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PersonaPath, a benchmark that pairs 2,000 fine-grained learner personas with a hierarchical knowledge graph of 347 textbooks, 1,751 units, and 4,092 concepts across 77 subjects, is introduced and results show that even the strongest LLM reaches only a 29.5% final pass rate in Basic Education.
Consensus strength in reinforcement learning can make or break model performance鈥擧i-TTRL offers a solution that fine-tunes this critical factor for better outcomes.
LRMs can slash up to 40% of reasoning tokens without sacrificing accuracy by dynamically adjusting their "thinking speed" at each step.
