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Semantic Textual Similarity

142 papers with code · Natural Language Processing

Semantic textual similarity deals with determining how similar two pieces of texts are. This can take the form of assigning a score from 1 to 5. Related tasks are paraphrase or duplicate identification.

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Latest papers with code

Logic Constrained Pointer Networks for Interpretable Textual Similarity

15 Jul 2020manishb89/interpretable_sentence_similarity

We study the problem of aligning components of sentences leading to an interpretable model for semantic textual similarity.

SEMANTIC SIMILARITY SEMANTIC TEXTUAL SIMILARITY

1
15 Jul 2020

Unsupervised Semantic Hashing with Pairwise Reconstruction

1 Jul 2020casperhansen/PairRec

Inspired by this, we present Semantic Hashing with Pairwise Reconstruction (PairRec), which is a discrete variational autoencoder based hashing model.

SEMANTIC SIMILARITY SEMANTIC TEXTUAL SIMILARITY

0
01 Jul 2020

MixMOOD: A systematic approach to class distribution mismatch in semi-supervised learning using deep dataset dissimilarity measures

14 Jun 2020peglegpete/mixmood

In this work, we propose MixMOOD - a systematic approach to mitigate effect of class distribution mismatch in semi-supervised deep learning (SSDL) with MixMatch.

MULTI-CLASS CLASSIFICATION SEMANTIC SIMILARITY SEMANTIC TEXTUAL SIMILARITY TEST RESULTS

0
14 Jun 2020

Automatic Generation of Topic Labels

29 May 2020areejokaili/topic_labelling

A topic is usually represented by a list of terms ranked by their probability but, since these can be difficult to interpret, various approaches have been developed to assign descriptive labels to topics.

INFORMATION RETRIEVAL SEMANTIC SIMILARITY SEMANTIC TEXTUAL SIMILARITY

5
29 May 2020

Fast and Accurate Deep Bidirectional Language Representations for Unsupervised Learning

ACL 2020 joongbo/tta

Even though BERT achieves successful performance improvements in various supervised learning tasks, applying BERT for unsupervised tasks still holds a limitation that it requires repetitive inference for computing contextual language representations.

LANGUAGE MODELLING SEMANTIC SIMILARITY SEMANTIC TEXTUAL SIMILARITY

21
17 Apr 2020

Attentive Normalization for Conditional Image Generation

CVPR 2020 shepnerd/AttenNorm

Traditional convolution-based generative adversarial networks synthesize images based on hierarchical local operations, where long-range dependency relation is implicitly modeled with a Markov chain.

CONDITIONAL IMAGE GENERATION SEMANTIC SIMILARITY SEMANTIC TEXTUAL SIMILARITY

35
08 Apr 2020

KorNLI and KorSTS: New Benchmark Datasets for Korean Natural Language Understanding

7 Apr 2020kakaobrain/KorNLUDatasets

Natural language inference (NLI) and semantic textual similarity (STS) are key tasks in natural language understanding (NLU).

NATURAL LANGUAGE INFERENCE NATURAL LANGUAGE UNDERSTANDING SEMANTIC TEXTUAL SIMILARITY

97
07 Apr 2020

Evaluating Multimodal Representations on Visual Semantic Textual Similarity

4 Apr 2020salanueva/UniVSE

In the case of textual representations, inference tasks such as Textual Entailment and Semantic Textual Similarity have been often used to benchmark the quality of textual representations.

IMAGE CAPTIONING NATURAL LANGUAGE INFERENCE QUESTION ANSWERING SEMANTIC TEXTUAL SIMILARITY VISUAL QUESTION ANSWERING

1
04 Apr 2020