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

NRK at SemEval-2024 Task 1: Semantic Textual Relatedness through Domain Adaptation and Ensemble Learning on BERT-based models SEMEVAL 2024

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

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

Post-Hoc Reversal: Are We Selecting Models Prematurely? NIPS 2024

How many classifiers do we need? NIPS 2024

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

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

H-ensemble: An Information Theoretic Approach to Reliable Few-Shot Multi-Source-Free Transfer AAAI 2024

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

DynaSemble: Dynamic Ensembling of Textual and Structure-Based Models for Knowledge Graph Completion ACL 2024

Watch Your Head: Assembling Projection Heads to Save the Reliability of Federated Models AAAI 2024

Cycle Self-Refinement for Multi-Source Domain Adaptation AAAI 2024

Robust Fine-tuning of Zero-shot Models via Variance Reduction NIPS 2024

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

Arbitrariness and Social Prediction: The Confounding Role of Variance in Fair Classification AAAI 2024

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

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

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

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

AIMA at SemEval-2024 Task 10: History-Based Emotion Recognition in Hindi-English Code-Mixed Conversations SEMEVAL 2024

LMU-BioNLP at SemEval-2024 Task 2: Large Diverse Ensembles for Robust Clinical NLI SEMEVAL 2024

Leveraging Graphic and Convolutional Neural Networks for Auditory Attention Detection with EEG INTERSPEECH 2024

NRK at SemEval-2024 Task 1: Semantic Textual Relatedness through Domain Adaptation and Ensemble Learning on BERT-based models NAACL 2024

The British Council submission to the BEA 2024 shared task NAACL 2024