model consistency

BOSE: A Systematic Evaluation Method Optimized for Base Models ACL 2025 Model Consistency as a Cheap yet Predictive Proxy for LLM Elo Scores EMNLP 2025 SCORE: Systematic COnsistency and Robustness Evaluation for Large Language Models NAACL 2025 User-side Model Consistency Monitoring for Open Source Large Language Models Inference Services ACL 2025 BloomVQA: Assessing Hierarchical Multi-modal Comprehension ACL 2024 Carve3D: Improving Multi-view Reconstruction Consistency for Diffusion Models with RL Finetuning CVPR 2024 Unveiling the Tapestry of Consistency in Large Vision-Language Models NeurIPS 2024 How Much Consistency Is Your Accuracy Worth? EMNLP 2023 Improving the Model Consistency of Decentralized Federated Learning ICML 2023 Logical Implications for Visual Question Answering Consistency CVPR 2023 Measuring Consistency in Text-based Financial Forecasting Models ACL 2023 Attack Agnostic Detection of Adversarial Examples via Random Subspace Analysis WACV 2022 CARETS: A Consistency And Robustness Evaluative Test Suite for VQA ACL 2022 Consistent Counterfactuals for Deep Models ICLR 2022 How to Inject Backdoors with Better Consistency: Logit Anchoring on Clean Data ICLR 2022 TrustAL: Trustworthy Active Learning Using Knowledge Distillation AAAI 2022 Positive-Congruent Training: Towards Regression-Free Model Updates CVPR 2021 SOrT-ing VQA Models : Contrastive Gradient Learning for Improved Consistency NAACL 2021 SQuINTing at VQA Models: Introspecting VQA Models With Sub-Questions CVPR 2020 Wisdom of the Ensemble: Improving Consistency of Deep Learning Models NeurIPS 2020 Model Consistency for Learning with Mirror-Stratifiable Regularizers AISTATS 2019 Identifying Groups of Strongly Correlated Variables through Smoothed Ordered Weighted L_1-norms AISTATS 2017