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How AI Wins Friends and Influences People in Repeated Games With Cheap Talk

AAAI 2018 · Large language models › AI and society · approach: Human-centered trust and agency · 11 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
use signaling persona that speaks (CARNEGIE/BIFF/SPOCK) instead of silent THUMPER (ablation)S# and EEE# algorithms · RGCTs, material payoffs and partner cooperationinfluence: p < 0.001Helped
replace EEE# behavior with S# behavior given verbal persona (ablation)CARNEGIE persona · RGCTs, material payoffsmaterial payoff: p < 0.001Helped
replace EEE# behavior with S# behavior given BIFF persona (ablation)BIFF persona · RGCTs, partner cooperationpartner cooperation: p = 060No clear effect
use S# (reciprocates exploitation) vs EEE# (lenient) (ablation)behavioral strategy · RGCTs, reciprocation of defectionreciprocated defection after exploitation: 27% -> 76%Helped
switch from S# to EEE# behavior (ablation)human participants' payoffs · RGCTsparticipant payoff: p < 0.001Helped
switch from S# to EEE# behavior (ablation)winning friends · Character IndexCharacter Index: p = 0.052No clear effect
switch from S# to EEE# behavior (ablation)winning friends · Attraction IndexAttraction Index: p = 0.232No clear effect
use BIFF or THUMPER persona with S# behavior (ablation)S# · Character and Attraction Indicesfriend-winningHurt
CARNEGIE vs SPOCK persona (extra warmth) (ablation)S# and EEE# · all four metricsall four metricsNo clear effect
use rude speech (BIFF) instead of silence (THUMPER) (ablation)S# and EEE# · influence metricspayoff and partner cooperation: p < 0.001Helped
use BIFF instead of THUMPER (ablation)EEE# · Character IndexCharacter IndexHurt
remove explainable AI (NXAI) from S#-CARNEGIE (ablation)S#-CARNEGIE · User Study 2, all four metricsinfluence and friend metricsHurt

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