Search Results for author: Jinhua Peng

Found 3 papers, 3 papers with code

Generating Multiple Diverse Responses with Multi-Mapping and Posterior Mapping Selection

1 code implementation5 Jun 2019 Chaotao Chen, Jinhua Peng, Fan Wang, Jun Xu, Hua Wu

In this paper, we propose a multi-mapping mechanism to better capture the one-to-many relationship, where multiple mapping modules are employed as latent mechanisms to model the semantic mappings from an input post to its diverse responses.

Familia: A Configurable Topic Modeling Framework for Industrial Text Engineering

1 code implementation11 Aug 2018 Di Jiang, Yuanfeng Song, Rongzhong Lian, Siqi Bao, Jinhua Peng, Huang He, Hua Wu

In order to relieve burdens of software engineers without knowledge of Bayesian networks, Familia is able to conduct automatic parameter inference for a variety of topic models.

Topic Models

Learning to Select Knowledge for Response Generation in Dialog Systems

1 code implementation13 Feb 2019 Rongzhong Lian, Min Xie, Fan Wang, Jinhua Peng, Hua Wu

Specifically, a posterior distribution over knowledge is inferred from both utterances and responses, and it ensures the appropriate selection of knowledge during the training process.

Response Generation

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