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 MTEB: Massive Text Embedding Benchmark Oct 13, 2022 Benchmarking Information Retrieval
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 BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Oct 11, 2018 Citation Intent Classification Common Sense Reasoning
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 DeBERTa: Decoding-enhanced BERT with Disentangled Attention Jun 5, 2020 Common Sense Reasoning Coreference Resolution
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 FinMTEB: Finance Massive Text Embedding Benchmark Feb 16, 2025 Articles Semantic Textual Similarity
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 SimCSE: Simple Contrastive Learning of Sentence Embeddings Apr 18, 2021 Contrastive Learning Data Augmentation
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 PromptBERT: Improving BERT Sentence Embeddings with Prompts Jan 12, 2022 Contrastive Learning Denoising
Code Code Available Reasoning to Attend: Try to Understand How <SEG> Token Works Dec 23, 2024 Semantic Similarity Semantic Textual Similarity
Code Code Available Top2Vec: Distributed Representations of Topics Aug 19, 2020 Lemmatization Semantic 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 Squeezed Attention: Accelerating Long Context Length LLM Inference Nov 14, 2024 Code Generation Large Language Model
Code Code Available Linguistic Minimal Pairs Elicit Linguistic Similarity in Large Language Models Sep 19, 2024 Semantic Similarity Semantic Textual Similarity
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 Large Continual Instruction Assistant Oct 8, 2024 Question Answering Semantic Similarity
Code Code Available DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings Apr 21, 2022 Contrastive Learning Language Modeling
Code Code Available ALBERT: A Lite BERT for Self-supervised Learning of Language Representations Sep 26, 2019 Common Sense Reasoning GPU
Code Code Available InstructSAM: A Training-Free Framework for Instruction-Oriented Remote Sensing Object Recognition May 21, 2025 Earth Observation Object
Code Code Available AnglE-optimized Text Embeddings Sep 22, 2023 Language Modelling Large Language Model
Code Code Available EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation Mar 3, 2024 Object Representation Learning
Code Code Available Weakly-supervised Audio Separation via Bi-modal Semantic Similarity Apr 2, 2024 Semantic Similarity Semantic Textual Similarity
Code Code Available Compositional Evaluation on Japanese Textual Entailment and Similarity Aug 9, 2022 Natural Language Inference Semantic Textual Similarity
Code Code Available CODER: Knowledge infused cross-lingual medical term embedding for term normalization Nov 5, 2020 Contrastive Learning Knowledge Graphs
Code Code Available ComStreamClust: a communicative multi-agent approach to text clustering in streaming data Oct 11, 2020 Clustering Semantic Similarity
Code Code Available Clustering-Aware Negative Sampling for Unsupervised Sentence Representation May 17, 2023 Clustering Contrastive Learning
Code Code Available Class-relation Knowledge Distillation for Novel Class Discovery Jul 18, 2023 Knowledge Distillation Novel Class Discovery
Code Code Available CmdCaliper: A Semantic-Aware Command-Line Embedding Model and Dataset for Security Research Nov 2, 2024 Line Detection Semantic Similarity
Code Code Available ConSERT: A Contrastive Framework for Self-Supervised Sentence Representation Transfer May 25, 2021 Contrastive Learning Semantic Textual Similarity
Code Code Available CgAT: Center-Guided Adversarial Training for Deep Hashing-Based Retrieval Apr 18, 2022 Adversarial Attack Adversarial Defense
Code Code Available CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented Generation Apr 17, 2025 RAG Retrieval
Code Code Available 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 CALM : A Multi-task Benchmark for Comprehensive Assessment of Language Model Bias Aug 24, 2023 Diversity Language Modeling
Code Code Available Bootstrapped Unsupervised Sentence Representation Learning Aug 1, 2021 Representation Learning Semantic Textual Similarity
Code Code Available Catch-A-Waveform: Learning to Generate Audio from a Single Short Example Jun 11, 2021 Audio Generation Semantic Similarity
Code Code Available Charformer: Fast Character Transformers via Gradient-based Subword Tokenization Jun 23, 2021 Inductive Bias Linguistic Acceptability
Code Code Available Context-Aware Semantic Similarity Measurement for Unsupervised Word Sense Disambiguation May 5, 2023 Semantic Similarity Semantic Textual Similarity
Code Code Available A Deep Reinforced Model for Zero-Shot Cross-Lingual Summarization with Bilingual Semantic Similarity Rewards Jun 27, 2020 Machine Translation reinforcement-learning
Code Code Available Binary Code Summarization: Benchmarking ChatGPT/GPT-4 and Other Large Language Models Dec 15, 2023 Benchmarking Code Summarization
Code Code Available 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 3D-AVS: LiDAR-based 3D Auto-Vocabulary Segmentation Jun 13, 2024 Autonomous Driving Object
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