A Simple Long-Tailed Recognition Baseline via Vision-Language Model Nov 29, 2021 Contrastive Learning Language Modeling
Code Code Available 5 Dual-Modal Attention-Enhanced Text-Video Retrieval with Triplet Partial Margin Contrastive Learning Sep 20, 2023 Contrastive Learning Retrieval
Code Code Available 5 DuSSS: Dual Semantic Similarity-Supervised Vision-Language Model for Semi-Supervised Medical Image Segmentation Dec 17, 2024 Contrastive Learning Image Segmentation
Code Code Available 5 Few-Shot Image Classification Benchmarks are Too Far From Reality: Build Back Better with Semantic Task Sampling May 10, 2022 Few-Shot Image Classification General Classification
Code Code Available 5 Big Bird: Transformers for Longer Sequences Jul 28, 2020 Linguistic Acceptability Natural Language Inference
Code Code Available 5 FNet: Mixing Tokens with Fourier Transforms May 9, 2021 Linguistic Acceptability Machine Translation
Code Code Available 5 Frequency-driven Imperceptible Adversarial Attack on Semantic Similarity Mar 10, 2022 Adversarial Attack Semantic Similarity
Code Code Available 5 Binary Code Summarization: Benchmarking ChatGPT/GPT-4 and Other Large Language Models Dec 15, 2023 Benchmarking Code Summarization
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 Class-relation Knowledge Distillation for Novel Class Discovery Jul 18, 2023 Knowledge Distillation Novel Class Discovery
Code Code Available 5 Hard negative examples are hard, but useful Jul 24, 2020 Image Retrieval Metric Learning
Code Code Available 5 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 5 CALM : A Multi-task Benchmark for Comprehensive Assessment of Language Model Bias Aug 24, 2023 Diversity Language Modeling
Code Code Available 5 Histopathology Whole Slide Image Analysis with Heterogeneous Graph Representation Learning Jul 9, 2023 Attribute Graph Representation Learning
Code Code Available 5 PatentSBERTa: A Deep NLP based Hybrid Model for Patent Distance and Classification using Augmented SBERT Mar 22, 2021 Classification General Classification
Code Code Available 5 Improving Contrastive Learning of Sentence Embeddings from AI Feedback May 3, 2023 Contrastive Learning Data Augmentation
Code Code Available 5 A Statistical Framework for Low-bitwidth Training of Deep Neural Networks Oct 27, 2020 Linguistic Acceptability Natural Language Inference
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 RealFormer: Transformer Likes Residual Attention Dec 21, 2020 Language Modeling Language Modelling
Code Code Available 5 An Unsupervised Sentence Embedding Method by Mutual Information Maximization Sep 25, 2020 Clustering Self-Supervised Learning
Code Code Available 5 A Sentence is Worth 128 Pseudo Tokens: A Semantic-Aware Contrastive Learning Framework for Sentence Embeddings Mar 11, 2022 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 Intrinsic Dimensionality Explains the Effectiveness of Language Model Fine-Tuning Dec 22, 2020 Generalization Bounds Language Modeling
Code Code Available 5 Charformer: Fast Character Transformers via Gradient-based Subword Tokenization Jun 23, 2021 Inductive Bias Linguistic Acceptability
Code Code Available 5 Clustering-Aware Negative Sampling for Unsupervised Sentence Representation May 17, 2023 Clustering Contrastive Learning
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 CmdCaliper: A Semantic-Aware Command-Line Embedding Model and Dataset for Security Research Nov 2, 2024 Line Detection Semantic 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 Label-Guided In-Context Learning for Named Entity Recognition May 29, 2025 In-Context Learning named-entity-recognition
Code Code Available 5 Label Noise Reduction in Entity Typing by Heterogeneous Partial-Label Embedding Feb 17, 2016 Entity Typing Semantic Similarity
Code Code Available 5 Benchmarking large language models for biomedical natural language processing applications and recommendations May 10, 2023 Benchmarking Document Classification
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 DriveDiTFit: Fine-tuning Diffusion Transformers for Autonomous Driving Jul 22, 2024 Autonomous Driving Diversity
Code Code Available 5 AutoKG: Efficient Automated Knowledge Graph Generation for Language Models Nov 22, 2023 Graph Generation Retrieval
Code Code Available 5 A Semantic-based Method for Unsupervised Commonsense Question Answering May 31, 2021 Question Answering Semantic Similarity
Code Code Available 5 LinkTransformer: A Unified Package for Record Linkage with Transformer Language Models Sep 2, 2023 Blocking Language Modelling
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 Context Compression for Auto-regressive Transformers with Sentinel Tokens Oct 12, 2023 Language Modeling Language Modelling
Code Code Available 5 Longitudinal Data and a Semantic Similarity Reward for Chest X-Ray Report Generation Jul 19, 2023 Diagnostic Face Model
Code Code Available 5 Long Text Generation by Modeling Sentence-Level and Discourse-Level Coherence May 19, 2021 Decoder Semantic Similarity
Code Code Available 5 Do Vision and Language Encoders Represent the World Similarly? Jan 10, 2024 Graph Matching image-classification
Code Code Available 5 COPNER: Contrastive Learning with Prompt Guiding for Few-shot Named Entity Recognition Oct 1, 2022 Contrastive Learning few-shot-ner
Code Code Available 5 Are Large Language Models Ready for Healthcare? A Comparative Study on Clinical Language Understanding Apr 9, 2023 Document Classification named-entity-recognition
Code Code Available 5 Towards Better Understanding of User Satisfaction in Open-Domain Conversational Search Apr 6, 2022 Conversational Search Semantic Similarity
Code Code Available 5 MedFILIP: Medical Fine-grained Language-Image Pre-training Jan 18, 2025 Contrastive Learning Diagnostic
Code Code Available 5 MedSTS: A Resource for Clinical Semantic Textual Similarity Aug 28, 2018 Decision Making Semantic Similarity
Code Code Available 5 Meta-Task Prompting Elicits Embeddings from Large Language Models Feb 28, 2024 Semantic Textual Similarity Sentence
Code Code Available 5 Mining Gaze for Contrastive Learning toward Computer-Assisted Diagnosis Dec 11, 2023 Contrastive Learning Semantic Similarity
Code Code Available 5 A large-scale computational study of content preservation measures for text style transfer and paraphrase generation May 1, 2022 Paraphrase Generation Semantic Similarity
Code Code Available 5 ARMAN: Pre-training with Semantically Selecting and Reordering of Sentences for Persian Abstractive Summarization Sep 9, 2021 Abstractive Text Summarization Decoder
Code Code Available 5 