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A complete survey on generative ai (aigc): Is chatgpt from gpt-4 to gpt-5 all you need?
As ChatGPT goes viral, generative AI (AIGC, aka AI-generated content) has made headlines
everywhere because of its ability to analyze and create text, images, and beyond. With such …
everywhere because of its ability to analyze and create text, images, and beyond. With such …
Recent advances in deep learning based dialogue systems: A systematic survey
Dialogue systems are a popular natural language processing (NLP) task as it is promising in
real-life applications. It is also a complicated task since many NLP tasks deserving study are …
real-life applications. It is also a complicated task since many NLP tasks deserving study are …
Diverse and informative dialogue generation with context-specific commonsense knowledge awareness
Generative dialogue systems tend to produce generic responses, which often leads to
boring conversations. For alleviating this issue, Recent studies proposed to retrieve and …
boring conversations. For alleviating this issue, Recent studies proposed to retrieve and …
Learning to discriminate perturbations for blocking adversarial attacks in text classification
Adversarial attacks against machine learning models have threatened various real-world
applications such as spam filtering and sentiment analysis. In this paper, we propose a …
applications such as spam filtering and sentiment analysis. In this paper, we propose a …
Emotion-and-knowledge grounded response generation in an open-domain dialogue setting
The neural-based interactive dialogue system focuses on engaging and retaining humans in
long-lasting conversations. This has been explored for a variety of goal-oriented dialogue …
long-lasting conversations. This has been explored for a variety of goal-oriented dialogue …
Deep learning for dialogue systems: Chit-chat and beyond
With the rapid progress of deep neural models and the explosion of available data
resources, dialogue systems that supports extensive topics and chit-chat conversations are …
resources, dialogue systems that supports extensive topics and chit-chat conversations are …
Towards unified dialogue system evaluation: A comprehensive analysis of current evaluation protocols
As conversational AI-based dialogue management has increasingly become a trending
topic, the need for a standardized and reliable evaluation procedure grows even more …
topic, the need for a standardized and reliable evaluation procedure grows even more …
Generating persona consistent dialogues by exploiting natural language inference
Consistency is one of the major challenges faced by dialogue agents. A human-like
dialogue agent should not only respond naturally, but also maintain a consistent persona. In …
dialogue agent should not only respond naturally, but also maintain a consistent persona. In …
Report from the nsf future directions workshop on automatic evaluation of dialog: Research directions and challenges
This is a report on the NSF Future Directions Workshop on Automatic Evaluation of Dialog.
The workshop explored the current state of the art along with its limitations and suggested …
The workshop explored the current state of the art along with its limitations and suggested …
Recall and learn: A memory-augmented solver for math word problems
In this article, we tackle the math word problem, namely, automatically answering a
mathematical problem according to its textual description. Although recent methods have …
mathematical problem according to its textual description. Although recent methods have …