| 2D Matryoshka Sentence Embeddings | Feb 22, 2024 | RAGRepresentation Learning | CodeCode Available | 4 |
| MTEB: Massive Text Embedding Benchmark | Oct 13, 2022 | BenchmarkingInformation Retrieval | CodeCode Available | 4 |
| FinMTEB: Finance Massive Text Embedding Benchmark | Feb 16, 2025 | ArticlesSemantic Textual Similarity | CodeCode Available | 2 |
| Improving Text Embeddings for Smaller Language Models Using Contrastive Fine-tuning | Aug 1, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| Manipulating Large Language Models to Increase Product Visibility | Apr 11, 2024 | STS | CodeCode Available | 2 |
| BeLLM: Backward Dependency Enhanced Large Language Model for Sentence Embeddings | Nov 9, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| AnglE-optimized Text Embeddings | Sep 22, 2023 | Language ModellingLarge Language Model | CodeCode Available | 2 |
| PromptBERT: Improving BERT Sentence Embeddings with Prompts | Jan 12, 2022 | Contrastive LearningDenoising | CodeCode Available | 2 |
| SimCSE: Simple Contrastive Learning of Sentence Embeddings | Apr 18, 2021 | Contrastive LearningData Augmentation | CodeCode Available | 2 |
| TextInPlace: Indoor Visual Place Recognition in Repetitive Structures with Scene Text Spotting and Verification | Mar 9, 2025 | Robot NavigationSTS | CodeCode Available | 1 |
| RAR-b: Reasoning as Retrieval Benchmark | Apr 9, 2024 | Information RetrievalRAG | CodeCode Available | 1 |
| KDMCSE: Knowledge Distillation Multimodal Sentence Embeddings with Adaptive Angular margin Contrastive Learning | Mar 26, 2024 | Contrastive LearningKnowledge Distillation | CodeCode Available | 1 |
| Meta-Task Prompting Elicits Embeddings from Large Language Models | Feb 28, 2024 | Semantic Textual SimilaritySentence | CodeCode Available | 1 |
| Pixel Sentence Representation Learning | Feb 13, 2024 | Natural Language InferenceRepresentation Learning | CodeCode Available | 1 |
| DenoSent: A Denoising Objective for Self-Supervised Sentence Representation Learning | Jan 24, 2024 | Contrastive LearningDenoising | CodeCode Available | 1 |
| An Efficient Self-Supervised Cross-View Training For Sentence Embedding | Nov 6, 2023 | Contrastive LearningLanguage Modeling | CodeCode Available | 1 |
| Multimodal and Force-Matched Imitation Learning with a See-Through Visuotactile Sensor | Nov 2, 2023 | Imitation LearningSTS | CodeCode Available | 1 |
| An Attribution Method for Siamese Encoders | Oct 9, 2023 | SentenceSTS | CodeCode Available | 1 |
| Textless Unit-to-Unit training for Many-to-Many Multilingual Speech-to-Speech Translation | Aug 3, 2023 | DecoderQuantization | CodeCode Available | 1 |
| Scaling Sentence Embeddings with Large Language Models | Jul 31, 2023 | Contrastive LearningIn-Context Learning | CodeCode Available | 1 |
| BatchSampler: Sampling Mini-Batches for Contrastive Learning in Vision, Language, and Graphs | Jun 6, 2023 | Contrastive LearningSTS | CodeCode Available | 1 |
| Whitening-based Contrastive Learning of Sentence Embeddings | May 28, 2023 | Contrastive LearningDiversity | CodeCode Available | 1 |
| RankCSE: Unsupervised Sentence Representations Learning via Learning to Rank | May 26, 2023 | Contrastive LearningLearning-To-Rank | CodeCode Available | 1 |
| C-STS: Conditional Semantic Textual Similarity | May 24, 2023 | Information RetrievalLanguage Model Evaluation | CodeCode Available | 1 |
| Clustering-Aware Negative Sampling for Unsupervised Sentence Representation | May 17, 2023 | ClusteringContrastive Learning | CodeCode Available | 1 |
| Improving Contrastive Learning of Sentence Embeddings from AI Feedback | May 3, 2023 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| Fast Converging Anytime Model Counting | Dec 19, 2022 | modelSTS | CodeCode Available | 1 |
