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Published at October 20

Who is Undercover? Guiding LLMs to Explore Multi-Perspective Team Tactic in the Game

cs.CE

Released Date: October 20, 2024

Authors: Ruiqi Dong¹, Zhixuan Liao¹, Guangwei Lai¹, Yuhan Ma¹, Danni Ma¹, Chenyou Fan¹

Aff.: ¹South China Normal University

Arxiv: https://arxiv.org/abs/2410.15311v1

Refer to caption

CL: Civilian, UC : Undercover
Team	Method	SR@1	SR@2	VR	PST	PSA
CL↓	Baseline(CoT)	0.90	0.75	0.75	0.59	0.54
	CoT+Multi SR	0.86	0.70	0.50	0.66	0.56
	CoT+Multi SR+GH	0.85	0.62	0.40	0.52	0.52
	MPTT w/o PhaseⅠ	0.90	0.73	0.67	0.62	0.55
	MPTT w/o PhaseⅡ	0.82	0.68	0.50	0.60	0.54
	MPTT(Ours)	0.76	0.62	0.40	0.50	0.50
UC↑	Baseline(CoT)	0.65	0.38	0.25	0.33	0.88
	CoT+Multi SR	0.70	0.45	0.50	0.60	0.89
	CoT+Multi SR+GH	0.73	0.58	0.60	0.66	0.90
	MPTT w/o PhaseⅠ	0.65	0.40	0.33	0.42	0.88
	MPTT w/o PhaseⅡ	0.76	0.47	0.50	0.53	0.89
	MPTT(Ours)	0.85	0.63	0.60	0.67	0.92