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ensemble method

564 papers

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Co-occurring keywords

ensemble learning (1274) text classification (6793) large language model (13587) transformer model (1996) transfer learning (5449) language model (4599) neural network (6616) sentiment analysis (2084) support vector machine (978) uncertainty quantification (1393)

Papers

Samsung Research Poland at SemEval-2025 Task 8: LLM ensemble methods for QA over tabular data SEMEVAL 2025
MRS at SemEval-2025 Task 11: A Hybrid Approach for Bridging the Gap in Text-Based Emotion Detection ACL 2025
Lessons and Insights from a Unifying Study of Parameter-Efficient Fine-Tuning (PEFT) in Visual Recognition CVPR 2025
PEER Pressure: Model-to-Model Regularization for Single Source Domain Generalization CVPR 2025
Measuring What Matters: Evaluating Ensemble LLMs with Label Refinement in Inductive Coding ACL 2025
GOLDX at SemEval-2025 Task 11: RoBERTa for Text-Based Emotion Detection SEMEVAL 2025
Enhancing Security and Strengthening Defenses in Automated Short-Answer Grading Systems ACL 2025
Coling-UniA at SciVQA 2025: Few-Shot Example Retrieval and Confidence-Informed Ensembling for Multimodal Large Language Models ACL 2025
DAPoinTr: Domain Adaptive Point Transformer for Point Cloud Completion AAAI 2025
UAlberta at SemEval-2025 Task 2: Prompting and Ensembling for Entity-Aware Translation ACL 2025
MOSAIC: Multiple Observers Spotting AI Content ACL 2025
Estimating LLM Consistency: A User Baseline vs Surrogate Metrics 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
From Evidence Mining to Meta-Prediction: a Gradient of Methodologies for Task-Specific Challenges in Psychological Assessment NAACL 2025
BBN-U.Oregon’s ALERT system at GenAI Content Detection Task 3: Robust Authorship Style Representations for Cross-Domain Machine-Generated Text Detection COLING 2025
A Comprehensive Taxonomy of Bias Mitigation Methods for Hate Speech Detection ACL 2025
ViT-EnsembleAttack: Augmenting Ensemble Models for Stronger Adversarial Transferability in Vision Transformers ICCV 2025
iai_MSU at SemEval-2025 Task-3: Mu-SHROOM, the Multilingual Shared-task on Hallucinations and Related Observable Overgeneration Mistakes in English SEMEVAL 2025
McGill-NLP at SemEval-2025 Task 11: Bridging the Gap in Text-Based Emotion Detection ACL 2025
On Local Overfitting and Forgetting in Deep Neural Networks AAAI 2025
Bayesian Low-Rank Learning (Bella): A Practical Approach to Bayesian Neural Networks AAAI 2025
BD at BEA 2025 Shared Task: MPNet Ensembles for Pedagogical Mistake Identification and Localization in AI Tutor Responses ACL 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
IsiZulu noun classification based on replicating the ensemble approach for Runyankore COLING 2025
Combining Climate Models using Bayesian Regression Trees and Random Paths JMLR 2025