test-time scaling

METAL: A Multi-Agent Framework for Chart Generation with Test-Time Scaling ACL 2025 MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification ACL 2025 Multi2: Multi-Agent Test-Time Scalable Framework for Multi-Document Processing EMNLP 2025 ReFLAIR: Enhancing Multimodal Reasoning via Structured Reflection and Reward-Guided Learning EMNLP 2025 Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory ACL 2025 Revisiting the Test-Time Scaling of o1-like Models: Do they Truly Possess Test-Time Scaling Capabilities? ACL 2025 RoboMonkey: Scaling Test-Time Sampling and Verification for Vision-Language-Action Models CoRL 2025 s1: Simple test-time scaling EMNLP 2025 S2R: Teaching LLMs to Self-verify and Self-correct via Reinforcement Learning ACL 2025 Scalability of LLM-Based Multi-Agent Systems for Scientific Code Generation: A Preliminary Study EMNLP 2025 Simple Test Time Scaling for Machine Translation: Kaze-MT at the WMT25 General Translation Task EMNLP 2025 Slim-SC: Thought Pruning for Efficient Scaling with Self-Consistency EMNLP 2025 SLIM: Subtrajectory-Level Elimination for More Effective Reasoning EMNLP 2025 Socratic-MCTS: Test-Time Visual Reasoning by Asking the Right Questions EMNLP 2025 Step-level Verifier-guided Hybrid Test-Time Scaling for Large Language Models EMNLP 2025 Stepwise Reasoning Checkpoint Analysis: A Test Time Scaling Method to Enhance LLMs’ Reasoning EMNLP 2025 S*: Test Time Scaling for Code Generation EMNLP 2025 Sticker-TTS: Learn to Utilize Historical Experience with a Sticker-driven Test-Time Scaling Framework EMNLP 2025 T2: An Adaptive Test-Time Scaling Strategy for Contextual Question Answering EMNLP 2025 Thinking Before You Speak: A Proactive Test-time Scaling Approach EMNLP 2025 Think Right, Not More: Test-Time Scaling for Numerical Claim Verification EMNLP 2025 ThinkTuning: Instilling Cognitive Reflections without Distillation EMNLP 2025 Think Twice, Generate Once: Safeguarding by Progressive Self-Reflection EMNLP 2025 Thought calibration: Efficient and confident test-time scaling EMNLP 2025 Unlocking Recursive Thinking of LLMs: Alignment via Refinement ACL 2025