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Sentence Embedding

37 papers with code · Methodology

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ColBERT: Using BERT Sentence Embedding for Humor Detection

27 Apr 2020huggingface/transformers

In this paper, we describe a novel approach for detecting humor in short texts using BERT sentence embedding.

HUMOR DETECTION SENTENCE EMBEDDING

A Structured Self-attentive Sentence Embedding

9 Mar 2017facebookresearch/pytext

This paper proposes a new model for extracting an interpretable sentence embedding by introducing self-attention.

NATURAL LANGUAGE INFERENCE SENTENCE EMBEDDING SENTIMENT ANALYSIS

Making Monolingual Sentence Embeddings Multilingual using Knowledge Distillation

21 Apr 2020UKPLab/sentence-transformers

The training is based on the idea that a translated sentence should be mapped to the same location in the vector space as the original sentence.

SENTENCE EMBEDDING

Fine-grained Analysis of Sentence Embeddings Using Auxiliary Prediction Tasks

15 Aug 2016facebookresearch/InferSent

The analysis sheds light on the relative strengths of different sentence embedding methods with respect to these low level prediction tasks, and on the effect of the encoded vector's dimensionality on the resulting representations.

SENTENCE EMBEDDING

Evaluation of sentence embeddings in downstream and linguistic probing tasks

16 Jun 2018allenai/bilm-tf

Despite the fast developmental pace of new sentence embedding methods, it is still challenging to find comprehensive evaluations of these different techniques.

LANGUAGE MODELLING SENTENCE EMBEDDING WORD EMBEDDINGS

DiSAN: Directional Self-Attention Network for RNN/CNN-Free Language Understanding

14 Sep 2017taoshen58/DiSAN

Recurrent neural nets (RNN) and convolutional neural nets (CNN) are widely used on NLP tasks to capture the long-term and local dependencies, respectively.

NATURAL LANGUAGE INFERENCE SENTENCE EMBEDDING

Aligning Books and Movies: Towards Story-like Visual Explanations by Watching Movies and Reading Books

ICCV 2015 soskek/homemade_bookcorpus

Books are a rich source of both fine-grained information, how a character, an object or a scene looks like, as well as high-level semantics, what someone is thinking, feeling and how these states evolve through a story.

SENTENCE EMBEDDING

SBERT-WK: A Sentence Embedding Method by Dissecting BERT-based Word Models

16 Feb 2020BinWang28/SBERT-WK-Sentence-Embedding

Yet, it is an open problem to generate a high quality sentence representation from BERT-based word models.

SEMANTIC TEXTUAL SIMILARITY SENTENCE EMBEDDING

Sentence Embeddings in NLI with Iterative Refinement Encoders

27 Aug 2018Helsinki-NLP/HBMP

We can show that the sentence embeddings learned in this way can be utilized in a wide variety of transfer learning tasks, outperforming InferSent on 7 out of 10 and SkipThought on 8 out of 9 SentEval sentence embedding evaluation tasks.

NATURAL LANGUAGE INFERENCE SENTENCE EMBEDDING TRANSFER LEARNING