL+CL	69.74	66.35	40.25	58.78
SACL	69.22	66.45	39.65	58.44
EmotionIC	69.61	66.40	40.01	58.67
DualGATs	67.68	66.90	40.29	58.29
Generative Models
InstructERC	71.39	69.15	41.37	60.64
SentiXRL( $L_{2}$ )	70.52	67.33	40.37	59.41
SentiXRL( $L_{3}$ )	71.11	68.72	42.51	60.78