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DM-Group-project.htm
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border=0 width=239 height=63 src="DM-Group-project.files/image019.jpg" v:shapes="图片_x0020_3"></span><![endif]></span></a><span
style='mso-spacerun:yes'> </span><span
style='mso-spacerun:yes'> </span><a
href="https://neu-datamining.github.io/DM-Group-patent.htm"><span
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border=0 width=240 height=62 src="DM-Group-project.files/image021.jpg" v:shapes="图片_x0020_9"></span><![endif]></span></a><span
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border=0 width=241 height=63 src="DM-Group-project.files/image025.jpg" v:shapes="图片_x0020_11"></span><![endif]></span></a><span
style='mso-spacerun:yes'> </span><a
href="https://neu-datamining.github.io/DM-Group-chinese.htm"><span
style='color:windowtext;mso-no-proof:yes;text-decoration:none;text-underline:
none'><!--[if gte vml 1]><v:shape id="图片_x0020_12" o:spid="_x0000_i1025"
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</v:shape><![endif]--><![if !vml]><span style='mso-ignore:vglayout'><img
border=0 width=239 height=60 src="DM-Group-project.files/image027.jpg" v:shapes="图片_x0020_12"></span><![endif]></span></a></span></p>
<p class=MsoNormal align=center style='text-align:center'><span lang=ZH-CN><o:p> </o:p></span></p>
<p class=MsoNormal align=left style='text-align:left'><span lang=ZH-CN><o:p> </o:p></span></p>
<p class=MsoNormal align=center style='text-align:center'><span lang=ZH-CN><span
style='mso-spacerun:yes'> </span><span
style='mso-spacerun:yes'> </span><span
style='mso-spacerun:yes'> </span><span
style='mso-spacerun:yes'> </span><span
style='mso-spacerun:yes'> </span><span
style='mso-spacerun:yes'> </span><span
style='mso-spacerun:yes'> </span></span></p>
<p class=MsoNormal><b><span lang=ZH-CN style='font-size:24.0pt;font-family:
"Georgia","serif";color:red'>Project </span></b><b><span lang=ZH-CN
style='font-size:24.0pt;font-family:"Georgia","serif"'>(National)</span></b><b
style='mso-bidi-font-weight:normal'><span lang=ZH-CN style='font-size:24.0pt;
font-family:"Georgia","serif";color:red'><o:p></o:p></span></b></p>
<p class=MsoListParagraph align=center style='text-align:center;text-indent:
0cm;mso-char-indent-count:0'><span lang=ZH-CN style='font-size:12.0pt;
font-family:"Arial Rounded MT Bold","sans-serif"'><o:p> </o:p></span></p>
<p class=MsoListParagraph style='margin-left:42.0pt;text-indent:-21.0pt;
mso-char-indent-count:0;line-height:26.0pt;mso-line-height-rule:exactly;
mso-list:l4 level2 lfo5'><![if !supportLists]><span lang=ZH-CN
style='font-size:15.0pt;font-family:Symbol;mso-fareast-font-family:Symbol;
mso-bidi-font-family:Symbol'><span style='mso-list:Ignore'><img width=19
height=19 src="DM-Group-project.files/image008.gif" alt="*"><span
style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><b
style='mso-bidi-font-weight:normal'><span lang=ZH-CN style='font-size:16.0pt;
font-family:"Georgia","serif";mso-bidi-font-family:"Times New Roman"'>Research
on Key Techniques of User-centered Emotion Elicitation and Regulation Dialogue
Generation. </span></b><span lang=ZH-CN style='font-size:16.0pt;font-family:
"Georgia","serif";mso-bidi-font-family:"Times New Roman"'>Natural Science
Foundation of China, 62272092, 2023.1~2026.12<b style='mso-bidi-font-weight:
normal'><o:p></o:p></b></span></p>
<p class=MsoListParagraph style='margin-left:42.0pt;text-indent:0cm;mso-char-indent-count:
0;line-height:26.0pt;mso-line-height-rule:exactly'><span lang=ZH-CN
style='font-size:15.0pt;font-family:"Times New Roman","serif";mso-fareast-font-family:
宋体;color:black;mso-font-kerning:0pt'>The emotional interaction between humans
and computers via dialogue system is a research hotspot in artificial
intelligence. Most of the existing emotional dialogue generation techniques are
system-centered, and fail to leverage the user's personality and dialogue
situation to actively affect the user's emotional state. This proposal
introduces a new research problem called User-centered Emotion Elicitation and
Regulation Dialogue Generation and conducts the following research: (1) We
study on dataset construction and external knowledge reconstruction techniques
to prepare the task-specific corpus and knowledge base; (2) We study on user
persona and dialogue situation modeling techniques to detect persona and
situation in human-computer interaction; (3) We study on human-computer
emotional interaction reasoning technique to predict user' elicited emotional
state; (4) We study on emotion elicitation and regulation dialogue generation
technique to generate the responses in single-turn, multi-turn or multi-modal
scenarios; (5) We study on content safety detection and dialogue quality
evaluation techniques to ensure the safety and quality of training data; (6) We
