Direction9/experiments/output/emergence/emergence_summary.md

E3 能力涌现谱突变检测摘要

分析时间：2026-03-14 22:41

检测到的涌现点

能力	涌现模型	MMLU@涌现	跃变幅度	显著性
cot_reasoning	gemma-2-9b-it	82.0%	3.225	2.56σ
arithmetic	gemma-2-9b-it	82.0%	9.431	2.67σ
code_generation	llama3.2-3b-instruct	58.0%	7.316	2.33σ
instruction_following	llama3.2-3b-instruct	58.0%	9.399	2.81σ

模型序列 (按 MMLU 排序)

1. llama3.2-3b-instruct (MMLU: 58.0%)
2. Mistral-7B-v0.3 (MMLU: 62.5%)
3. llama3-8b (MMLU: 68.4%)
4. gemma-2-9b-it (MMLU: 82.0%)
5. Qwen2.5-7B-Instruct (MMLU: 86.3%)