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 Generating Datasets with Pretrained Language Models Apr 15, 2021 Semantic Textual Similarity Sentence
Code Code Available How to Train BERT with an Academic Budget Apr 15, 2021 Language Modeling Language Modelling
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 SQN: Weakly-Supervised Semantic Segmentation of Large-Scale 3D Point Clouds Apr 11, 2021 Semantic Segmentation Semantic Similarity
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 Automated radiology report generation using conditioned transformers Mar 26, 2021 Medical Report Generation Semantic Similarity
Code Code Available PatentSBERTa: A Deep NLP based Hybrid Model for Patent Distance and Classification using Augmented SBERT Mar 22, 2021 Classification General Classification
Code Code Available On Semantic Similarity in Video Retrieval Mar 18, 2021 Retrieval Semantic Similarity
Code Code Available SPICE: Semantic Pseudo-labeling for Image Clustering Mar 17, 2021 Clustering Contrastive Learning
Code Code Available Real-time Relevant Recommendation Suggestion Mar 8, 2021 Mixture-of-Experts Recommendation Systems
Code Code Available Scalable Learning With a Structural Recurrent Neural Network for Short-Term Traffic Prediction Mar 3, 2021 Semantic Similarity Semantic Textual Similarity
Code Code Available Distributional Formal Semantics Mar 2, 2021 Negation Semantic Similarity
Code Code Available Unsupervised Extractive Summarization using Pointwise Mutual Information Feb 11, 2021 Articles Extractive Summarization
Code Code Available Nyströmformer: A Nyström-Based Algorithm for Approximating Self-Attention Feb 7, 2021 Natural Language Inference Question Answering
Code Code Available Deep Representational Re-tuning using Contrastive Tension Jan 1, 2021 Semantic Similarity Semantic Textual Similarity
Code Code Available Generating Natural Language Attacks in a Hard Label Black Box Setting Dec 29, 2020 Adversarial Text Semantic Similarity
Code Code Available Intrinsic Dimensionality Explains the Effectiveness of Language Model Fine-Tuning Dec 22, 2020 Generalization Bounds Language Modeling
Code Code Available RealFormer: Transformer Likes Residual Attention Dec 21, 2020 Language Modeling Language Modelling
Code Code Available MASKER: Masked Keyword Regularization for Reliable Text Classification Dec 17, 2020 Classification Domain Generalization
Code Code Available Extended Few-Shot Learning: Exploiting Existing Resources for Novel Tasks Dec 13, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available SemMT: A Semantic-based Testing Approach for Machine Translation Systems Dec 3, 2020 Machine Translation Semantic Similarity
Code Code Available DeepSim: Semantic similarity metrics for learned image registration Nov 11, 2020 Image Registration Semantic Similarity
Code Code Available CODER: Knowledge infused cross-lingual medical term embedding for term normalization Nov 5, 2020 Contrastive Learning Knowledge Graphs
Code Code Available On the Sentence Embeddings from Pre-trained Language Models Nov 2, 2020 Language Modeling Language Modelling
Code Code Available A Statistical Framework for Low-bitwidth Training of Deep Neural Networks Oct 27, 2020 Linguistic Acceptability Natural Language Inference
Code Code Available Unsupervised Image-to-Image Translation via Pre-trained StyleGAN2 Network Oct 12, 2020 Colorization Diversity
Code Code Available ComStreamClust: a communicative multi-agent approach to text clustering in streaming data Oct 11, 2020 Clustering Semantic Similarity
Code Code Available Retrieve and Refine: Exemplar-based Neural Comment Generation Oct 9, 2020 Code Comment Generation Comment Generation
Code Code Available An Unsupervised Sentence Embedding Method by Mutual Information Maximization Sep 25, 2020 Clustering Self-Supervised Learning
Code Code Available Weak-shot Fine-grained Classification via Similarity Transfer Sep 19, 2020 Classification General Classification
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