| Learning Universal Sentence Embeddings with Large-scale Parallel Translation Datasets | Nov 16, 2021 | Contrastive LearningSemantic Textual Similarity | —Unverified | 0 |
| Cross-lingual Sentence Embedding using Multi-Task Learning | Nov 1, 2021 | Multi-Task LearningSemantic Similarity | —Unverified | 0 |
| Efficient Multi-Task Auxiliary Learning: Selecting Auxiliary Data by Feature Similarity | Nov 1, 2021 | Auxiliary LearningMRPC | CodeCode Available | 0 |
| Semantic Alignment with Calibrated Similarity for Multilingual Sentence Embedding | Nov 1, 2021 | RetrievalSemantic Similarity | —Unverified | 0 |
| TSDAE: Using Transformer-based Sequential Denoising Auto-Encoderfor Unsupervised Sentence Embedding Learning | Nov 1, 2021 | DenoisingDomain Adaptation | CodeCode Available | 1 |
| Distilling Word Meaning in Context from Pre-trained Language Models | Nov 1, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| TransAug: Translate as Augmentation for Sentence Embeddings | Oct 30, 2021 | Contrastive LearningData Augmentation | —Unverified | 0 |
| FarFetched: An Entity-centric Approach for Reasoning on Textually Represented Environments | Oct 16, 2021 | ArticlesNatural Language Inference | —Unverified | 0 |
| Exploring the Impact of Negative Samples of Contrastive Learning: A Case Study of Sentence Embedding | Oct 16, 2021 | Contrastive LearningSentence | —Unverified | 0 |
| Space-Time-Separable Graph Convolutional Network for Pose Forecasting | Oct 9, 2021 | Human Pose ForecastingSTS | CodeCode Available | 1 |
| Finetuning Transformer Models to Build ASAG System | Sep 25, 2021 | STSSTS Benchmark | —Unverified | 0 |
| Pairwise Supervised Contrastive Learning of Sentence Representations | Sep 12, 2021 | Contrastive LearningNatural Language Inference | CodeCode Available | 1 |
| ESimCSE: Enhanced Sample Building Method for Contrastive Learning of Unsupervised Sentence Embedding | Sep 9, 2021 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| Smoothed Contrastive Learning for Unsupervised Sentence Embedding | Sep 9, 2021 | Contrastive LearningSentence | CodeCode Available | 1 |
| Paraphrase Generation as Unsupervised Machine Translation | Sep 7, 2021 | Machine TranslationParaphrase Generation | —Unverified | 0 |
| Evaluation Datasets for Cross-lingual Semantic Textual Similarity | Sep 1, 2021 | Cross-Lingual Semantic Textual SimilaritySemantic Textual Similarity | —Unverified | 0 |
| Sentence-T5: Scalable Sentence Encoders from Pre-trained Text-to-Text Models | Aug 19, 2021 | Contrastive LearningDecoder | CodeCode Available | 1 |
| Structure-aware Sentence Encoder in Bert-Based Siamese Network | Aug 1, 2021 | Natural Language UnderstandingSemantic Textual Similarity | —Unverified | 0 |
| Bootstrapped Unsupervised Sentence Representation Learning | Aug 1, 2021 | Representation LearningSemantic Textual Similarity | CodeCode Available | 1 |
| The role of temporal cortex in the control of attention | Jun 18, 2021 | Object RecognitionSTS | —Unverified | 0 |
| Sentence Embeddings using Supervised Contrastive Learning | Jun 9, 2021 | Contrastive LearningSemantic Textual Similarity | CodeCode Available | 0 |
| ConSERT: A Contrastive Framework for Self-Supervised Sentence Representation Transfer | May 25, 2021 | Contrastive LearningSemantic Textual Similarity | CodeCode Available | 1 |
| DefSent: Sentence Embeddings using Definition Sentences | May 10, 2021 | Natural Language InferenceSentence | CodeCode Available | 1 |
| Predicting Distant Metastases in Soft-Tissue Sarcomas from PET-CT scans using Constrained Hierarchical Multi-Modality Feature Learning | Apr 23, 2021 | ManagementSTS | —Unverified | 0 |
| Dual-View Distilled BERT for Sentence Embedding | Apr 18, 2021 | SentenceSentence Embedding | —Unverified | 0 |
| SimCSE: Simple Contrastive Learning of Sentence Embeddings | Apr 18, 2021 | Contrastive LearningData Augmentation | CodeCode Available | 2 |
