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Published at October 18

Nova: An Iterative Planning and Search Approach to Enhance Novelty and Diversity of LLM Generated Ideas

cs.CL

cs.AI

Released Date: October 18, 2024

Authors: Xiang Hu¹, Hongyu Fu², Jinge Wang³, Yifeng Wang⁴, Zhikun Li⁵, Renjun Xu⁶, Yu Lu³, Yaochu Jin³, Lili Pan⁵, Zhenzhong Lan³

Aff.: ¹China Life R&D Center; ²Carnegie Mellon University; ³Westlake University; ⁴Southeast University; ⁵University of Electronic Science and Technology of China; ⁶Zhejiang University

Arxiv: https://arxiv.org/abs/2410.14255v1

Problem: State the problem statement, which should be closely related to the idea description and something that large language models cannot solve well yet.

Existing Methods: Mention some existing benchmarks and baseline methods if there are any.

Motivation: Explain the inspiration of the proposed method and why it would work well.

Proposed Method: Propose your new method and describe it in detail. The proposed method should be maximally different from all existing work and baselines, and be more advanced and effective than the baselines. You should be as creative as possible in proposing new methods; we love unhinged ideas that sound crazy. This should be the most detailed section of the proposal.

Experiment Plan: Specify the experiment steps, baselines, and evaluation metrics.