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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

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
A Comprehensive Taxonomy of Bias Mitigation Methods for Hate Speech Detection ACL 2025
Automated Collection of Evaluation Dataset for Semantic Search in Low-Resource Domain Language COLING 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
Are Ensembles Getting Better All the Time? JMLR 2025
DocIE@XLLM25: ZeroSemble - Robust and Efficient Zero-Shot Document Information Extraction with Heterogeneous Large Language Model Ensembles ACL 2025
Exploiting Prompt-induced Confidence for Black-Box Attacks on LLMs EMNLP 2025
Samsung Research Poland at SemEval-2025 Task 8: LLM ensemble methods for QA over tabular data SEMEVAL 2025
Ensemble Watermarks for Large Language Models ACL 2025
McGill-NLP at SemEval-2025 Task 11: Bridging the Gap in Text-Based Emotion Detection SEMEVAL 2025
Howard University-AI4PC at SemEval-2025 Task 10: Ensembling LLMs for Multi-lingual Multi-Label and Multi-Class Meta-Classification ACL 2025
Jim at SemEval-2025 Task 5: Multilingual BERT Ensemble SEMEVAL 2025
Efficient Ensemble for Fine-tuning Language Models on Multiple Datasets ACL 2025
CUNI and Phrase at WMT25 MT Evaluation Task EMNLP 2025
Rubic2: Ensemble Model for Russian Lemmatization ACL 2025
SmurfCat at SemEval-2025 Task 3: Bridging External Knowledge and Model Uncertainty for Enhanced Hallucination Detection 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
From Evidence Mining to Meta-Prediction: a Gradient of Methodologies for Task-Specific Challenges in Psychological Assessment NAACL 2025
IsiZulu noun classification based on replicating the ensemble approach for Runyankore COLING 2025
IASBS at SemEval-2025 Task 11: Ensembling Transformers for Bridging the Gap in Text-Based Emotion Detection ACL 2025
RLAE: Reinforcement Learning-Assisted Ensemble for LLMs EMNLP 2025
JGU Mainz’s Submission to the WMT25 Shared Task on LLMs with Limited Resources for Slavic Languages: MT and QA EMNLP 2025
GOLDX at SemEval-2025 Task 11: RoBERTa for Text-Based Emotion Detection SEMEVAL 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