model selection

Nonlinear Causal Discovery for Grouped Data UAI 2025 Optimal Submanifold Structure in Log-linear Models UAI 2025 Optimization before Evaluation: Evaluation with Unoptimized Prompts Can be Misleading ACL 2025 PARAPHRASUS: A Comprehensive Benchmark for Evaluating Paraphrase Detection Models COLING 2025 RadialRouter: Structured Representation for Efficient and Robust Large Language Models Routing EMNLP 2025 Realistic Evaluation of Deep Partial-Label Learning Algorithms ICLR 2025 Representing LLMs in Prompt Semantic Task Space EMNLP 2025 Revisiting the Equivalence of Bayesian Neural Networks and Gaussian Processes: On the Importance of Learning Activations UAI 2025 RouterEval: A Comprehensive Benchmark for Routing LLMs to Explore Model-level Scaling Up in LLMs EMNLP 2025 Scalable and Adaptive Variational Bayes Methods for Hawkes Processes JMLR 2025 SEAD: Unsupervised Ensemble of Streaming Anomaly Detectors ICML 2025 SelectLLM: Query-Aware Efficient Selection Algorithm for Large Language Models ACL 2025 Select-then-Route : Taxonomy guided Routing for LLMs EMNLP 2025 Shapley Consensus Deep Learning for Ensemble Pruning WACV 2025 SimBA: Simplifying Benchmark Analysis Using Performance Matrices Alone EMNLP 2025 SkyLLM: Cross-LLM-APIs Federation for Cost-effective Query Processing ACL 2025 STREAQ: Selective Tiered Routing for Effective and Affordable Contact Center Quality Assurance EMNLP 2025 Symbolic regression via MDLformer-guided search: from minimizing prediction error to minimizing description length ICLR 2025 Towards Better Open-Ended Text Generation: A Multicriteria Evaluation Framework ACL 2025 TransformerRanker: A Tool for Efficiently Finding the Best-Suited Language Models for Downstream Classification Tasks NAACL 2025 Usage Governance Advisor: From Intent to AI Governance AAAI 2025 Vision-Language Model Selection and Reuse for Downstream Adaptation ICML 2025 When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs EMNLP 2025 XAutoLM: Efficient Fine-Tuning of Language Models via Meta-Learning and AutoML EMNLP 2025 Accelerating Adversarially Robust Model Selection for Deep Neural Networks via Racing AAAI 2024