study on the dialogue generation techniques after model development for continuous
learning and updating of the model. This proposal creatively proposes to endow
the dialogue system with the ability to elicit and regulate users' emotional
states. The research results have broad application prospects in the emotional
companionship and psychological counseling in chatbots.<o:p></o:p></span></p>
<p class=MsoListParagraph style='margin-left:42.0pt;text-indent:0cm;mso-char-indent-count:
0;line-height:26.0pt;mso-line-height-rule:exactly'><span lang=ZH-CN
style='font-size:15.0pt;font-family:"Times New Roman","serif";mso-fareast-font-family:
宋体;color:black;mso-font-kerning:0pt'><o:p> </o:p></span></p>
<p class=MsoListParagraph style='margin-left:42.0pt;text-indent:-21.0pt;
mso-char-indent-count:0;line-height:26.0pt;mso-line-height-rule:exactly;
mso-list:l4 level2 lfo5'><![if !supportLists]><span lang=ZH-CN
style='font-size:15.0pt;font-family:Symbol;mso-fareast-font-family:Symbol;
mso-bidi-font-family:Symbol'><span style='mso-list:Ignore'><img width=19
height=19 src="DM-Group-project.files/image008.gif" alt="*"><span
style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><b
style='mso-bidi-font-weight:normal'><span lang=ZH-CN style='font-size:16.0pt;
font-family:"Georgia","serif";mso-bidi-font-family:"Times New Roman"'>Research
on Interpretable Emotion-Aware Dialogue Generation. </span></b><span
lang=ZH-CN style='font-size:16.0pt;font-family:"Georgia","serif";mso-bidi-font-family:
"Times New Roman"'>Natural Science Foundation of China, 62172086, 2022.1~2025.12<b
style='mso-bidi-font-weight:normal'><o:p></o:p></b></span></p>
<p class=MsoListParagraph style='margin-left:42.0pt;text-indent:0cm;mso-char-indent-count:
0;line-height:26.0pt;mso-line-height-rule:exactly'><span lang=ZH-CN
style='font-size:15.0pt;font-family:"Times New Roman","serif";mso-fareast-font-family:
宋体;color:black;mso-font-kerning:0pt'>The "sentiment interaction"
between human and computer in the dialogue system plays an important role in
the emotion companionship and psychological counseling of robots. Due to the
lack of <span class=SpellE>explainability</span> in the process of dialogue
generation, the computer is difficult to convince itself and the user, the user
is difficult to know, and know why, so we study the interpretable dialogue
generation technology of emotion awareness. It includes: (1) Interpretable
model-oriented conversational knowledge construction technology to solve the
problem of training corpus required for modeling; (2) Interpretable user
utterance emotion awareness technology, to solve the problem of computer
emotion awareness for users; (3) Interpretable dialogue generated emotion
prediction technology to solve the problem of empathy between computer and
users; (4) Interpretable dialogue generation technology based on emotion
prediction to solve the problem of computer response to users; (5) Criterion
for the relationship between emotion awareness, dialogue generation results and
their interpretation and model optimization technology, to solve the evaluation
and optimization problems of models and processes. Finally, a prototype system
of interpretable dialogue generation for human-computer sentiment interaction
with the functions of knowledge construction, dialogue understanding, dialogue
prediction, dialogue generation and dialogue management will be implemented.
Achieve: (1) users get better experience through explanations. (2) The results generated
by models and their corresponding explanations are mutually promoted and
co-enhanced.<o:p></o:p></span></p>
<p class=MsoListParagraph style='margin-left:42.0pt;text-indent:0cm;mso-char-indent-count:
0;line-height:26.0pt;mso-line-height-rule:exactly'><span lang=ZH-CN
style='font-size:15.0pt;font-family:"Times New Roman","serif";mso-fareast-font-family:
宋体;color:black;mso-font-kerning:0pt'><o:p> </o:p></span></p>
<p class=MsoListParagraph style='margin-left:42.0pt;text-indent:-21.0pt;
mso-char-indent-count:0;line-height:26.0pt;mso-line-height-rule:exactly;
mso-list:l4 level2 lfo5'><![if !supportLists]><span lang=ZH-CN
style='font-size:15.0pt;font-family:Symbol;mso-fareast-font-family:Symbol;
mso-bidi-font-family:Symbol'><span style='mso-list:Ignore'><img width=19
height=19 src="DM-Group-project.files/image008.gif" alt="*"><span
style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><b
style='mso-bidi-font-weight:normal'><span lang=ZH-CN style='font-size:16.0pt;
font-family:"Georgia","serif";mso-bidi-font-family:"Times New Roman"'>Study on
Human-Machine Conversation Text Generation Technique for Emotional Interaction.</span></b><span
lang=ZH-CN style='font-size:16.0pt;font-family:"Georgia","serif";mso-bidi-font-family:
"Times New Roman"'> Natural Science Foundation of China, 61872074,