| GenEOL: Harnessing the Generative Power of LLMs for Training-Free Sentence Embeddings | Oct 18, 2024 | Contrastive LearningMTEB Benchmark | CodeCode Available | 0 |
| A new approach for fine-tuning sentence transformers for intent classification and out-of-scope detection tasks | Oct 17, 2024 | Classificationintent-classification | CodeCode Available | 0 |
| Black-Box Segmentation of Electronic Medical Records | Sep 29, 2024 | SegmentationSentence | —Unverified | 0 |
| An Effective Approach to Embedding Source Code by Combining Large Language and Sentence Embedding Models | Sep 23, 2024 | Clone DetectionDomain Adaptation | —Unverified | 0 |
| Towards Building Efficient Sentence BERT Models using Layer Pruning | Sep 21, 2024 | Natural Language InferenceSemantic Textual Similarity | —Unverified | 0 |
| Enhancing Unsupervised Sentence Embeddings via Knowledge-Driven Data Augmentation and Gaussian-Decayed Contrastive Learning | Sep 19, 2024 | Contrastive LearningData Augmentation | —Unverified | 0 |
| ConCSE: Unified Contrastive Learning and Augmentation for Code-Switched Embeddings | Aug 28, 2024 | Contrastive LearningNatural Language Inference | CodeCode Available | 0 |
| Practical token pruning for foundation models in few-shot conversational virtual assistant systems | Aug 21, 2024 | ClassificationContrastive Learning | —Unverified | 0 |
| Extracting Sentence Embeddings from Pretrained Transformer Models | Aug 15, 2024 | ClusteringRetrieval-augmented Generation | —Unverified | 0 |
| Sign Language Translation with Sentence Embedding Supervision | Aug 14, 2024 | Gloss-free Sign Language TranslationSentence | CodeCode Available | 0 |
| reCSE: Portable Reshaping Features for Sentence Embedding in Self-supervised Contrastive Learning | Aug 9, 2024 | Contrastive LearningData Augmentation | CodeCode Available | 0 |
| In-Context Example Selection via Similarity Search Improves Low-Resource Machine Translation | Aug 1, 2024 | DiversityIn-Context Learning | CodeCode Available | 0 |
| QAEA-DR: A Unified Text Augmentation Framework for Dense Retrieval | Jul 29, 2024 | Answer GenerationEvent Extraction | —Unverified | 0 |
| Tracking linguistic information in transformer-based sentence embeddings through targeted sparsification | Jul 25, 2024 | SentenceSentence Embedding | CodeCode Available | 0 |
| Whitening Not Recommended for Classification Tasks in LLMs | Jul 16, 2024 | ClassificationSentence | —Unverified | 0 |
| Unveiling the Potential of BERTopic for Multilingual Fake News Analysis -- Use Case: Covid-19 | Jul 11, 2024 | ArticlesClustering | —Unverified | 0 |
| Are there identifiable structural parts in the sentence embedding whole? | Jun 24, 2024 | SentenceSentence Embedding | —Unverified | 0 |
| Towards Understanding Domain Adapted Sentence Embeddings for Document Retrieval | Jun 18, 2024 | Domain AdaptationQuestion Answering | —Unverified | 0 |
| Space Decomposition for Sentence Embedding | Jun 5, 2024 | Semantic Textual SimilaritySentence | CodeCode Available | 0 |
| MTEB-French: Resources for French Sentence Embedding Evaluation and Analysis | May 30, 2024 | SentenceSentence Embedding | —Unverified | 0 |
| Multi-Scale Feature Fusion Quantum Depthwise Convolutional Neural Networks for Text Classification | May 22, 2024 | Quantum Machine LearningSentence | CodeCode Available | 0 |
| Unveiling Key Aspects of Fine-Tuning in Sentence Embeddings: A Representation Rank Analysis | May 18, 2024 | Contrastive LearningSentence | —Unverified | 0 |
| SetCSE: Set Operations using Contrastive Learning of Sentence Embeddings | Apr 25, 2024 | Contrastive LearningInformation Retrieval | —Unverified | 0 |
| TopoLedgerBERT: Topological Learning of Ledger Description Embeddings using Siamese BERT-Networks | Apr 19, 2024 | Data AugmentationSemantic Similarity | —Unverified | 0 |
| Missed Connections: Lateral Thinking Puzzles for Large Language Models | Apr 17, 2024 | SentenceSentence Embedding | —Unverified | 0 |
