notesum.ai

Published at November 3

EcoAct: Economic Agent Determines When to Register What Action

cs.AI

cs.CL

Released Date: November 3, 2024

Authors: Shaokun Zhang¹, Jieyu Zhang², Dujian Ding³, Mirian Hipolito Garcia⁴, Ankur Mallick⁴, Daniel Madrigal⁴, Menglin Xia⁴, Victor Rühle, Qingyun Wu¹, Chi Wang⁵

Aff.: ¹Pennsylvania State University; ²The University of Washington; ³University of British Columbia; ⁴Microsoft; ⁵Google DeepMind

Arxiv: http://arxiv.org/abs/2411.01643v1

Model	Method	G1		G2		G3		Average
Model	Method	PR (%)	Cost (¢)	PR (%)	Cost (¢)	PR (%)	Cost (¢)	PR (%)	Cost (¢)
GPT-4-turbo	ReaAct	16.2	6.3	18.5	8.1	13.2	11.5	16.0	8.6
GPT-4-turbo	ReaAct w/ EcoAct	16.7	5.9 ( $\bm{\downarrow 6.4\%}$ )	18.0	6.1 ( $\bm{\downarrow 24.7\%}$ )	13.2	7.7 ( $\bm{\downarrow 33.1\%}$ )	16.0	6.6
GPT-4o	ReaAct	19.8	4.9	20.5	6.7	18.4	10.7	19.6	7.4
GPT-4o	ReaAct w/ EcoAct	20.1	3.7 ( $\bm{\downarrow 24.5\%}$ )	20.8	4.8 ( $\bm{\downarrow 28.4\%}$ )	21.1	5.8 ( $\bm{\downarrow 45.8\%}$ )	20.7	4.8