| RankCSE: Unsupervised Representation Learning via Learning to Rank | Nov 14, 2022 | Contrastive LearningLearning-To-Rank | CodeCode Available | 1 |
| English Contrastive Learning Can Learn Universal Cross-lingual Sentence Embeddings | Nov 11, 2022 | Contrastive LearningRetrieval | CodeCode Available | 1 |
| Generate, Discriminate and Contrast: A Semi-Supervised Sentence Representation Learning Framework | Oct 30, 2022 | Domain AdaptationRepresentation Learning | CodeCode Available | 1 |
| Sentence Representation Learning with Generative Objective rather than Contrastive Objective | Oct 16, 2022 | Representation LearningReranking | CodeCode Available | 1 |
| InfoCSE: Information-aggregated Contrastive Learning of Sentence Embeddings | Oct 8, 2022 | Contrastive LearningLanguage Modeling | CodeCode Available | 1 |
| Compositional Evaluation on Japanese Textual Entailment and Similarity | Aug 9, 2022 | Natural Language InferenceSemantic Textual Similarity | CodeCode Available | 1 |
| SynWMD: Syntax-aware Word Mover's Distance for Sentence Similarity Evaluation | Jun 20, 2022 | Semantic SimilaritySemantic Textual Similarity | CodeCode Available | 1 |
| Improving Contrastive Learning of Sentence Embeddings with Case-Augmented Positives and Retrieved Negatives | Jun 6, 2022 | AttributeContrastive Learning | CodeCode Available | 1 |
| RankSim: Ranking Similarity Regularization for Deep Imbalanced Regression | May 30, 2022 | Deep imbalanced regressionInductive Bias | CodeCode Available | 1 |
| Extracting Latent Steering Vectors from Pretrained Language Models | May 10, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| EASE: Entity-Aware Contrastive Learning of Sentence Embedding | May 9, 2022 | ClusteringContrastive Learning | CodeCode Available | 1 |
| In Defense of Image Pre-Training for Spatiotemporal Recognition | May 3, 2022 | GPUSTS | CodeCode Available | 1 |
| AMR-DA: Data Augmentation by Abstract Meaning Representation | May 1, 2022 | Abstract Meaning RepresentationData Augmentation | CodeCode Available | 1 |
| Video Instance Segmentation via Multi-scale Spatio-temporal Split Attention Transformer | Mar 24, 2022 | Instance SegmentationSemantic Segmentation | CodeCode Available | 1 |
| Improved Universal Sentence Embeddings with Prompt-based Contrastive Learning and Energy-based Learning | Mar 14, 2022 | AttributeContrastive Learning | CodeCode Available | 1 |
| A Sentence is Worth 128 Pseudo Tokens: A Semantic-Aware Contrastive Learning Framework for Sentence Embeddings | Mar 11, 2022 | Contrastive LearningSemantic Textual Similarity | CodeCode Available | 1 |
| Exploring the Impact of Negative Samples of Contrastive Learning: A Case Study of Sentence Embedding | Feb 26, 2022 | Contrastive LearningSentence | CodeCode Available | 1 |
| Toward Interpretable Semantic Textual Similarity via Optimal Transport-based Contrastive Sentence Learning | Feb 26, 2022 | Contrastive LearningLanguage Modeling | CodeCode Available | 1 |
| PCL: Peer-Contrastive Learning with Diverse Augmentations for Unsupervised Sentence Embeddings | Jan 28, 2022 | Contrastive LearningOpen-Ended Question Answering | CodeCode Available | 1 |
| SNCSE: Contrastive Learning for Unsupervised Sentence Embedding with Soft Negative Samples | Jan 16, 2022 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| DistilCSE: Effective Knowledge Distillation For Contrastive Sentence Embeddings | Dec 10, 2021 | Contrastive LearningKnowledge Distillation | CodeCode Available | 1 |
| WiFi-based Multi-task Sensing | Nov 26, 2021 | Gesture RecognitionIndoor Localization | CodeCode Available | 1 |
| TSDAE: Using Transformer-based Sequential Denoising Auto-Encoderfor Unsupervised Sentence Embedding Learning | Nov 1, 2021 | DenoisingDomain Adaptation | CodeCode Available | 1 |
