| Large Concept Models: Language Modeling in a Sentence Representation Space | Dec 11, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 7 |
| 2D Matryoshka Sentence Embeddings | Feb 22, 2024 | RAGRepresentation Learning | CodeCode Available | 4 |
| Bridging Language and Items for Retrieval and Recommendation | Mar 6, 2024 | RetrievalSentence | CodeCode Available | 3 |
| Refining Sentence Embedding Model through Ranking Sentences Generation with Large Language Models | Feb 19, 2025 | Contrastive LearningSentence | CodeCode Available | 2 |
| SONAR: Sentence-Level Multimodal and Language-Agnostic Representations | Aug 22, 2023 | DecoderMachine Translation | CodeCode Available | 2 |
| RetroMAE: Pre-Training Retrieval-oriented Language Models Via Masked Auto-Encoder | May 24, 2022 | DecoderInformation Retrieval | CodeCode Available | 2 |
| PromptBERT: Improving BERT Sentence Embeddings with Prompts | Jan 12, 2022 | Contrastive LearningDenoising | CodeCode Available | 2 |
| FanChuan: A Multilingual and Graph-Structured Benchmark For Parody Detection and Analysis | Feb 23, 2025 | SentenceSentence Embedding | CodeCode Available | 1 |
| CmdCaliper: A Semantic-Aware Command-Line Embedding Model and Dataset for Security Research | Nov 2, 2024 | Line DetectionSemantic Similarity | CodeCode Available | 1 |
| Efficient Few-shot Learning for Multi-label Classification of Scientific Documents with Many Classes | Oct 8, 2024 | ArticlesClassification | CodeCode Available | 1 |
| Simple Techniques for Enhancing Sentence Embeddings in Generative Language Models | Apr 5, 2024 | Prompt EngineeringSentence | CodeCode Available | 1 |
| SentiCSE: A Sentiment-aware Contrastive Sentence Embedding Framework with Sentiment-guided Textual Similarity | Apr 1, 2024 | SentenceSentence Embedding | CodeCode Available | 1 |
| KDMCSE: Knowledge Distillation Multimodal Sentence Embeddings with Adaptive Angular margin Contrastive Learning | Mar 26, 2024 | Contrastive LearningKnowledge Distillation | CodeCode Available | 1 |
| Some Like It Small: Czech Semantic Embedding Models for Industry Applications | Nov 23, 2023 | Image RetrievalKnowledge Distillation | CodeCode Available | 1 |
| An Efficient Self-Supervised Cross-View Training For Sentence Embedding | Nov 6, 2023 | Contrastive LearningLanguage Modeling | CodeCode Available | 1 |
| AdaSent: Efficient Domain-Adapted Sentence Embeddings for Few-Shot Classification | Nov 1, 2023 | ClassificationLanguage Modelling | CodeCode Available | 1 |
| Japanese SimCSE Technical Report | Oct 30, 2023 | SentenceSentence Embedding | CodeCode Available | 1 |
| Sentence Embedding Models for Ancient Greek Using Multilingual Knowledge Distillation | Aug 24, 2023 | Authorship AttributionKnowledge Distillation | CodeCode Available | 1 |
| Scaling Sentence Embeddings with Large Language Models | Jul 31, 2023 | Contrastive LearningIn-Context Learning | CodeCode Available | 1 |
| Whitening-based Contrastive Learning of Sentence Embeddings | May 28, 2023 | Contrastive LearningDiversity | CodeCode Available | 1 |
| Dual-Alignment Pre-training for Cross-lingual Sentence Embedding | May 16, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Sentence Embedding Leaks More Information than You Expect: Generative Embedding Inversion Attack to Recover the Whole Sentence | May 4, 2023 | DecoderLanguage Modeling | CodeCode Available | 1 |
| TagGPT: Large Language Models are Zero-shot Multimodal Taggers | Apr 6, 2023 | Optical Character Recognition (OCR)Prompt Engineering | CodeCode Available | 1 |
