Ensemble Methods

Grape at GenAI Detection Task 1: Leveraging Compact Models and Linguistic Features for Robust Machine-Generated Text Detection COLING 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 JHU IWSLT 2025 Low-resource System Description ACL 2025 Label Aggregation for Composite Crowd Tasks by Worker Ability Constraint Satisfaction AAAI 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 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 MSA at BEA 2025 Shared Task: Disagreement-Aware Instruction Tuning for Multi-Dimensional Evaluation of LLMs as Math Tutors ACL 2025 NLPineers@ NLU of Devanagari Script Languages 2025: Hate Speech Detection using Ensembling of BERT-based models COLING 2025 On the Learning with Augmented Class via Forests IJCAI 2025 PyBhasha at BLP-2025 Task 2: Effectiveness of Semantic-Aware Translation and Ensembling in Bangla Code Generation AACL 2025 Rare Event Detection in Imbalanced Multi-Class Datasets Using an Optimal MIP-Based Ensemble Weighting Approach AAAI 2025 RATHAN@DravidianLangTech 2025: Annaparavai - Separate the Authentic Human Reviews from AI-generated one NAACL 2025 Rubic2: Ensemble Model for Russian Lemmatization ACL 2025 Semantic Agreement Enables Efficient Open-Ended LLM Cascades EMNLP 2025 SkillAggregation: Reference-free LLM-Dependent Aggregation ACL 2025 TechSSN3 at SemEval-2025 Task 11: Multi-Label Emotion Detection Using Ensemble Transformer Models and Lexical Rules SemEval 2025 Test-Time Steering for Lossless Text Compression via Weighted Product of Experts EMNLP 2025 tinaal at SemEval-2025 Task 11: Enhancing Perceived Emotion Intensity Prediction with Boosting Fine-Tuned Transformers SemEval 2025 UNIBUC-SD at ArchEHR-QA 2025: Prompting Our Way to Clinical QA with Multi-Model Ensembling ACL 2025 YenLP_CS@DravidianLangTech 2025: Sentiment Analysis on Code-Mixed Tamil-Tulu Data Using Machine Learning and Deep Learning Models NAACL 2025 A General Model for Aggregating Annotations AcrossSimple, Complex, and Multi-object Annotation Tasks (Abstract Reprint) AAAI 2024 Bayesian Exploration of Pre-trained Models for Low-shot Image Classification CVPR 2024 Better by default: Strong pre-tuned MLPs and boosted trees on tabular data NeurIPS 2024 Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles AAAI 2024