| DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations | Jun 5, 2020 | ClusteringContrastive Learning | CodeCode Available | 1 |
| Structured Attention for Unsupervised Dialogue Structure Induction | Sep 17, 2020 | Inductive BiasSentence | CodeCode Available | 1 |
| The Five-Dollar Model: Generating Game Maps and Sprites from Sentence Embeddings | Aug 8, 2023 | SentenceSentence Embeddings | CodeCode Available | 1 |
| Toward Interpretable Semantic Textual Similarity via Optimal Transport-based Contrastive Sentence Learning | Feb 26, 2022 | Contrastive LearningLanguage Modeling | CodeCode Available | 1 |
| iNLTK: Natural Language Toolkit for Indic Languages | Sep 26, 2020 | Data AugmentationParaphrase Generation | CodeCode Available | 1 |
| Disentangling Semantics and Syntax in Sentence Embeddings with Pre-trained Language Models | Apr 11, 2021 | Semantic SimilaritySemantic Textual Similarity | CodeCode Available | 1 |
| Unsupervised Extractive Dialogue Summarization in Hyperdimensional Space | May 16, 2024 | ClusteringExtractive Summarization | CodeCode Available | 1 |
| USCORE: An Effective Approach to Fully Unsupervised Evaluation Metrics for Machine Translation | Feb 21, 2022 | Machine TranslationParallel Corpus Mining | CodeCode Available | 1 |
| An Unsupervised Sentence Embedding Method by Mutual Information Maximization | Sep 25, 2020 | ClusteringSelf-Supervised Learning | CodeCode Available | 1 |
| EASE: Entity-Aware Contrastive Learning of Sentence Embedding | May 9, 2022 | ClusteringContrastive Learning | CodeCode Available | 1 |
| DefSent: Sentence Embeddings using Definition Sentences | May 10, 2021 | Natural Language InferenceSentence | CodeCode Available | 1 |
| Dialog2Flow: Pre-training Soft-Contrastive Action-Driven Sentence Embeddings for Automatic Dialog Flow Extraction | Oct 24, 2024 | Representation LearningSentence | CodeCode Available | 1 |
| Improved Universal Sentence Embeddings with Prompt-based Contrastive Learning and Energy-based Learning | Mar 14, 2022 | AttributeContrastive Learning | CodeCode Available | 1 |
| Contrastive Learning of Sentence Embeddings from Scratch | May 24, 2023 | Contrastive LearningNatural Language Inference | CodeCode Available | 1 |
| Deep Representational Re-tuning using Contrastive Tension | Jan 1, 2021 | Semantic SimilaritySemantic Textual Similarity | CodeCode Available | 1 |
| Beyond Prompting: Making Pre-trained Language Models Better Zero-shot Learners by Clustering Representations | Oct 29, 2022 | ClusteringSentence | CodeCode Available | 1 |
| DialogueCSE: Dialogue-based Contrastive Learning of Sentence Embeddings | Sep 26, 2021 | Contrastive LearningSemantic Textual Similarity | CodeCode Available | 1 |
| Bipartite Graph Pre-training for Unsupervised Extractive Summarization with Graph Convolutional Auto-Encoders | Oct 29, 2023 | Extractive SummarizationSentence | CodeCode Available | 1 |
| A Paragraph-level Multi-task Learning Model for Scientific Fact-Verification | Dec 28, 2020 | Fact VerificationMisinformation | CodeCode Available | 1 |
| DistilCSE: Effective Knowledge Distillation For Contrastive Sentence Embeddings | Dec 10, 2021 | Contrastive LearningKnowledge Distillation | CodeCode Available | 1 |
| Bootstrapping meaning through listening: Unsupervised learning of spoken sentence embeddings | Oct 23, 2022 | Acoustic Unit DiscoveryContrastive Learning | CodeCode Available | 1 |
| English Contrastive Learning Can Learn Universal Cross-lingual Sentence Embeddings | Nov 11, 2022 | Contrastive LearningRetrieval | CodeCode Available | 1 |
| Evaluation of Sentence Representations in Polish | Oct 25, 2019 | SentenceSentence Embeddings | CodeCode Available | 1 |
| FinEAS: Financial Embedding Analysis of Sentiment | Oct 31, 2021 | SentenceSentence Embeddings | CodeCode Available | 1 |