| Improving Continuous Sign Language Recognition with Consistency Constraints and Signer Removal | Dec 26, 2022 | DisentanglementSentence | CodeCode Available | 1 |
| Relational Sentence Embedding for Flexible Semantic Matching | Dec 17, 2022 | RelationSemantic Textual Similarity | CodeCode Available | 1 |
| English Contrastive Learning Can Learn Universal Cross-lingual Sentence Embeddings | Nov 11, 2022 | Contrastive LearningRetrieval | CodeCode Available | 1 |
| miCSE: Mutual Information Contrastive Learning for Low-shot Sentence Embeddings | Nov 9, 2022 | Contrastive LearningFew-Shot Learning | CodeCode Available | 1 |
| Preserving Semantics in Textual Adversarial Attacks | Nov 8, 2022 | Adversarial AttackSentence | CodeCode Available | 1 |
| Generate, Discriminate and Contrast: A Semi-Supervised Sentence Representation Learning Framework | Oct 30, 2022 | Domain AdaptationRepresentation Learning | CodeCode Available | 1 |
| Bootstrapping meaning through listening: Unsupervised learning of spoken sentence embeddings | Oct 23, 2022 | Acoustic Unit DiscoveryContrastive Learning | CodeCode Available | 1 |
| AugCSE: Contrastive Sentence Embedding with Diverse Augmentations | Oct 20, 2022 | Data AugmentationDomain Adaptation | CodeCode Available | 1 |
| InfoCSE: Information-aggregated Contrastive Learning of Sentence Embeddings | Oct 8, 2022 | Contrastive LearningLanguage Modeling | CodeCode Available | 1 |
| Ranking-Enhanced Unsupervised Sentence Representation Learning | Sep 9, 2022 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| Reweighting Strategy based on Synthetic Data Identification for Sentence Similarity | Aug 29, 2022 | SentenceSentence Embedding | CodeCode Available | 1 |
| CL-ReLKT: Cross-lingual Language Knowledge Transfer for Multilingual Retrieval Question Answering | Jul 1, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| On the Effectiveness of Sentence Encoding for Intent Detection Meta-Learning | Jul 1, 2022 | Intent DetectionMeta-Learning | CodeCode Available | 1 |
| Improving Contrastive Learning of Sentence Embeddings with Case-Augmented Positives and Retrieved Negatives | Jun 6, 2022 | AttributeContrastive Learning | CodeCode Available | 1 |
| Learning Dialogue Representations from Consecutive Utterances | May 26, 2022 | Contrastive LearningConversational Question Answering | CodeCode Available | 1 |
| EASE: Entity-Aware Contrastive Learning of Sentence Embedding | May 9, 2022 | ClusteringContrastive Learning | CodeCode Available | 1 |
| MCSE: Multimodal Contrastive Learning of Sentence Embeddings | Apr 22, 2022 | Contrastive LearningSemantic Textual Similarity | CodeCode Available | 1 |
| SemEval-2022 Task 2: Multilingual Idiomaticity Detection and Sentence Embedding | Apr 21, 2022 | Binary ClassificationSentence | 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 |
| Just Rank: Rethinking Evaluation with Word and Sentence Similarities | Mar 5, 2022 | BenchmarkingSemantic 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 |
| SNCSE: Contrastive Learning for Unsupervised Sentence Embedding with Soft Negative Samples | Jan 16, 2022 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| C2SLR: Consistency-Enhanced Continuous Sign Language Recognition | Jan 1, 2022 | SentenceSentence Embedding | CodeCode Available | 1 |
| DistilCSE: Effective Knowledge Distillation For Contrastive Sentence Embeddings | Dec 10, 2021 | Contrastive LearningKnowledge Distillation | CodeCode Available | 1 |
| TSDAE: Using Transformer-based Sequential Denoising Auto-Encoderfor Unsupervised Sentence Embedding Learning | Nov 1, 2021 | DenoisingDomain Adaptation | 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 |
