best-of-n sampling

From Mathematical Reasoning to Code: Generalization of Process Reward Models in Test-Time Scaling AAAI 2026 Inference-Aware Prompt Optimization for Aligning Black-Box Large Language Models AAAI 2026 Jailbreaks as Inference-Time Alignment: A Framework for Understanding Safety Failures in LLMs EACL 2026 Revisiting the (Sub)Optimality of Best-of-N for Inference-Time Alignment COLT 2026 Test-time Diverse Reasoning by Riemannian Activation Steering AAAI 2026 Think Hard Only When Needed: A Hybrid Best-of-N and Beam Search for Efficient Test-Time Compute EACL 2026 AgentRM: Enhancing Agent Generalization with Reward Modeling ACL 2025 BoN Appetit Team at LeWiDi-2025: Best-of-N Test-time Scaling Can Not Stomach Annotation Disagreements (Yet) EMNLP 2025 BOND: Aligning LLMs with Best-of-N Distillation ICLR 2025 Generative Verifiers: Reward Modeling as Next-Token Prediction ICLR 2025 InfAlign: Inference-aware language model alignment ICML 2025 Inference-Aware Fine-Tuning for Best-of-N Sampling in Large Language Models ICLR 2025 Is Best-of-N the Best of Them? Coverage, Scaling, and Optimality in Inference-Time Alignment ICML 2025 Regularized Best-of-N Sampling with Minimum Bayes Risk Objective for Language Model Alignment NAACL 2025 Reward-Guided Tree Search for Inference Time Alignment of Large Language Models NAACL 2025 RMB: Comprehensively benchmarking reward models in LLM alignment ICLR 2025 Scaling LLM Inference Efficiently with Optimized Sample Compute Allocation NAACL 2025 Scaling LLM Test-Time Compute Optimally Can be More Effective than Scaling Parameters for Reasoning ICLR 2025 SelfCite: Self-Supervised Alignment for Context Attribution in Large Language Models ICML 2025 Speculative Decoding for Multi-Sample Inference EMNLP 2025 TreeBoN: Enhancing Inference-Time Alignment with Speculative Tree-Search and Best-of-N Sampling EMNLP 2025 UvA-MT’s Participation in the WMT25 General Translation Shared Task EMNLP 2025 VL-RewardBench: A Challenging Benchmark for Vision-Language Generative Reward Models CVPR 2025 ZebraLogic: On the Scaling Limits of LLMs for Logical Reasoning ICML 2025 BoNBoN Alignment for Large Language Models and the Sweetness of Best-of-n Sampling NeurIPS 2024