| AdaSent: Efficient Domain-Adapted Sentence Embeddings for Few-Shot Classification | Nov 1, 2023 | ClassificationLanguage Modelling | CodeCode Available | 1 |
| Hyper-CL: Conditioning Sentence Representations with Hypernetworks | Mar 14, 2024 | Computational EfficiencyContrastive Learning | CodeCode Available | 1 |
| Imposing Relation Structure in Language-Model Embeddings Using Contrastive Learning | Sep 2, 2021 | Contrastive LearningLanguage Modeling | CodeCode Available | 1 |
| Improving Contrastive Learning of Sentence Embeddings with Case-Augmented Positives and Retrieved Negatives | Jun 6, 2022 | AttributeContrastive Learning | CodeCode Available | 1 |
| Efficient and Flexible Topic Modeling using Pretrained Embeddings and Bag of Sentences | Feb 6, 2023 | SentenceSentence Embeddings | CodeCode Available | 1 |
| CoT-BERT: Enhancing Unsupervised Sentence Representation through Chain-of-Thought | Sep 20, 2023 | Contrastive LearningDenoising | CodeCode Available | 1 |
| Just Rank: Rethinking Evaluation with Word and Sentence Similarities | Mar 5, 2022 | BenchmarkingSemantic Similarity | CodeCode Available | 1 |
| KDMCSE: Knowledge Distillation Multimodal Sentence Embeddings with Adaptive Angular margin Contrastive Learning | Mar 26, 2024 | Contrastive LearningKnowledge Distillation | CodeCode Available | 1 |
| Massively Multilingual Sentence Embeddings for Zero-Shot Cross-Lingual Transfer and Beyond | Dec 26, 2018 | Cross-Lingual Bitext MiningCross-Lingual Document Classification | CodeCode Available | 1 |
| Characterising the Creative Process in Humans and Large Language Models | May 1, 2024 | SentenceSentence Embeddings | CodeCode Available | 1 |
| MCSE: Multimodal Contrastive Learning of Sentence Embeddings | Apr 22, 2022 | Contrastive LearningSemantic Textual Similarity | CodeCode Available | 1 |
| Meta-Task Prompting Elicits Embeddings from Large Language Models | Feb 28, 2024 | Semantic Textual SimilaritySentence | CodeCode Available | 1 |
| On the Effectiveness of Sentence Encoding for Intent Detection Meta-Learning | Jul 1, 2022 | Intent DetectionMeta-Learning | CodeCode Available | 1 |
| On the Sentence Embeddings from Pre-trained Language Models | Nov 2, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Is Neural Topic Modelling Better than Clustering? An Empirical Study on Clustering with Contextual Embeddings for Topics | Apr 21, 2022 | ClusteringSentence | 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 |
| Reweighting Strategy based on Synthetic Data Identification for Sentence Similarity | Aug 29, 2022 | SentenceSentence Embedding | CodeCode Available | 1 |
| Batch-Softmax Contrastive Loss for Pairwise Sentence Scoring Tasks | Oct 10, 2021 | Representation LearningSentence | —Unverified | 0 |
| Batch-Softmax Contrastive Loss for Pairwise Sentence Scoring Tasks | Jan 16, 2022 | Representation LearningSentence | —Unverified | 0 |
| A neural interlingua for multilingual machine translation | Apr 23, 2018 | DecoderMachine Translation | —Unverified | 0 |
| Towards Automatic Construction of Filipino WordNet: Word Sense Induction and Synset Induction Using Sentence Embeddings | Apr 7, 2022 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Automatic Labeling of Problem-Solving Dialogues for Computational Microgenetic Learning Analytics | May 1, 2018 | Sentence EmbeddingsWord Embeddings | —Unverified | 0 |
| An Effective Contextual Language Modeling Framework for Speech Summarization with Augmented Features | Jun 1, 2020 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Automatic Difficulty Classification of Arabic Sentences | Mar 7, 2021 | Binary ClassificationClassification | —Unverified | 0 |
| A Unified Approach to Discourse Relation Classification in nine Languages | Nov 1, 2021 | ClassificationRelation | —Unverified | 0 |
| Analyzing Zero-shot Cross-lingual Transfer in Supervised NLP Tasks | Jan 26, 2021 | Cross-Lingual TransferLanguage Modeling | —Unverified | 0 |