ensemble learning

1271 papers

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EL

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text classification (6776) ensemble method (560) transformer model (1988) transfer learning (5442) data augmentation (3037) sentiment analysis (2079) large language model (12755) neural network (6616) language model (4573) multi-label classification (1004)

Papers

Utilizing an Ensemble Model with Anomalous Label Smoothing to Detect Generated Scientific Papers ACL 2024

WU_TLAXE at WASSA 2024 Explainability for Cross-Lingual Emotion in Tweets Shared Task 1: Emotion through Translation using TwHIN-BERT and GPT ACL 2024

SAFARI: Cross-lingual Bias and Factuality Detection in News Media and News Articles EMNLP 2024

Adopting Ensemble Learning for Cross-lingual Classification of Crisis-related Text On Social Media ACL 2024

SCaLAR at SemEval-2024 Task 8: Unmasking the machine : Exploring the power of RoBERTa Ensemble for Detecting Machine Generated Text SEMEVAL 2024

Improving Authorship Privacy: Adaptive Obfuscation with the Dynamic Selection of Techniques ACL 2024

Random Label Forests: An Ensemble Method with Label Subsampling For Extreme Multi-Label Problems EMNLP 2024

Moral Disagreement over Serious Matters: Discovering the Knowledge Hidden in the Perspectives COLING 2024

MediFact at MEDIQA-CORR 2024: Why AI Needs a Human Touch NAACL 2024

PromptMind Team at EHRSQL-2024: Improving Reliability of SQL Generation using Ensemble LLMs NAACL 2024

Unsupervised Tree Boosting for Learning Probability Distributions JMLR 2024

PromptMind Team at MEDIQA-CORR 2024: Improving Clinical Text Correction with Error Categorization and LLM Ensembles NAACL 2024

BabyLM Challenge: Experimenting with Self-Distillation and Reverse-Distillation for Language Model Pre-Training on Constrained Datasets CONLL 2024

RDproj at SemEval-2024 Task 4: An Ensemble Learning Approach for Multilingual Detection of Persuasion Techniques in Memes SEMEVAL 2024

Asymmetric Image Retrieval With Cross Model Compatible Ensembles WACV 2024

Explanation-aware Soft Ensemble Empowers Large Language Model In-context Learning ACL 2024

Are More LLM Calls All You Need? Towards the Scaling Properties of Compound AI Systems NIPS 2024

The Many Faces of Optimal Weak-to-Strong Learning NIPS 2024

A Boosting-Type Convergence Result for AdaBoost.MH with Factorized Multi-Class Classifiers NIPS 2024

MasonTigers at SemEval-2024 Task 1: An Ensemble Approach for Semantic Textual Relatedness SEMEVAL 2024

AlexUNLP-BH at StanceEval2024: Multiple Contrastive Losses Ensemble Strategy with Multi-Task Learning For Stance Detection in Arabic ACL 2024

Predicate Debiasing in Vision-Language Models Integration for Scene Graph Generation Enhancement EMNLP 2024

NU at WASSA 2024 Empathy and Personality Shared Task: Enhancing Personality Predictions with Knowledge Graphs; A Graphical Neural Network and LightGBM Ensemble Approach ACL 2024

MUCS@LT-EDI-2024: Learning Approaches to Empower Homophobic/Transphobic Comment Identification EACL 2024

Towards Diverse Perspective Learning with Selection over Multiple Temporal Poolings AAAI 2024