A Knowledge Driven Dialogue Model With Reinforcement Learning
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Access"
DOI: 10.1109/access.2020.2993924
Abstract: In recent decades, many researchers pay a lot of attention on generating informative responses in end-to-end neural dialogue systems. In order to output the responses with knowledge and fact, many works leverage external knowledge to… read more here.
Keywords: reinforcement learning; response generation; model; knowledge driven ... See more keywords
An effective context‐focused hierarchical mechanism for task‐oriented dialogue response generation
Sign Up to like & getrecommendations! Published in 2022 at "Computational Intelligence"
DOI: 10.1111/coin.12544
Abstract: Task‐oriented dialogue system (TOD) is one kind of application of artificial intelligence (AI). The response generation module is a key component of TOD for replying to user's questions and concerns in sequential natural words. In… read more here.
Keywords: oriented dialogue; task oriented; response generation; mechanism ... See more keywords
EmoKbGAN: Emotion controlled response generation using Generative Adversarial Network for knowledge grounded conversation
Sign Up to like & getrecommendations! Published in 2023 at "PLOS ONE"
DOI: 10.1371/journal.pone.0280458
Abstract: Neural open-domain dialogue systems often fail to engage humans in long-term interactions on popular topics such as sports, politics, fashion, and entertainment. However, to have more socially engaging conversations, we need to formulate strategies that… read more here.
Keywords: grounded conversation; adversarial network; emotion; generative adversarial ... See more keywords
GERP: A Personality-Based Emotional Response Generation Model
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DOI: 10.3390/app13085109
Abstract: It is important for chatbots to emotionally communicate with users. However, most emotional response generation models generate responses simply based on a specified emotion, neglecting the impacts of speaker’s personality on emotional expression. In this… read more here.
Keywords: personality; response generation; emotional response; model ... See more keywords