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基于多语义融合的反讽识别 被引量:7
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作者 樊小超 杨亮 +3 位作者 林鸿飞 刁宇峰 申晨 楚永贺 《中文信息学报》 CSCD 北大核心 2021年第6期103-111,共9页
反讽是一种复杂的语言现象,被广泛应用于社交媒体中。如何让计算机具有识别反讽的能力,成为了自然语言处理研究领域的热门研究内容之一。该文针对反讽识别中缺乏上下文语境信息和修辞表达信息的问题,提出了基于多语义融合的反讽识别方... 反讽是一种复杂的语言现象,被广泛应用于社交媒体中。如何让计算机具有识别反讽的能力,成为了自然语言处理研究领域的热门研究内容之一。该文针对反讽识别中缺乏上下文语境信息和修辞表达信息的问题,提出了基于多语义融合的反讽识别方法。该方法采用ELMo从大规模反讽文本中训练得到领域词嵌入表示,并融合基于词性和基于风格信息的语义表示,使用双向长短时记忆网络和卷积神经网络进行反讽识别。实验结果表明,所提出模型能够从多个维度提取反讽文本的潜在语义特征,在公开数据集IAC上的实验性能有显著提升。 展开更多
关键词 反讽识别 多语义融合 神经网络 ELMo
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Numerical Convergence of the Sinc Discrete Variable Representation for Solving Molecular Vibrational States with a Conical Intersection in Adiabatic Representation
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作者 Hai-mei Shi Guang-hai Guo Zhi-gang Sun 《Chinese Journal of Chemical Physics》 SCIE CAS CSCD 2019年第3期333-342,I0001-I0002,共12页
Within the Born-Oppenheimer(BO)approximation,nuclear motions of a molecule are often envisioned to occur on an adiabatic potential energy surface(PES).However,this single PES picture should be reconsidered if a conica... Within the Born-Oppenheimer(BO)approximation,nuclear motions of a molecule are often envisioned to occur on an adiabatic potential energy surface(PES).However,this single PES picture should be reconsidered if a conical intersection(CI)is present,although the energy is well below the CI.The presence of the CI results in two additional terms in the nuclear Hamiltonian in the adiabatic presentation,i.e.,the diagonal BO correction(DBOC)and the geometric phase(GP),which are divergent at the CI.At the same time,there are cusps in the adiabatic PESs.Thus usually it is regarded that there is numerical difficulty in a quantum dynamics calculation for treating CI in the adiabatic representation.A popular numerical method in nuclear quantum dynamics calculations is the Sinc discrete variable representation(DVR)method.We examine the numerical accuracy of the Sinc DVR method for solving the Schrodinger equation of a two dimensional model of two electronic states with a CI in both the adiabatic and diabatic representation.The results suggest that the Sinc DVR method is capable of giving reliable results in the adiabatic representation with usual density of the grid points,without special treatment of the divergence of the DBOC and the GP.The numerical uncertainty is not worse than that after the introduction of an arbitrary vector potential for accounting the GP,whose accurate form usually is not easy to obtain. 展开更多
关键词 Discrete variable representation Conical intersection Adiabatic and diabatic representaton Geometric phase
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