| Is Next Token Prediction Sufficient for GPT? Exploration on Code Logic Comprehension | Apr 13, 2024 | Code CompletionSentence | —Unverified | 0 |
| Enhancing Cross-lingual Sentence Embedding for Low-resource Languages with Word Alignment | Apr 3, 2024 | RetrievalSentence | —Unverified | 0 |
| Sentence-level Media Bias Analysis with Event Relation Graph | Apr 2, 2024 | Graph AttentionLanguage Modeling | CodeCode Available | 0 |
| Multilingual Sentence-T5: Scalable Sentence Encoders for Multilingual Applications | Mar 26, 2024 | Natural Language InferenceSentence | —Unverified | 0 |
| Making Sentence Embeddings Robust to User-Generated Content | Mar 25, 2024 | SentenceSentence Embedding | CodeCode Available | 0 |
| Adaptative Bilingual Aligning Using Multilingual Sentence Embedding | Mar 18, 2024 | SentenceSentence Embedding | —Unverified | 0 |
| RobustSentEmbed: Robust Sentence Embeddings Using Adversarial Self-Supervised Contrastive Learning | Mar 17, 2024 | Contrastive LearningSemantic Textual Similarity | CodeCode Available | 0 |
| Improving Sentence Embeddings with Automatic Generation of Training Data Using Few-shot Examples | Feb 23, 2024 | Dataset GenerationDecoder | CodeCode Available | 0 |
| UMBCLU at SemEval-2024 Task 1A and 1C: Semantic Textual Relatedness with and without machine translation | Feb 20, 2024 | Machine TranslationNatural Language Understanding | CodeCode Available | 0 |
| TexShape: Information Theoretic Sentence Embedding for Language Models | Feb 5, 2024 | Data CompressionFairness | CodeCode Available | 0 |
| Morality is Non-Binary: Building a Pluralist Moral Sentence Embedding Space using Contrastive Learning | Jan 30, 2024 | Contrastive LearningEthics | CodeCode Available | 0 |
| LSTM-based Deep Neural Network With A Focus on Sentence Representation for Sequential Sentence Classification in Medical Scientific Abstracts | Jan 29, 2024 | SentenceSentence Classification | —Unverified | 0 |
| Linguistic-Based Mild Cognitive Impairment Detection Using Informative Loss | Jan 23, 2024 | SentenceSentence Embedding | —Unverified | 0 |
| Tracing the Genealogies of Ideas with Large Language Model Embeddings | Jan 13, 2024 | Abstract Meaning RepresentationLanguage Modeling | —Unverified | 0 |
| Hierarchical Classification of Transversal Skills in Job Ads Based on Sentence Embeddings | Jan 10, 2024 | ClassificationLanguage Modeling | —Unverified | 0 |
| Enhancing Source Code Classification Effectiveness via Prompt Learning Incorporating Knowledge Features | Jan 10, 2024 | ClassificationCode Classification | CodeCode Available | 0 |
| Sentiment analysis in Tourism: Fine-tuning BERT or sentence embeddings concatenation? | Dec 12, 2023 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| OrchestraLLM: Efficient Orchestration of Language Models for Dialogue State Tracking | Nov 16, 2023 | Computational EfficiencyDialogue State Tracking | —Unverified | 0 |
| Translation Aligned Sentence Embeddings for Turkish Language | Nov 16, 2023 | DecoderSentence | —Unverified | 0 |
| Unraveling Downstream Gender Bias from Large Language Models: A Study on AI Educational Writing Assistance | Nov 6, 2023 | SentenceSentence Embedding | CodeCode Available | 0 |
| TST^R: Target Similarity Tuning Meets the Real World | Oct 26, 2023 | Code GenerationSentence | —Unverified | 0 |
| On the Dimensionality of Sentence Embeddings | Oct 23, 2023 | Representation LearningSentence | —Unverified | 0 |
| On the Language Encoder of Contrastive Cross-modal Models | Oct 20, 2023 | cross-modal alignmentSentence | —Unverified | 0 |
| StoryAnalogy: Deriving Story-level Analogies from Large Language Models to Unlock Analogical Understanding | Oct 19, 2023 | Multiple-choiceNatural Language Understanding | CodeCode Available | 0 |
| Large Language Models can Contrastively Refine their Generation for Better Sentence Representation Learning | Oct 17, 2023 | Contrastive LearningNatural Language Inference | CodeCode Available | 0 |