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Published at October 30

SciPIP: An LLM-based Scientific Paper Idea Proposer

cs.CL

cs.AI

cs.IR

cs.LG

Released Date: October 30, 2024

Authors: Wenxiao Wang¹, Lihui Gu¹, Liye Zhang¹, Yunxiang Luo¹, Yi Dai¹, Chen Shen², Liang Xie³, Binbin Lin¹, Xiaofei He¹, Jieping Ye²

Aff.: ¹Zhejiang University; ²Alibaba Cloud; ³Zhejiang University of Technology

Arxiv: http://arxiv.org/abs/2410.23166v1

Refer to caption

Proposal Methods	Variants	#Backgrounds/	#Ideas of Similarity Score
Proposal Methods	Variants	#Proposed Ideas	4	3	2	1	0
AI Scientist	-	100 / 400	0	58	211	123	8
SciPIP	SciPIP-A	100 / 385	5	115	192	71	2
	SciPIP-B	100 / 379	4	139	157	75	4
	SciPIP-C^†	100 / 388	5	117	177	85	4
	SciPIP-C	1968 / 7638	91	2305	3492	1681	69