cost efficiency

Breaking Model Lock-in: Cost-Efficient Zero-Shot LLM Routing via a Universal Latent Space AAAI 2026 Confidence-Driven Multi-Scale Model Selection for Cost-Efficient Inference EACL 2026 InferenceDynamics: Adaptive LLM Routing through Structured Capability and Knowledge Profiling ACL 2026 RLBoost: Harvesting Preemptible Cloud Resources for Cost-Efficient Reinforcement Learning on LLMs NSDI 2026 An Empirical Study on Strong-Weak Model Collaboration for Repo-level Code Generation EMNLP 2025 Bridging the LLM Accessibility Divide? Performance, Fairness, and Cost of Closed versus Open LLMs for Automated Essay Scoring ACL 2025 CAPO: Cost-Aware Prompt Optimization AutoML 2025 Demystifying Cost-Efficiency in LLM Serving over Heterogeneous GPUs ICML 2025 EcoDoc: A Cost-Efficient Multimodal Document Processing System for Enterprises Using LLMs ACL 2025 ECoRAG: Evidentiality-guided Compression for Long Context RAG ACL 2025 TagRouter: Learning Route to LLMs through Tags for Open-Domain Text Generation Tasks ACL 2025 The Power of Simplicity in LLM-Based Event Forecasting ACL 2025 Tuning LLM Judge Design Decisions for 1/1000 of the Cost ICML 2025 Cost-efficient Knowledge-based Question Answering with Large Language Models NeurIPS 2024 Efficient Contextual LLM Cascades through Budget-Constrained Policy Learning NeurIPS 2024 Enhancing Text Classification through LLM-Driven Active Learning and Human Annotation EACL 2024 Hybrid LLM: Cost-Efficient and Quality-Aware Query Routing ICLR 2024 Structured Object Language Modeling (SO-LM): Native Structured Objects Generation Conforming to Complex Schemas with Self-Supervised Denoising EMNLP 2024 A Nonmyopic Approach to Cost-Constrained Bayesian Optimization UAI 2021 The Multi-fidelity Multi-armed Bandit NeurIPS 2016