| Are Classes Clusters? | Apr 16, 2021 | ClassificationClustering | —Unverified | 0 |
| Fast, Effective, and Self-Supervised: Transforming Masked Language Models into Universal Lexical and Sentence Encoders | Apr 16, 2021 | Contrastive LearningCross-Lingual Semantic Textual Similarity | CodeCode Available | 1 |
| TSDAE: Using Transformer-based Sequential Denoising Auto-Encoder for Unsupervised Sentence Embedding Learning | Apr 14, 2021 | DenoisingDomain Adaptation | CodeCode Available | 1 |
| Sentence Embeddings by Ensemble Distillation | Apr 14, 2021 | Knowledge DistillationSemantic Textual Similarity | —Unverified | 0 |
| PatentSBERTa: A Deep NLP based Hybrid Model for Patent Distance and Classification using Augmented SBERT | Mar 22, 2021 | ClassificationGeneral Classification | CodeCode Available | 1 |
| Natural Language Understanding for Argumentative Dialogue Systems in the Opinion Building Domain | Mar 3, 2021 | Natural Language UnderstandingSTS | —Unverified | 0 |
| STS-GAN: Can We Synthesize Solid Texture with High Fidelity from Arbitrary 2D Exemplar? | Feb 8, 2021 | STSTexture Synthesis | —Unverified | 0 |
| Toward an Effective Theory of Neurodynamics: Topological Supersymmetry Breaking, Network Coarse-Graining, and Instanton Interaction | Feb 7, 2021 | STS | —Unverified | 0 |
| Analyzing Zero-shot Cross-lingual Transfer in Supervised NLP Tasks | Jan 26, 2021 | Cross-Lingual TransferLanguage Modeling | —Unverified | 0 |
| Evaluation of BERT and ALBERT Sentence Embedding Performance on Downstream NLP Tasks | Jan 26, 2021 | Language ModellingNatural Language Inference | —Unverified | 0 |
| Learning Intuitive Physics with Multimodal Generative Models | Jan 12, 2021 | ObjectSTS | CodeCode Available | 1 |
| Deep Representational Re-tuning using Contrastive Tension | Jan 1, 2021 | Semantic SimilaritySemantic Textual Similarity | CodeCode Available | 1 |
| Structure and randomness in planning and reinforcement learning | Jan 1, 2021 | reinforcement-learningReinforcement Learning | CodeCode Available | 0 |
| Amplifying the Range of News Stories with Creativity: Methods and their Evaluation, in Portuguese | Dec 1, 2020 | Semantic Textual SimilaritySTS | —Unverified | 0 |
| FFCI: A Framework for Interpretable Automatic Evaluation of Summarization | Nov 27, 2020 | Question AnsweringSemantic Textual Similarity | CodeCode Available | 0 |
| Full-Duplex Non-Orthogonal Multiple Access Cooperative Overlay Spectrum-Sharing Networks with SWIPT | Nov 19, 2020 | STS | —Unverified | 0 |
| Noisy Text Data: Achilles’ Heel of BERT | Nov 1, 2020 | Sentiment AnalysisSST-2 | —Unverified | 0 |
| Learning from Unlabelled Data for Clinical Semantic Textual Similarity | Nov 1, 2020 | Semantic Textual SimilaritySentence | —Unverified | 0 |
| Comparative analysis of word embeddings in assessing semantic similarity of complex sentences | Oct 23, 2020 | Semantic SimilaritySemantic Textual Similarity | —Unverified | 0 |
| Latte-Mix: Measuring Sentence Semantic Similarity with Latent Categorical Mixtures | Oct 21, 2020 | Semantic SimilaritySemantic Textual Similarity | —Unverified | 0 |
| Unsupervised Natural Language Inference via Decoupled Multimodal Contrastive Learning | Oct 16, 2020 | Contrastive LearningNatural Language Inference | CodeCode Available | 0 |
| FILM: A Fast, Interpretable, and Low-rank Metric Learning Approach for Sentence Matching | Oct 12, 2020 | Metric LearningSemantic Similarity | —Unverified | 0 |
| Evaluating the Effectiveness of Efficient Neural Architecture Search for Sentence-Pair Tasks | Oct 8, 2020 | image-classificationImage Classification | —Unverified | 0 |
| An Unsupervised Sentence Embedding Method by Mutual Information Maximization | Sep 25, 2020 | ClusteringSelf-Supervised Learning | CodeCode Available | 1 |