Semantic Units

material ID: semanticunits

Related Papers

A Chart-Parsing Algorithm for Efficient Semantic Analysis

Authors: nan

Publication: TIPSTER (2002)

DOI: nan

In some contexts, well-formed natural language cannot be expected as input to information or communication systems. In these contexts, the use of grammar-independent input (sequences of uninflected semantic units like …...

6879

A Joint Model for Semantic Sequences: Frames, Entities, Sentiments

Authors: nan

Publication: TIPSTER (2017)

DOI: nan

AbstractUnderstanding stories – sequences of events – is a crucial yet challenging natural language understanding task. These events typically carry multiple aspects of semantics including actions, entities and emotions. Not …...

42042

A Novel Graph-based Multi-modal Fusion Encoder for Neural Machine Translation

Authors: nan

Publication: TIPSTER (2020)

DOI: nan

AbstractMulti-modal neural machine translation (NMT) aims to translate source sentences into a target language paired with images. However, dominant multi-modal NMT models do not fully exploit fine-grained semantic correspondences between …...

37899

Multi-Granularity Contrasting for Cross-Lingual Pre-Training

Authors: nan

Publication: TIPSTER (2021)

DOI: nan

Cross-lingual pre-training aims at providing effective prior representations for the inputs from multiple languages. With the model- ing of bidirectional contexts, recently preva- lent language modeling approaches such as XLM …...

34033

Unsupervised Single Document Abstractive Summarization using Semantic Units

Authors: nan

Publication: TIPSTER (2022)

DOI: nan

AbstractIn this work, we study the importance of content frequency on abstractive summarization, where we define the content as “semantic units.” We propose a two-stage training framework to let the …...

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