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Ensemble Methods

233 directly classified papers

Papers per year

Papers

SkillAggregation: Reference-free LLM-Dependent Aggregation ACL 2025
BD at BEA 2025 Shared Task: MPNet Ensembles for Pedagogical Mistake Identification and Localization in AI Tutor Responses ACL 2025
Fine-Tuned Transformer-Based Weighted Soft Voting Ensemble for Persuasion Technique Classification in Slavic Languages ACL 2025
Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling ACL 2025
Dipper: Diversity in Prompts for Producing Large Language Model Ensembles in Reasoning Tasks EMNLP 2025
LuxVeri at GenAI Detection Task 3: Cross-Domain Detection of AI-Generated Text Using Inverse Perplexity-Weighted Ensemble of Fine-Tuned Transformer Models COLING 2025
An Address Intelligence Framework for E-commerce Deliveries EMNLP 2025
YenLP_CS@DravidianLangTech 2025: Sentiment Analysis on Code-Mixed Tamil-Tulu Data Using Machine Learning and Deep Learning Models NAACL 2025
Semantic Agreement Enables Efficient Open-Ended LLM Cascades EMNLP 2025
RATHAN@DravidianLangTech 2025: Annaparavai - Separate the Authentic Human Reviews from AI-generated one NAACL 2025
Cycle Self-Refinement for Multi-Source Domain Adaptation AAAI 2024
Generative Forests NIPS 2024
Enhancing Ensemble Clustering with Adaptive High-Order Topological Weights AAAI 2024
Online Boosting Adaptive Learning under Concept Drift for Multistream Classification AAAI 2024
Stabilizing Linear Passive-Aggressive Online Learning with Weighted Reservoir Sampling NIPS 2024
End-to-end Feature Selection Approach for Learning Skinny Trees AISTATS 2024
Robust Fine-tuning of Zero-shot Models via Variance Reduction NIPS 2024
DOFEN: Deep Oblivious Forest ENsemble NIPS 2024
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
MUCS@DravidianLangTech-2024: A Grid Search Approach to Explore Sentiment Analysis in Code-mixed Tamil and Tulu EACL 2024
How many classifiers do we need? NIPS 2024
Post-Hoc Reversal: Are We Selecting Models Prematurely? NIPS 2024
MasonTigers@LT-EDI-2024: An Ensemble Approach Towards Detecting Homophobia and Transphobia in Social Media Comments EACL 2024
SSN-Nova@LT-EDI 2024: POS Tagging, Boosting Techniques and Voting Classifiers for Caste And Migration Hate Speech Detection EACL 2024
Bayesian Exploration of Pre-trained Models for Low-shot Image Classification CVPR 2024