New arXiv papers probe LLM efficiency and reasoning limits

A pruning paper reports a dense score with 0.906 split-half reliability predicted a 16.1% gain but its endpoint was 6.0% and 7.7% worse than controls. Other studies test entropy-based CoT step selection across models, context-length effects in long-context benchmarks, and early-exit/compression tradeoffs.