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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 …
Visually grounded language learning: a review of language games, datasets, tasks, and models
In recent years, several machine learning models have been proposed. They are trained
with a language modelling objective on large-scale text-only data. With such pretraining …
with a language modelling objective on large-scale text-only data. With such pretraining …
Grounding'grounding'in NLP
The NLP community has seen substantial recent interest in grounding to facilitate interaction
between language technologies and the world. However, as a community, we use the term …
between language technologies and the world. However, as a community, we use the term …
History for visual dialog: Do we really need it?
Visual Dialog involves" understanding" the dialog history (what has been discussed
previously) and the current question (what is asked), in addition to grounding information in …
previously) and the current question (what is asked), in addition to grounding information in …
Dealing with semantic underspecification in multimodal NLP
S Pezzelle - arxiv preprint arxiv:2306.05240, 2023 - arxiv.org
Intelligent systems that aim at mastering language as humans do must deal with its semantic
underspecification, namely, the possibility for a linguistic signal to convey only part of the …
underspecification, namely, the possibility for a linguistic signal to convey only part of the …
Storytelling with dialogue: A critical role dungeons and dragons dataset
This paper describes the Critical Role Dungeons and Dragons Dataset (CRD3) and related
analyses. Critical Role is an unscripted, live-streamed show where a fixed group of people …
analyses. Critical Role is an unscripted, live-streamed show where a fixed group of people …
Pragmatics in language grounding: Phenomena, tasks, and modeling approaches
People rely heavily on context to enrich meaning beyond what is literally said, enabling
concise but effective communication. To interact successfully and naturally with people, user …
concise but effective communication. To interact successfully and naturally with people, user …
Effect of visual extensions on natural language understanding in vision-and-language models
A method for creating a vision-and-language (V&L) model is to extend a language model
through structural modifications and V&L pre-training. Such an extension aims to make a …
through structural modifications and V&L pre-training. Such an extension aims to make a …
Meetup! a corpus of joint activity dialogues in a visual environment
Building computer systems that can converse about their visual environment is one of the
oldest concerns of research in Artificial Intelligence and Computational Linguistics (see, for …
oldest concerns of research in Artificial Intelligence and Computational Linguistics (see, for …
Refer, reuse, reduce: Generating subsequent references in visual and conversational contexts
Dialogue participants often refer to entities or situations repeatedly within a conversation,
which contributes to its cohesiveness. Subsequent references exploit the common ground …
which contributes to its cohesiveness. Subsequent references exploit the common ground …