OdysseyArena: Benchmarking Large Language Models For Long-Horizon, Active and Inductive Interactions Paper • 2602.05843 • Published 24 days ago • 59
TIDE: Trajectory-based Diagnostic Evaluation of Test-Time Improvement in LLM Agents Paper • 2602.02196 • Published 27 days ago • 35
A^3-Bench: Benchmarking Memory-Driven Scientific Reasoning via Anchor and Attractor Activation Paper • 2601.09274 • Published Jan 14 • 84
MUR: Momentum Uncertainty guided Reasoning for Large Language Models Paper • 2507.14958 • Published Jul 20, 2025 • 47
Genius: A Generalizable and Purely Unsupervised Self-Training Framework For Advanced Reasoning Paper • 2504.08672 • Published Apr 11, 2025 • 55
MARS: A Multi-Agent Framework Incorporating Socratic Guidance for Automated Prompt Optimization Paper • 2503.16874 • Published Mar 21, 2025 • 45
MAPS: A Multi-Agent Framework Based on Big Seven Personality and Socratic Guidance for Multimodal Scientific Problem Solving Paper • 2503.16905 • Published Mar 21, 2025 • 54
φ-Decoding: Adaptive Foresight Sampling for Balanced Inference-Time Exploration and Exploitation Paper • 2503.13288 • Published Mar 17, 2025 • 51