Ensemble based approach to quantifying uncertainty of LLM based classifications
Fuente:
arXiv
Guardado en:
| Autores principales: | Rajamohan, Srijith, Salhin, Ahmed, Frazier, Josh, Kumar, Rohit, Tsai, Yu-Cheng, Cook, Todd |
|---|---|
| Formato: | Preprint |
| Publicado: |
2025
|
| Materias: | |
| Acceso en línea: | |
| Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
Ejemplares similares
Training for Compositional Sensitivity Reduces Dense Retrieval Generalization
por: Ralev, Radoslav, et al.
Publicado: (2026)
por: Ralev, Radoslav, et al.
Publicado: (2026)
KGHaluBench: A Knowledge Graph-Based Hallucination Benchmark for Evaluating the Breadth and Depth of LLM Knowledge
por: Robertson, Alex, et al.
Publicado: (2026)
por: Robertson, Alex, et al.
Publicado: (2026)
ProteoKnight: Convolution-based phage virion protein classification and uncertainty analysis
por: Neha, Samiha Afaf, et al.
Publicado: (2025)
por: Neha, Samiha Afaf, et al.
Publicado: (2025)
Post-Optimization Adaptive Rank Allocation for LoRA
por: Kumaravelu, Vishnuprasadh, et al.
Publicado: (2026)
por: Kumaravelu, Vishnuprasadh, et al.
Publicado: (2026)
READ: Reinforcement-based Adversarial Learning for Text Classification with Limited Labeled Data
por: Sharma, Rohit, et al.
Publicado: (2025)
por: Sharma, Rohit, et al.
Publicado: (2025)
Quantifying Cross-Query Contradictions in Multi-Query LLM Reasoning
por: Salla, Rohit Kumar, et al.
Publicado: (2026)
por: Salla, Rohit Kumar, et al.
Publicado: (2026)
Localizing and Correcting Errors for LLM-based Planners
por: Kumar, Aditya, et al.
Publicado: (2026)
por: Kumar, Aditya, et al.
Publicado: (2026)
LLM-based Prompt Ensemble for Reliable Medical Entity Recognition from EHRs
por: Islam, K M Sajjadul, et al.
Publicado: (2025)
por: Islam, K M Sajjadul, et al.
Publicado: (2025)
LLM-based Evaluation Policy Extraction for Ecological Modeling
por: Cheng, Qi, et al.
Publicado: (2025)
por: Cheng, Qi, et al.
Publicado: (2025)
Efficient Dynamic Ensembling for Multiple LLM Experts
por: Hu, Jinwu, et al.
Publicado: (2024)
por: Hu, Jinwu, et al.
Publicado: (2024)
Ensemble BERT: A student social network text sentiment classification model based on ensemble learning and BERT architecture
por: Jiang, Kai, et al.
Publicado: (2024)
por: Jiang, Kai, et al.
Publicado: (2024)
Evaluating Novelty in AI-Generated Research Plans Using Multi-Workflow LLM Pipelines
por: Saraogi, Devesh, et al.
Publicado: (2025)
por: Saraogi, Devesh, et al.
Publicado: (2025)
AutoMathKG: The automated mathematical knowledge graph based on LLM and vector database
por: Bian, Rong, et al.
Publicado: (2025)
por: Bian, Rong, et al.
Publicado: (2025)
Breaking the Ceiling of the LLM Community by Treating Token Generation as a Classification for Ensembling
por: Yu, Yao-Ching, et al.
Publicado: (2024)
por: Yu, Yao-Ching, et al.
Publicado: (2024)
A Complete Survey on LLM-based AI Chatbots
por: Dam, Sumit Kumar, et al.
Publicado: (2024)
por: Dam, Sumit Kumar, et al.
Publicado: (2024)
An information theoretic approach to quantify the stability of feature selection and ranking algorithms
por: Alaiz-Rodriguez, et al.
Publicado: (2024)
por: Alaiz-Rodriguez, et al.
Publicado: (2024)
Longitudinal Ensemble Integration for sequential classification with multimodal data
por: Susman, Aviad, et al.
Publicado: (2024)
por: Susman, Aviad, et al.
Publicado: (2024)
An overview of model uncertainty and variability in LLM-based sentiment analysis. Challenges, mitigation strategies and the role of explainability
por: Herrera-Poyatos, David, et al.
Publicado: (2025)
por: Herrera-Poyatos, David, et al.
Publicado: (2025)
Conditional deep generative models as surrogates for spatial field solution reconstruction with quantified uncertainty in Structural Health Monitoring applications
por: Silionis, Nicholas E., et al.
Publicado: (2023)
por: Silionis, Nicholas E., et al.
Publicado: (2023)
Exploring LLM-based Frameworks for Fault Diagnosis
por: Lee, Xian Yeow, et al.
Publicado: (2025)
por: Lee, Xian Yeow, et al.
Publicado: (2025)
A cGAN Ensemble-based Uncertainty-aware Surrogate Model for Offline Model-based Optimization in Industrial Control Problems
por: Feng, Cheng
Publicado: (2022)
por: Feng, Cheng
Publicado: (2022)
PILAR: Personalizing Augmented Reality Interactions with LLM-based Human-Centric and Trustworthy Explanations for Daily Use Cases
por: Kundu, Ripan Kumar, et al.
