model selection

454 papers

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Also known as

FMS

Co-occurring keywords

transfer learning (5442) bayesian inference (1904) hyperparameter optimization (405) large language model (12755) kernel methods (1096) regret bound (1918) online learning (1770) support vector machine (976) feature selection (649) benchmark evaluation (1539)

Papers

Guiding Vision-Language Model Selection for Visual Question-Answering Across Tasks, Domains, and Knowledge Types COLING 2025

MixLLM: Dynamic Routing in Mixed Large Language Models NAACL 2025

Assessing Pre-Trained Models for Transfer Learning Through Distribution of Spectral Components AAAI 2025

Shapley Consensus Deep Learning for Ensemble Pruning WACV 2025

Do Prevalent Bias Metrics Capture Allocational Harms from LLMs? NAACL 2025

RouterEval: A Comprehensive Benchmark for Routing LLMs to Explore Model-level Scaling Up in LLMs EMNLP 2025

Select-then-Route : Taxonomy guided Routing for LLMs EMNLP 2025

Scalable and Adaptive Variational Bayes Methods for Hawkes Processes JMLR 2025

PARAPHRASUS: A Comprehensive Benchmark for Evaluating Paraphrase Detection Models COLING 2025

Consensus-Driven Active Model Selection ICCV 2025

SelectLLM: Query-Aware Efficient Selection Algorithm for Large Language Models ACL 2025

A Simple and Comprehensive Benchmark for Single-Cell Transcriptomics AAAI 2025

Towards Better Open-Ended Text Generation: A Multicriteria Evaluation Framework ACL 2025

Firewall Routing: Blocking Leads to Better Hybrid Inference for LLMs EMNLP 2025

Determine the Number of States in Hidden Markov Models via Marginal Likelihood JMLR 2025

In-Domain African Languages Translation Using LLMs and Multi-armed Bandits ACL 2025

Distribution Free Tests for Model Selection Based on Maximum Mean Discrepancy with Estimated Parameters JMLR 2025

AutoIntent: AutoML for Text Classification EMNLP 2025

When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs EMNLP 2025

STREAQ: Selective Tiered Routing for Effective and Affordable Contact Center Quality Assurance EMNLP 2025

Usage Governance Advisor: From Intent to AI Governance AAAI 2025

IPR: Intelligent Prompt Routing with User-Controlled Quality-Cost Trade-offs EMNLP 2025

Feature Space Perturbation: A Panacea to Enhanced Transferability Estimation WACV 2025

Cherry-Picking in Time Series Forecasting: How to Select Datasets to Make Your Model Shine AAAI 2025

TransformerRanker: A Tool for Efficiently Finding the Best-Suited Language Models for Downstream Classification Tasks NAACL 2025