← Core Methods
Machine Learning › Core Methods ›

Ensemble Methods

233 directly classified papers

Papers per year

Papers

Bridging Linguistic Complexity: Sentiment Analysis of Tamil Code-Mixed Text Using Meta-Model NAACL 2025
Rubic2: Ensemble Model for Russian Lemmatization ACL 2025
NLPineers@ NLU of Devanagari Script Languages 2025: Hate Speech Detection using Ensembling of BERT-based models COLING 2025
Automated Collection of Evaluation Dataset for Semantic Search in Low-Resource Domain Language COLING 2025
Equipping Vision Foundation Model with Mixture of Experts for Out-of-Distribution Detection ICCV 2025
Graph Mixture of Experts and Memory-augmented Routers for Multivariate Time Series Anomaly Detection AAAI 2025
Improving Accuracy and Calibration via Differentiated Deep Mutual Learning CVPR 2025
tinaal at SemEval-2025 Task 11: Enhancing Perceived Emotion Intensity Prediction with Boosting Fine-Tuned Transformers SEMEVAL 2025
LuxVeri at GenAI Detection Task 1: Inverse Perplexity Weighted Ensemble for Robust Detection of AI-Generated Text across English and Multilingual Contexts COLING 2025
Enhancing Plagiarism Detection in Marathi with a Weighted Ensemble of TF-IDF and BERT Embeddings for Low-Resource Language Processing COLING 2025
YenLP_CS@DravidianLangTech 2025: Sentiment Analysis on Code-Mixed Tamil-Tulu Data Using Machine Learning and Deep Learning Models NAACL 2025
On the Learning with Augmented Class via Forests IJCAI 2025
BD at BEA 2025 Shared Task: MPNet Ensembles for Pedagogical Mistake Identification and Localization in AI Tutor Responses 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
Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling ACL 2025
RATHAN@DravidianLangTech 2025: Annaparavai - Separate the Authentic Human Reviews from AI-generated one NAACL 2025
Fine-Tuned Transformer-Based Weighted Soft Voting Ensemble for Persuasion Technique Classification in Slavic Languages ACL 2025
CUET-NLP_MP@DravidianLangTech 2025: A Transformer and LLM-Based Ensemble Approach for Fake News Detection in Dravidian NAACL 2025
SkillAggregation: Reference-free LLM-Dependent Aggregation ACL 2025
Grape at GenAI Detection Task 1: Leveraging Compact Models and Linguistic Features for Robust Machine-Generated Text Detection COLING 2025
An Address Intelligence Framework for E-commerce Deliveries EMNLP 2025
AniSan@NLU of Devanagari Script Languages 2025: Optimizing Language Identification with Ensemble Learning COLING 2025
TechSSN3 at SemEval-2025 Task 11: Multi-Label Emotion Detection Using Ensemble Transformer Models and Lexical Rules SEMEVAL 2025
Semantic Agreement Enables Efficient Open-Ended LLM Cascades EMNLP 2025