Publicado: (2025)
por: Kundu, Ripan Kumar, et al.
Publicado: (2025)
Aligning LLM with human travel choices: a persona-based embedding learning approach
por: Liu, Tianming, et al.
Publicado: (2025)
por: Liu, Tianming, et al.
Publicado: (2025)
A separability-based approach to quantifying generalization: which layer is best?
por: Dyballa, Luciano, et al.
Publicado: (2024)
por: Dyballa, Luciano, et al.
Publicado: (2024)
An energy-based comparative analysis of common approaches to text classification in the Legal domain
por: Gultekin, Sinan, et al.
Publicado: (2023)
por: Gultekin, Sinan, et al.
Publicado: (2023)
Robo-Troj: Attacking LLM-based Task Planners
por: Nahian, Mohaiminul Al, et al.
Publicado: (2025)
por: Nahian, Mohaiminul Al, et al.
Publicado: (2025)
Unweighted ranking for value-based decision making with uncertainty
por: García, Aarón López, et al.
Publicado: (2026)
por: García, Aarón López, et al.
Publicado: (2026)
An Explainable AI based approach for Monitoring Animal Health
por: Jana, Rahul, et al.
Publicado: (2025)
por: Jana, Rahul, et al.
Publicado: (2025)
Quality-Driven Agentic Reasoning for LLM-Assisted Software Design: Questions-of-Thoughts (QoT) as a Time-Series Self-QA Chain
por: Liu, Yen-Ku, et al.
Publicado: (2026)
por: Liu, Yen-Ku, et al.
Publicado: (2026)
Cost-Aware Model Orchestration for LLM-based Systems
por: Smirnova, Daria, et al.
Publicado: (2025)
por: Smirnova, Daria, et al.
Publicado: (2025)
Cross-talk based multi-task learning for fault classification of machine system influenced by multiple variables
por: Yi, Wonjun, et al.
Publicado: (2026)
por: Yi, Wonjun, et al.
Publicado: (2026)
Strat-LLM: Stratified Strategy Alignment for LLM-based Stock Trading with Real-time Multi-Source Signals
por: Huang, Wenliang, et al.
Publicado: (2026)
por: Huang, Wenliang, et al.
Publicado: (2026)
LLM-based Few-Shot Early Rumor Detection with Imitation Agent
por: Zeng, Fengzhu, et al.
Publicado: (2025)
por: Zeng, Fengzhu, et al.
Publicado: (2025)
Harnessing Consistency for Robust Test-Time LLM Ensemble
por: Zeng, Zhichen, et al.
Publicado: (2025)
por: Zeng, Zhichen, et al.
Publicado: (2025)
Whispering LLaMA: A Cross-Modal Generative Error Correction Framework for Speech Recognition
por: Radhakrishnan, Srijith, et al.
Publicado: (2023)
por: Radhakrishnan, Srijith, et al.
Publicado: (2023)
A Graph-based Framework for Online Time Series Anomaly Detection Using Model Ensemble
por: Yu, Zewei, et al.
Publicado: (2026)
por: Yu, Zewei, et al.
Publicado: (2026)
XAI-based Feature Ensemble for Enhanced Anomaly Detection in Autonomous Driving Systems
por: Nazat, Sazid, et al.
Publicado: (2024)
por: Nazat, Sazid, et al.
Publicado: (2024)
Amplified Vulnerabilities: Structured Jailbreak Attacks on LLM-based Multi-Agent Debate
por: Qi, Senmao, et al.
Publicado: (2025)
por: Qi, Senmao, et al.
Publicado: (2025)
High quality ECG dataset based on MIT-BIH recordings for improved heartbeats classification
por: Benmessaoud, Ahmed. S, et al.
Publicado: (2024)
por: Benmessaoud, Ahmed. S, et al.
Publicado: (2024)
A Benchmark for Gap and Overlap Analysis as a Test of KG Task Readiness
por: Mridul, Maruf Ahmed, et al.
Publicado: (2026)
por: Mridul, Maruf Ahmed, et al.
Publicado: (2026)
Ejemplares similares
-
Training for Compositional Sensitivity Reduces Dense Retrieval Generalization
por: Ralev, Radoslav, et al.
Publicado: (2026) -
KGHaluBench: A Knowledge Graph-Based Hallucination Benchmark for Evaluating the Breadth and Depth of LLM Knowledge
por: Robertson, Alex, et al.
Publicado: (2026) -
ProteoKnight: Convolution-based phage virion protein classification and uncertainty analysis
por: Neha, Samiha Afaf, et al.
Publicado: (2025) -
Post-Optimization Adaptive Rank Allocation for LoRA
por: Kumaravelu, Vishnuprasadh, et al.
Publicado: (2026) -
READ: Reinforcement-based Adversarial Learning for Text Classification with Limited Labeled Data
por: Sharma, Rohit, et al.
Publicado: (2025)