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 One Embedder, Any Task: Instruction-Finetuned Text Embeddings Dec 19, 2022 Information Retrieval Learning Word Embeddings
Code Code Available AlignScore: Evaluating Factual Consistency with a Unified Alignment Function May 26, 2023 Fact Verification Information Retrieval
Code Code Available 2D Matryoshka Sentence Embeddings Feb 22, 2024 RAG Representation Learning
Code Code Available MTEB: Massive Text Embedding Benchmark Oct 13, 2022 Benchmarking Information Retrieval
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 ERNIE 2.0: A Continual Pre-training Framework for Language Understanding Jul 29, 2019 Chinese Named Entity Recognition Chinese Reading Comprehension
Code Code Available Automatically Interpreting Millions of Features in Large Language Models Oct 17, 2024 Semantic Similarity Semantic Textual Similarity
Code Code Available ERNIE: Enhanced Representation through Knowledge Integration Apr 19, 2019 Chinese Named Entity Recognition Chinese Sentence Pair Classification
Code Code Available PromptBERT: Improving BERT Sentence Embeddings with Prompts Jan 12, 2022 Contrastive Learning Denoising
Code Code Available InstructSAM: A Training-Free Framework for Instruction-Oriented Remote Sensing Object Recognition May 21, 2025 Earth Observation Object
Code Code Available Large Continual Instruction Assistant Oct 8, 2024 Question Answering Semantic Similarity
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 Reasoning to Attend: Try to Understand How <SEG> Token Works Dec 23, 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 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 Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Oct 23, 2019 Answer Generation Common Sense Reasoning
Code Code Available DeBERTa: Decoding-enhanced BERT with Disentangled Attention Jun 5, 2020 Common Sense Reasoning Coreference Resolution
Code Code Available ALBERT: A Lite BERT for Self-supervised Learning of Language Representations Sep 26, 2019 Common Sense Reasoning GPU
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 BeLLM: Backward Dependency Enhanced Large Language Model for Sentence Embeddings Nov 9, 2023 Language Modeling Language Modelling
Code Code Available Linguistic Minimal Pairs Elicit Linguistic Similarity in Large Language Models Sep 19, 2024 Semantic Similarity Semantic Textual Similarity
Code Code Available FinMTEB: Finance Massive Text Embedding Benchmark Feb 16, 2025 Articles Semantic Textual Similarity
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