Designing conversational agents using grounded language generation – Complete Phd and Masters Thesis

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Introduction:

In recent years, conversational agents have become increasingly popular in various applications such as customer service, healthcare, and education. These agents, also known as chatbots or virtual assistants, are designed to engage in natural language conversations with users to provide information, answer queries, and perform tasks. However, designing conversational agents that can generate human-like responses with grounded language understanding remains a significant challenge.

This thesis aims to explore the design of conversational agents using grounded language generation techniques. Grounded language generation refers to the process of generating language that is grounded in the context of the conversation, including knowledge of the world, previous exchanges, and the user’s goals and preferences. By incorporating grounded language generation into conversational agent design, we can improve the quality and naturalness of the interactions between users and agents.

Table of Contents:

Chapter 1: Introduction
1.1 Introduction
1.2 Background of study
1.3 Problem Statement
1.4 Objective of study
1.5 Limitation of study
1.6 Scope of study
1.7 Significance of study
1.8 Structure of the Thesis
1.9 Definition of Terms

Chapter 2: Literature Review
2.1 Overview of conversational agents
2.2 Grounded language generation techniques
2.3 Evaluation metrics for conversational agents
2.4 Challenges in designing conversational agents
2.5 Previous research on conversational agent design
2.6 User expectations and preferences in conversational interactions
2.7 Ethical considerations in conversational agent design
2.8 Impact of grounded language generation on user experience
2.9 Applications of conversational agents
2.10 Future trends in conversational agent design

Chapter 3: Research Methodology
3.1 Research design
3.2 Data collection methods
3.3 Grounded language generation algorithms
3.4 Participant recruitment
3.5 Experimental setup
3.6 Data analysis techniques
3.7 Validity and reliability of the study
3.8 Ethical considerations
3.9 Limitations of the study

Chapter 4: Discussion of Findings
4.1 Analysis of grounded language generation techniques
4.2 User feedback on conversational agent interactions
4.3 Comparison of different conversational agent designs
4.4 Implications for conversational agent design
4.5 Recommendations for future research
4.6 Practical applications of the study findings
4.7 Limitations of the study
4.8 Contributions to the field of conversational agent design

Chapter 5: Conclusion and Summary
5.1 Summary of key findings
5.2 Contributions to the field
5.3 Implications for practice
5.4 Recommendations for future research
5.5 Conclusion

Thesis Overview:

Designing conversational agents using grounded language generation is an important area of research that has gained significant attention in recent years. This thesis explores the design of conversational agents that can generate human-like responses with grounded language understanding. The introduction provides an overview of the research topic, background information, problem statement, objectives, limitations, scope, significance, structure of the thesis, and definition of key terms.

The literature review examines existing research on conversational agents, grounded language generation techniques, evaluation metrics, challenges, previous studies, user expectations, ethical considerations, impact on user experience, applications, and future trends. The research methodology outlines the research design, data collection methods, algorithms, participant recruitment, experimental setup, analysis techniques, validity, reliability, ethical considerations, and limitations.

The discussion of findings analyzes grounded language generation techniques, user feedback, design comparisons, implications, recommendations, applications, limitations, and contributions to the field. The conclusion and summary summarize key findings, contributions, implications for practice, recommendations for future research, and a conclusive statement.

Overall, this thesis aims to contribute to the advancement of conversational agent design by exploring the integration of grounded language generation techniques to enhance the naturalness and quality of user-agent interactions.

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