Rethinking the Sample Relations for Few-Shot Classification Jan 23, 2025 Classification Contrastive Learning
Code Code Available 5 LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale Aug 15, 2022 GPU Language Modelling
Code Code Available 5 2D Matryoshka Sentence Embeddings Feb 22, 2024 RAG Representation Learning
Code Code Available 5 MTEB: Massive Text Embedding Benchmark Oct 13, 2022 Benchmarking Information Retrieval
Code Code Available 5 One Embedder, Any Task: Instruction-Finetuned Text Embeddings Dec 19, 2022 Information Retrieval Learning Word Embeddings
Code Code Available 5 AlignScore: Evaluating Factual Consistency with a Unified Alignment Function May 26, 2023 Fact Verification Information Retrieval
Code Code Available 5 ERNIE: Enhanced Representation through Knowledge Integration Apr 19, 2019 Chinese Named Entity Recognition Chinese Sentence Pair Classification
Code Code Available 5 Automatically Interpreting Millions of Features in Large Language Models Oct 17, 2024 Semantic Similarity Semantic Textual Similarity
Code Code Available 5 BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Oct 11, 2018 Citation Intent Classification Common Sense Reasoning
Code Code Available 5 ERNIE 2.0: A Continual Pre-training Framework for Language Understanding Jul 29, 2019 Chinese Named Entity Recognition Chinese Reading Comprehension
Code Code Available 5 InstructSAM: A Training-Free Framework for Instruction-Oriented Remote Sensing Object Recognition May 21, 2025 Earth Observation Object
Code Code Available 5 ALBERT: A Lite BERT for Self-supervised Learning of Language Representations Sep 26, 2019 Common Sense Reasoning GPU
Code Code Available 5 beeFormer: Bridging the Gap Between Semantic and Interaction Similarity in Recommender Systems Sep 16, 2024 Collaborative Filtering Recommendation Systems
Code Code Available 5 PromptBERT: Improving BERT Sentence Embeddings with Prompts Jan 12, 2022 Contrastive Learning Denoising
Code Code Available 5 BeLLM: Backward Dependency Enhanced Large Language Model for Sentence Embeddings Nov 9, 2023 Language Modeling Language Modelling
Code Code Available 5 Top2Vec: Distributed Representations of Topics Aug 19, 2020 Lemmatization Semantic Similarity
Code Code Available 5 Reasoning to Attend: Try to Understand How <SEG> Token Works Dec 23, 2024 Semantic Similarity Semantic Textual Similarity
Code Code Available 5 SimCSE: Simple Contrastive Learning of Sentence Embeddings Apr 18, 2021 Contrastive Learning Data Augmentation
Code Code Available 5 Weakly-supervised Audio Separation via Bi-modal Semantic Similarity Apr 2, 2024 Semantic Similarity Semantic Textual Similarity
Code Code Available 5 SEINE: Short-to-Long Video Diffusion Model for Generative Transition and Prediction Oct 31, 2023 Prediction Semantic Similarity
Code Code Available 5 Squeezed Attention: Accelerating Long Context Length LLM Inference Nov 14, 2024 Code Generation Large Language Model
Code Code Available 5 Think-on-Graph 2.0: Deep and Faithful Large Language Model Reasoning with Knowledge-guided Retrieval Augmented Generation Jul 15, 2024 Information Retrieval Knowledge Graphs
Code Code Available 5 Large Continual Instruction Assistant Oct 8, 2024 Question Answering Semantic Similarity
Code Code Available 5 FinMTEB: Finance Massive Text Embedding Benchmark Feb 16, 2025 Articles Semantic Textual Similarity
Code Code Available 5 Linguistic Minimal Pairs Elicit Linguistic Similarity in Large Language Models Sep 19, 2024 Semantic Similarity Semantic Textual Similarity
Code Code Available 5 EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation Mar 3, 2024 Object Representation Learning
Code Code Available 5 DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings Apr 21, 2022 Contrastive Learning Language Modeling
Code Code Available 5 Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Oct 23, 2019 Answer Generation Common Sense Reasoning
Code Code Available 5 PeFoMed: Parameter Efficient Fine-tuning of Multimodal Large Language Models for Medical Imaging Jan 5, 2024 Medical Report Generation Medical Visual Question Answering
Code Code Available 5 AnglE-optimized Text Embeddings Sep 22, 2023 Language Modelling Large Language Model
Code Code Available 5 DeBERTa: Decoding-enhanced BERT with Disentangled Attention Jun 5, 2020 Common Sense Reasoning Coreference Resolution
Code Code Available 5 Compositional Evaluation on Japanese Textual Entailment and Similarity Aug 9, 2022 Natural Language Inference Semantic Textual Similarity
Code Code Available 5 CODER: Knowledge infused cross-lingual medical term embedding for term normalization Nov 5, 2020 Contrastive Learning Knowledge Graphs
Code Code Available 5 ComStreamClust: a communicative multi-agent approach to text clustering in streaming data Oct 11, 2020 Clustering Semantic Similarity
Code Code Available 5 Clustering-Aware Negative Sampling for Unsupervised Sentence Representation May 17, 2023 Clustering Contrastive Learning
Code Code Available 5 Class-relation Knowledge Distillation for Novel Class Discovery Jul 18, 2023 Knowledge Distillation Novel Class Discovery
Code Code Available 5 CmdCaliper: A Semantic-Aware Command-Line Embedding Model and Dataset for Security Research Nov 2, 2024 Line Detection Semantic Similarity
Code Code Available 5 ConSERT: A Contrastive Framework for Self-Supervised Sentence Representation Transfer May 25, 2021 Contrastive Learning Semantic Textual Similarity
Code Code Available 5 CgAT: Center-Guided Adversarial Training for Deep Hashing-Based Retrieval Apr 18, 2022 Adversarial Attack Adversarial Defense
Code Code Available 5 CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented Generation Apr 17, 2025 RAG Retrieval
Code Code Available 5 Cue-CoT: Chain-of-thought Prompting for Responding to In-depth Dialogue Questions with LLMs May 19, 2023 Question Answering Semantic Similarity
Code Code Available 5 CALM : A Multi-task Benchmark for Comprehensive Assessment of Language Model Bias Aug 24, 2023 Diversity Language Modeling
Code Code Available 5 Calibrating Higher-Order Statistics for Few-Shot Class-Incremental Learning with Pre-trained Vision Transformers Apr 9, 2024 class-incremental learning Class Incremental Learning
Code Code Available 5 Catch-A-Waveform: Learning to Generate Audio from a Single Short Example Jun 11, 2021 Audio Generation Semantic Similarity
Code Code Available 5 Charformer: Fast Character Transformers via Gradient-based Subword Tokenization Jun 23, 2021 Inductive Bias Linguistic Acceptability
Code Code Available 5 Context-Aware Semantic Similarity Measurement for Unsupervised Word Sense Disambiguation May 5, 2023 Semantic Similarity Semantic Textual Similarity
Code Code Available 5 Alleviating Over-smoothing for Unsupervised Sentence Representation May 9, 2023 Contrastive Learning Semantic Textual Similarity
Code Code Available 5 An Unsupervised Sentence Embedding Method by Mutual Information Maximization Sep 25, 2020 Clustering Self-Supervised Learning
Code Code Available 5 An Efficient Self-Supervised Cross-View Training For Sentence Embedding Nov 6, 2023 Contrastive Learning Language Modeling
Code Code Available 5 AMR-DA: Data Augmentation by Abstract Meaning Representation May 1, 2022 Abstract Meaning Representation Data Augmentation
Code Code Available 5 