Sentence-T5: Scalable Sentence Encoders from Pre-trained Text-to-Text Models Aug 19, 2021 Contrastive Learning Decoder
Code Code Available Instance Similarity Learning for Unsupervised Feature Representation Aug 5, 2021 image-classification Image Classification
Code Code Available Bootstrapped Unsupervised Sentence Representation Learning Aug 1, 2021 Representation Learning Semantic Textual Similarity
Code Code Available Multimodal Representation for Neural Code Search Jul 2, 2021 Code Search Semantic Similarity
Code Code Available Charformer: Fast Character Transformers via Gradient-based Subword Tokenization Jun 23, 2021 Inductive Bias Linguistic Acceptability
Code Code Available Catch-A-Waveform: Learning to Generate Audio from a Single Short Example Jun 11, 2021 Audio Generation Semantic Similarity
Code Code Available Entity Concept-enhanced Few-shot Relation Extraction Jun 4, 2021 Relation Relation Extraction
Code Code Available Self-Supervised Document Similarity Ranking via Contextualized Language Models and Hierarchical Inference Jun 2, 2021 Semantic Similarity Semantic Textual Similarity
Code Code Available A Semantic-based Method for Unsupervised Commonsense Question Answering May 31, 2021 Question Answering Semantic Similarity
Code Code Available ConSERT: A Contrastive Framework for Self-Supervised Sentence Representation Transfer May 25, 2021 Contrastive Learning Semantic Textual Similarity
Code Code Available Cross-lingual Text Classification with Heterogeneous Graph Neural Network May 24, 2021 Classification Graph Neural Network
Code Code Available KLUE: Korean Language Understanding Evaluation May 20, 2021 Dependency Parsing Dialogue State Tracking
Code Code Available Long Text Generation by Modeling Sentence-Level and Discourse-Level Coherence May 19, 2021 Decoder Semantic Similarity
Code Code Available Predicting Gene-Disease Associations with Knowledge Graph Embeddings over Multiple Ontologies May 11, 2021 Knowledge Graph Embeddings Semantic Similarity
Code Code Available FNet: Mixing Tokens with Fourier Transforms May 9, 2021 Linguistic Acceptability Machine Translation
Code Code Available Paraphrastic Representations at Scale Apr 30, 2021 CPU GPU
Code Code Available Entailment as Few-Shot Learner Apr 29, 2021 Contrastive Learning Data Augmentation
Code Code Available Semantic similarity metrics for learned image registration Apr 20, 2021 Image Registration Semantic Similarity
Code Code Available R&R: Metric-guided Adversarial Sentence Generation Apr 17, 2021 Adversarial Attack General Classification
Code Code Available Fast, Effective, and Self-Supervised: Transforming Masked Language Models into Universal Lexical and Sentence Encoders Apr 16, 2021 Contrastive Learning Cross-Lingual Semantic Textual Similarity
Code Code Available How to Train BERT with an Academic Budget Apr 15, 2021 Language Modeling Language Modelling
Code Code Available Generating Datasets with Pretrained Language Models Apr 15, 2021 Semantic Textual Similarity Sentence
Code Code Available TSDAE: Using Transformer-based Sequential Denoising Auto-Encoder for Unsupervised Sentence Embedding Learning Apr 14, 2021 Denoising Domain Adaptation
Code Code Available Disentangling Semantics and Syntax in Sentence Embeddings with Pre-trained Language Models Apr 11, 2021 Semantic Similarity Semantic Textual Similarity
Code Code Available SQN: Weakly-Supervised Semantic Segmentation of Large-Scale 3D Point Clouds Apr 11, 2021 Semantic Segmentation Semantic Similarity
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