ensemble learning

1271 papers

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Also known as

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

GRASP at CoMeDi Shared Task: Multi-Strategy Modeling of Annotator Behavior in Multi-Lingual Semantic Judgments COLING 2025

AUTE: Peer-Alignment and Self-Unlearning Boost Adversarial Robustness for Training Ensemble Models AAAI 2025

SzegedAI at GenAI Detection Task 1: Beyond Binary - Soft-Voting Multi-Class Classification for Binary Machine-Generated Text Detection Across Diverse Language Models COLING 2025

DUT_IR at SemEval-2025 Task 11: Enhancing Multi-Label Emotion Classification with an Ensemble of Pre-trained Language Models and Large Language Models SEMEVAL 2025

QiMP at SemEval-2025 Task 11: Optimizing Text-based Emotion Classification in English Beyond Traditional Methods ACL 2025

Mixture-of-Scores: Robust Image-Text Data Valuation via Three Lines of Code ICCV 2025

ABCD at SemEval-2025 Task 9: BERT-based and Generation-based models combine with advanced weighted majority soft voting strategy ACL 2025

Habib University at SemEval-2025 Task 11: Bridging the Gap in Text-Based Emotion Detection ACL 2025

A Framework for Large-Scale Parallel Corpus Evaluation: Ensemble Quality Estimation Models Versus Human Assessment ACL 2025

FiRC-NLP at SemEval-2025 Task 11: To Prompt or to Fine-Tune? Approaches for Multilingual Emotion Classification ACL 2025

PAI at SemEval-2025 Task 11: A Large Language Model Ensemble Strategy for Text-Based Emotion Detection SEMEVAL 2025

BD at BEA 2025 Shared Task: MPNet Ensembles for Pedagogical Mistake Identification and Localization in AI Tutor Responses ACL 2025

LLM-Powered User Simulator for Recommender System AAAI 2025

Boosting Class Representation via Semantically Related Instances for Robust Long-Tailed Learning with Noisy Labels ICCV 2025

MRS at SemEval-2025 Task 11: A Hybrid Approach for Bridging the Gap in Text-Based Emotion Detection SEMEVAL 2025

Confidence Calibration in Large Language Model-Based Entity Matching EMNLP 2025

Automated Collection of Evaluation Dataset for Semantic Search in Low-Resource Domain Language COLING 2025

Habib University at SemEval-2025 Task 11: Bridging the Gap in Text-Based Emotion Detection SEMEVAL 2025

GLEN: Generalized Focal Loss Ensemble of Low-Rank Networks for Calibrated Visual Question Answering AAAI 2025

CUNI and Phrase at WMT25 MT Evaluation Task EMNLP 2025

nits_teja_srikar at GenAI Detection Task 2: Distinguishing Human and AI-Generated Essays Using Machine Learning and Transformer Models COLING 2025

AniSan@NLU of Devanagari Script Languages 2025: Optimizing Language Identification with Ensemble Learning COLING 2025

NAYEL@DravidianLangTech-2025: Character N-gram and Machine Learning Coordination for Fake News Detection in Dravidian Languages NAACL 2025

Simple Yet Effective: An Information-Theoretic Approach to Multi-LLM Uncertainty Quantification EMNLP 2025

Improving Accuracy and Calibration via Differentiated Deep Mutual Learning CVPR 2025