Focused Large Language Models are Stable Many-Shot Learners Paper • 2408.13987 • Published Aug 26, 2024
Do Not Waste Your Rollouts: Recycling Search Experience for Efficient Test-Time Scaling Paper • 2601.21684 • Published Jan 29 • 10
On Time, Within Budget: Constraint-Driven Online Resource Allocation for Agentic Workflows Paper • 2605.06110 • Published 21 days ago • 16
Share More, Search Less: Collaborative Parallel Thinking for Efficient Test-Time Scaling Paper • 2605.27030 • Published 2 days ago • 21
Every Rollout Counts: Optimal Resource Allocation for Efficient Test-Time Scaling Paper • 2506.15707 • Published Oct 20, 2025
Share More, Search Less: Collaborative Parallel Thinking for Efficient Test-Time Scaling Paper • 2605.27030 • Published 2 days ago • 21
Escape Sky-high Cost: Early-stopping Self-Consistency for Multi-step Reasoning Paper • 2401.10480 • Published Jan 19, 2024 • 1
Turning Dust into Gold: Distilling Complex Reasoning Capabilities from LLMs by Leveraging Negative Data Paper • 2312.12832 • Published Dec 20, 2023
Integrate the Essence and Eliminate the Dross: Fine-Grained Self-Consistency for Free-Form Language Generation Paper • 2407.02056 • Published Jul 2, 2024 • 2
Make Every Penny Count: Difficulty-Adaptive Self-Consistency for Cost-Efficient Reasoning Paper • 2408.13457 • Published Aug 24, 2024 • 2