FNBench: Benchmarking Robust Federated Learning against Noisy Labels May 10, 2025 Benchmarking Federated Learning
Code Code Available KG-HTC: Integrating Knowledge Graphs into LLMs for Effective Zero-shot Hierarchical Text Classification May 8, 2025 Knowledge Graphs RAG
Code Code Available Beyond the Next Token: Towards Prompt-Robust Zero-Shot Classification via Efficient Multi-Token Prediction Apr 4, 2025 Attribute Language Modeling
Code Code Available Sun-Shine: A Large Language Model for Tibetan Culture Mar 24, 2025 Language Modeling Language Modelling
Code Code Available AdaSplash: Adaptive Sparse Flash Attention Feb 17, 2025 GPU Language Modeling
Code Code Available Market-Derived Financial Sentiment Analysis: Context-Aware Language Models for Crypto Forecasting Feb 17, 2025 Financial Tweet Prediction Language Modeling
Code Code Available Measuring Diversity in Synthetic Datasets Feb 12, 2025 Classification Diversity
Code Code Available A Simple Graph Contrastive Learning Framework for Short Text Classification Jan 16, 2025 Contrastive Learning Data Augmentation
Code Code Available Resource-Aware Arabic LLM Creation: Model Adaptation, Integration, and Multi-Domain Testing Dec 23, 2024 ArabicMMLU Dialect Identification
Code Code Available Concept Bottleneck Large Language Models Dec 11, 2024 Language Modeling Language Modelling
Code Code Available StablePrompt: Automatic Prompt Tuning using Reinforcement Learning for Large Language Models Oct 10, 2024 Question Answering Reinforcement Learning (RL)
Code Code Available Vector-ICL: In-context Learning with Continuous Vector Representations Oct 8, 2024 Classification Graph Classification
Code Code Available Revisiting Hierarchical Text Classification: Inference and Metrics Oct 2, 2024 Classification text-classification
Code Code Available PACE: Marrying generalization in PArameter-efficient fine-tuning with Consistency rEgularization Sep 25, 2024 8k Domain Adaptation
Code Code Available CLIBE: Detecting Dynamic Backdoors in Transformer-based NLP Models Sep 2, 2024 Text Classification Text Generation
Code Code Available Modeling Text-Label Alignment for Hierarchical Text Classification Sep 1, 2024 Classification Contrastive Learning
Code Code Available Hierarchy-aware Biased Bound Margin Loss Function for Hierarchical Text Classification Aug 13, 2024 Hierarchical Multi-label Classification Multi-Label Classification
Code Code Available Open-world Multi-label Text Classification with Extremely Weak Supervision Jul 8, 2024 Keyword Extraction Language Modelling
Code Code Available Spiking Convolutional Neural Networks for Text Classification Jun 27, 2024 Classification text-classification
Code Code Available Retrieval-style In-Context Learning for Few-shot Hierarchical Text Classification Jun 25, 2024 Contrastive Learning few-shot-htc
Code Code Available AlleNoise: large-scale text classification benchmark dataset with real-world label noise Jun 24, 2024 Classification Learning with noisy labels
Code Code Available Soft Prompting for Unlearning in Large Language Models Jun 17, 2024 In-Context Learning Machine Unlearning
Code Code Available Fine-Tuned 'Small' LLMs (Still) Significantly Outperform Zero-Shot Generative AI Models in Text Classification Jun 12, 2024 Classification text-classification
Code Code Available LLMEmbed: Rethinking Lightweight LLM's Genuine Function in Text Classification Jun 6, 2024 Prompt Learning text-classification
Code Code Available What Do Language Models Learn in Context? The Structured Task Hypothesis Jun 6, 2024 In-Context Learning Meta-Learning
Code Code Available Adaptable and Reliable Text Classification using Large Language Models May 17, 2024 Classification Multi-Label Classification
Code Code Available BiomedRAG: A Retrieval Augmented Large Language Model for Biomedicine May 1, 2024 Language Modeling Language Modelling
Code Code Available DiLM: Distilling Dataset into Language Model for Text-level Dataset Distillation Mar 30, 2024 Dataset Distillation In-Context Learning
Code Code Available HILL: Hierarchy-aware Information Lossless Contrastive Learning for Hierarchical Text Classification Mar 26, 2024 Contrastive Learning Document Embedding
Code Code Available LlamBERT: Large-scale low-cost data annotation in NLP Mar 23, 2024 Sentiment Analysis Text Classification
Code Code Available Defending Against Unforeseen Failure Modes with Latent Adversarial Training Mar 8, 2024 image-classification Image Classification
Code Code Available CODE-ACCORD: A Corpus of Building Regulatory Data for Rule Generation towards Automatic Compliance Checking Mar 4, 2024 Relation Extraction Sentence
Code Code Available KInIT at SemEval-2024 Task 8: Fine-tuned LLMs for Multilingual Machine-Generated Text Detection Feb 21, 2024 Language Identification parameter-efficient fine-tuning
Code Code Available Instruction Backdoor Attacks Against Customized LLMs Feb 14, 2024 Language Modelling Large Language Model
Code Code Available Contrastive Learning and Mixture of Experts Enables Precise Vector Embeddings Jan 28, 2024 Contrastive Learning Descriptive
Code Code Available Density Adaptive Attention is All You Need: Robust Parameter-Efficient Fine-Tuning Across Multiple Modalities Jan 20, 2024 All Emotion Recognition
Code Code Available The Radiation Oncology NLP Database Jan 19, 2024 Language Modelling Large Language Model
Code Code Available DepressionEmo: A novel dataset for multilabel classification of depression emotions Jan 9, 2024 text-classification Text Classification
Code Code Available L3Cube-IndicNews: News-based Short Text and Long Document Classification Datasets in Indic Languages Jan 4, 2024 Articles Classification
Code Code Available Building Efficient Universal Classifiers with Natural Language Inference Dec 29, 2023 Classification Natural Language Inference
Code Code Available SentinelLMs: Encrypted Input Adaptation and Fine-tuning of Language Models for Private and Secure Inference Dec 28, 2023 Language Modelling text-classification
Code Code Available TraceFL: Interpretability-Driven Debugging in Federated Learning via Neuron Provenance Dec 21, 2023 Explainable Models Fault localization
Code Code Available Compositional Generalization for Multi-label Text Classification: A Data-Augmentation Approach Dec 18, 2023 Classification Data Augmentation
Code Code Available Learn or Recall? Revisiting Incremental Learning with Pre-trained Language Models Dec 13, 2023 Class Incremental Learning Incremental Learning
Code Code Available Large Language Models Are Zero-Shot Text Classifiers Dec 2, 2023 Classification text-classification
Code Code Available TurkishBERTweet: Fast and Reliable Large Language Model for Social Media Analysis Nov 29, 2023 Hate Speech Detection Language Modeling
Code Code Available Text2Tree: Aligning Text Representation to the Label Tree Hierarchy for Imbalanced Medical Classification Nov 28, 2023 Classification imbalanced classification
Code Code Available SPIN: Sparsifying and Integrating Internal Neurons in Large Language Models for Text Classification Nov 27, 2023 Classification Specificity
Code Code Available Taiyi: A Bilingual Fine-Tuned Large Language Model for Diverse Biomedical Tasks Nov 20, 2023 Language Modeling Language Modelling
Code Code Available TextGuard: Provable Defense against Backdoor Attacks on Text Classification Nov 19, 2023 Classification Sentence
Code Code Available 