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

DetectiveReDASers at HSD-2Lang 2024: A New Pooling Strategy with Cross-lingual Augmentation and Ensembling for Hate Speech Detection in Low-resource Languages EACL 2024

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

HAMiSoN-Ensemble at ClimateActivism 2024: Ensemble of RoBERTa, Llama 2, and Multi-task for Stance Detection EACL 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

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

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

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

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

AAST-NLP at ClimateActivism 2024: Ensemble-Based Climate Activism Stance and Hate Speech Detection : Leveraging Pretrained Language Models EACL 2024

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

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

Online Boosting Adaptive Learning under Concept Drift for Multistream Classification AAAI 2024

Leveraging Syntactic Dependencies in Disambiguation: The Case of African American English COLING 2024

United We Stand: Using Epoch-Wise Agreement of Ensembles to Combat Overfit AAAI 2024

Learning Performance Maximizing Ensembles with Explainability Guarantees AAAI 2024

Ensembles of Hybrid and End-to-End Speech Recognition. COLING 2024

Agile Multi-Source-Free Domain Adaptation AAAI 2024

Duration Dynamics: Fin-Turbo’s Rapid Route to ESG Impact Insight COLING 2024

Asymmetric Image Retrieval With Cross Model Compatible Ensembles WACV 2024

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

Army of Thieves: Enhancing Black-Box Model Extraction via Ensemble Based Sample Selection WACV 2024

MasonTigers@LT-EDI-2024: An Ensemble Approach Towards Detecting Homophobia and Transphobia in Social Media Comments EACL 2024

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

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

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