7,763 research outputs found
Quantum Invariants of Periodic Links and Periodic 3-Manifolds
We give criteria for framed links and 3-manifolds to be periodic of prime
order. As applications we show that the Poincare sphere is of periodicity 2, 3,
5 only and the Brieskorn sphere (2,3,7) is of periodicity 2, 3, 7 only.Comment: 18 pages with 1 figur
TSGP: Two-Stage Generative Prompting for Unsupervised Commonsense Question Answering
Unsupervised commonsense question answering requires mining effective
commonsense knowledge without the rely on the labeled task data. Previous
methods typically retrieved from traditional knowledge bases or used
pre-trained language models (PrLMs) to generate fixed types of knowledge, which
have poor generalization ability. In this paper, we aim to address the above
limitation by leveraging the implicit knowledge stored in PrLMs and propose a
two-stage prompt-based unsupervised commonsense question answering framework
(TSGP). Specifically, we first use knowledge generation prompts to generate the
knowledge required for questions with unlimited types and possible candidate
answers independent of specified choices. Then, we further utilize answer
generation prompts to generate possible candidate answers independent of
specified choices. Experimental results and analysis on three different
commonsense reasoning tasks, CommonsenseQA, OpenBookQA, and SocialIQA,
demonstrate that TSGP significantly improves the reasoning ability of language
models in unsupervised settings. Our code is available at:
https://github.com/Yueqing-Sun/TSGP.Comment: Findings of EMNLP202
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