Magistral
Paper
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2506.10910
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Published
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66
Reasoning
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Fractional Reasoning via Latent Steering Vectors Improves Inference Time Compute
Paper • 2506.15882 • Published • 2 -
MiroMind-M1: An Open-Source Advancement in Mathematical Reasoning via Context-Aware Multi-Stage Policy Optimization
Paper • 2507.14683 • Published • 134 -
The Invisible Leash: Why RLVR May Not Escape Its Origin
Paper • 2507.14843 • Published • 85 -
Stabilizing Knowledge, Promoting Reasoning: Dual-Token Constraints for RLVR
Paper • 2507.15778 • Published • 20 -
GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning
Paper • 2507.19457 • Published • 28 -
Beyond Pass@1: Self-Play with Variational Problem Synthesis Sustains RLVR
Paper • 2508.14029 • Published • 118 -
Reasoning Vectors: Transferring Chain-of-Thought Capabilities via Task Arithmetic
Paper • 2509.01363 • Published • 58 -
Which Heads Matter for Reasoning? RL-Guided KV Cache Compression
Paper • 2510.08525 • Published • 22 -
The Markovian Thinker
Paper • 2510.06557 • Published • 30 -
A Theoretical Study on Bridging Internal Probability and Self-Consistency for LLM Reasoning
Paper • 2510.15444 • Published • 147 -
LightMem: Lightweight and Efficient Memory-Augmented Generation
Paper • 2510.18866 • Published • 111 -
Scaling Latent Reasoning via Looped Language Models
Paper • 2510.25741 • Published • 221 -
Reasoning with Sampling: Your Base Model is Smarter Than You Think
Paper • 2510.14901 • Published • 47 -
OpenSIR: Open-Ended Self-Improving Reasoner
Paper • 2511.00602 • Published • 20