Rethinking the Sample Relations for Few-Shot Classification Jan 23, 2025 Classification Contrastive Learning
Code Code Available LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale Aug 15, 2022 GPU Language Modelling
Code Code Available 2D Matryoshka Sentence Embeddings Feb 22, 2024 RAG Representation Learning
Code Code Available AlignScore: Evaluating Factual Consistency with a Unified Alignment Function May 26, 2023 Fact Verification Information Retrieval
Code Code Available One Embedder, Any Task: Instruction-Finetuned Text Embeddings Dec 19, 2022 Information Retrieval Learning Word Embeddings
Code Code Available MTEB: Massive Text Embedding Benchmark Oct 13, 2022 Benchmarking Information Retrieval
Code Code Available Automatically Interpreting Millions of Features in Large Language Models Oct 17, 2024 Semantic Similarity Semantic Textual Similarity
Code Code Available ERNIE 2.0: A Continual Pre-training Framework for Language Understanding Jul 29, 2019 Chinese Named Entity Recognition Chinese Reading Comprehension
Code Code Available ERNIE: Enhanced Representation through Knowledge Integration Apr 19, 2019 Chinese Named Entity Recognition Chinese Sentence Pair Classification
Code Code Available BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Oct 11, 2018 Citation Intent Classification Common Sense Reasoning
Code Code Available InstructSAM: A Training-Free Framework for Instruction-Oriented Remote Sensing Object Recognition May 21, 2025 Earth Observation Object
Code Code Available FinMTEB: Finance Massive Text Embedding Benchmark Feb 16, 2025 Articles Semantic Textual Similarity
Code Code Available Reasoning to Attend: Try to Understand How <SEG> Token Works Dec 23, 2024 Semantic Similarity Semantic Textual Similarity
Code Code Available Squeezed Attention: Accelerating Long Context Length LLM Inference Nov 14, 2024 Code Generation Large Language Model
Code Code Available Large Continual Instruction Assistant Oct 8, 2024 Question Answering Semantic Similarity
Code Code Available Linguistic Minimal Pairs Elicit Linguistic Similarity in Large Language Models Sep 19, 2024 Semantic Similarity Semantic Textual Similarity
Code Code Available beeFormer: Bridging the Gap Between Semantic and Interaction Similarity in Recommender Systems Sep 16, 2024 Collaborative Filtering Recommendation Systems
Code Code Available 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 Weakly-supervised Audio Separation via Bi-modal Semantic Similarity Apr 2, 2024 Semantic Similarity Semantic Textual Similarity
Code Code Available EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation Mar 3, 2024 Object Representation Learning
Code Code Available 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 BeLLM: Backward Dependency Enhanced Large Language Model for Sentence Embeddings Nov 9, 2023 Language Modeling Language Modelling
Code Code Available SEINE: Short-to-Long Video Diffusion Model for Generative Transition and Prediction Oct 31, 2023 Prediction Semantic Similarity
Code Code Available AnglE-optimized Text Embeddings Sep 22, 2023 Language Modelling Large Language Model
Code Code Available DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings Apr 21, 2022 Contrastive Learning Language Modeling
Code Code Available PromptBERT: Improving BERT Sentence Embeddings with Prompts Jan 12, 2022 Contrastive Learning Denoising
Code Code Available SimCSE: Simple Contrastive Learning of Sentence Embeddings Apr 18, 2021 Contrastive Learning Data Augmentation
Code Code Available Top2Vec: Distributed Representations of Topics Aug 19, 2020 Lemmatization Semantic Similarity
Code Code Available DeBERTa: Decoding-enhanced BERT with Disentangled Attention Jun 5, 2020 Common Sense Reasoning Coreference Resolution
Code Code Available Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Oct 23, 2019 Answer Generation Common Sense Reasoning
Code Code Available ALBERT: A Lite BERT for Self-supervised Learning of Language Representations Sep 26, 2019 Common Sense Reasoning GPU
Code Code Available Inv-Entropy: A Fully Probabilistic Framework for Uncertainty Quantification in Language Models Jun 11, 2025 Diversity Semantic Similarity
Code Code Available IRT-Router: Effective and Interpretable Multi-LLM Routing via Item Response Theory Jun 1, 2025 Semantic Similarity Semantic Textual Similarity
Code Code Available Label-Guided In-Context Learning for Named Entity Recognition May 29, 2025 In-Context Learning named-entity-recognition
Code Code Available The Avengers: A Simple Recipe for Uniting Smaller Language Models to Challenge Proprietary Giants May 26, 2025 Clustering Out-of-Distribution Generalization
Code Code Available Smoothie: Smoothing Diffusion on Token Embeddings for Text Generation May 24, 2025 Semantic Similarity Semantic Textual Similarity
Code Code Available R2MED: A Benchmark for Reasoning-Driven Medical Retrieval May 20, 2025 Diagnostic Re-Ranking
Code Code Available One-Step Offline Distillation of Diffusion-based Models via Koopman Modeling May 19, 2025 Semantic Similarity Semantic Textual Similarity
Code Code Available ELITE: Embedding-Less retrieval with Iterative Text Exploration May 17, 2025 graph construction RAG
Code Code Available CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented Generation Apr 17, 2025 RAG Retrieval
Code Code Available High Temporal Consistency through Semantic Similarity Propagation in Semi-Supervised Video Semantic Segmentation for Autonomous Flight Mar 19, 2025 Image Segmentation Knowledge Distillation
Code Code Available SGC-Net: Stratified Granular Comparison Network for Open-Vocabulary HOI Detection Mar 1, 2025 Human-Object Interaction Detection Large Language Model
Code Code Available Mitigating Hallucinations in Large Vision-Language Models by Adaptively Constraining Information Flow Feb 28, 2025 Hallucination Object
Code Code Available MedFILIP: Medical Fine-grained Language-Image Pre-training Jan 18, 2025 Contrastive Learning Diagnostic
Code Code Available DiffSim: Taming Diffusion Models for Evaluating Visual Similarity Dec 19, 2024 Contrastive Learning Denoising
Code Code Available DuSSS: Dual Semantic Similarity-Supervised Vision-Language Model for Semi-Supervised Medical Image Segmentation Dec 17, 2024 Contrastive Learning Image Segmentation
Code Code Available Familiarity: Better Evaluation of Zero-Shot Named Entity Recognition by Quantifying Label Shifts in Synthetic Training Data Dec 13, 2024 named-entity-recognition Named Entity Recognition
Code Code Available Vid-Morp: Video Moment Retrieval Pretraining from Unlabeled Videos in the Wild Dec 1, 2024 Moment Retrieval Retrieval
Code Code Available RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data Nov 27, 2024 Activity Recognition Contrastive Learning
Code Code Available Semantic-Aware Resource Management for C-V2X Platooning via Multi-Agent Reinforcement Learning Nov 7, 2024 Decision Making Fairness
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