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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 …
FANToM: A benchmark for stress-testing machine theory of mind in interactions
Theory of mind (ToM) evaluations currently focus on testing models using passive narratives
that inherently lack interactivity. We introduce FANToM, a new benchmark designed to stress …
that inherently lack interactivity. We introduce FANToM, a new benchmark designed to stress …
[HTML][HTML] Decoding methods in neural language generation: a survey
Neural encoder-decoder models for language generation can be trained to predict words
directly from linguistic or non-linguistic inputs. When generating with these so-called end-to …
directly from linguistic or non-linguistic inputs. When generating with these so-called end-to …
Perspective-taking and pragmatics for generating empathetic responses focused on emotion causes
Empathy is a complex cognitive ability based on the reasoning of others' affective states. In
order to better understand others and express stronger empathy in dialogues, we argue that …
order to better understand others and express stronger empathy in dialogues, we argue that …
Large language models as source planner for personalized knowledge-grounded dialogue
Open-domain dialogue system usually requires different sources of knowledge to generate
more informative and evidential responses. However, existing knowledge-grounded …
more informative and evidential responses. However, existing knowledge-grounded …
Faithfulness in natural language generation: A systematic survey of analysis, evaluation and optimization methods
Natural Language Generation (NLG) has made great progress in recent years due to the
development of deep learning techniques such as pre-trained language models. This …
development of deep learning techniques such as pre-trained language models. This …
PERSONACHATGEN: Generating personalized dialogues using GPT-3
YJ Lee, CG Lim, Y Choi, JH Lm… - Proceedings of the 1st …, 2022 - aclanthology.org
Recently, many prior works have made their own agents generate more personalized and
engaging responses using personachat. However, since this dataset is frozen in 2018, the …
engaging responses using personachat. However, since this dataset is frozen in 2018, the …
Inducing positive perspectives with text reframing
Sentiment transfer is one popular example of a text style transfer task, where the goal is to
reverse the sentiment polarity of a text. With a sentiment reversal comes also a reversal in …
reverse the sentiment polarity of a text. With a sentiment reversal comes also a reversal in …
Personalized response generation via generative split memory network
Despite the impressive successes of generation and dialogue systems, how to endow a text
generation system with particular personality traits to deliver more personalized responses …
generation system with particular personality traits to deliver more personalized responses …
Meet your favorite character: Open-domain chatbot mimicking fictional characters with only a few utterances
In this paper, we consider mimicking fictional characters as a promising direction for building
engaging conversation models. To this end, we present a new practical task where only a …
engaging conversation models. To this end, we present a new practical task where only a …