What Characterizes Effective Reasoning? Revisiting Length, Review, and Structure of CoT
Paper
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2509.19284
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Published
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23
reading-list
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Soft Tokens, Hard Truths
Paper • 2509.19170 • Published • 16 -
CompLLM: Compression for Long Context Q&A
Paper • 2509.19228 • Published • 10 -
Test-Time Scaling in Reasoning Models Is Not Effective for Knowledge-Intensive Tasks Yet
Paper • 2509.06861 • Published • 9 -
DeepSearch: Overcome the Bottleneck of Reinforcement Learning with Verifiable Rewards via Monte Carlo Tree Search
Paper • 2509.25454 • Published • 146 -
SINQ: Sinkhorn-Normalized Quantization for Calibration-Free Low-Precision LLM Weights
Paper • 2509.22944 • Published • 80 -
The Ultra-Scale Playbook
🌌3.69kThe ultimate guide to training LLM on large GPU Clusters
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Multimodal Prompt Optimization: Why Not Leverage Multiple Modalities for MLLMs
Paper • 2510.09201 • Published • 50 -
Native Parallel Reasoner: Reasoning in Parallelism via Self-Distilled Reinforcement Learning
Paper • 2512.07461 • Published • 78