INS-ActBench - Life Insurance: leaderboard

Metric: Accuracy (%) on the 1,849 life insurance knowledge questions; 12,050 questions from the exams of 16 actuarial associations; knowledge and case questions two-shot, practice tasks zero-shot; proprietary models with thinking enabled at high where supported. Source: arxiv.org. Saturation forecast: Around December 2026. 9 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)90.6
2GPT-5.5 (High)87.2
3DeepSeek V4 Pro (High)83.3
4Qwen 3.6 Plus73.5
5Claude Opus 4.7 (High)72.9
6Kimi K2.657.2
7Qwen 3 14B34.6
8Qwen 3.5 35B A3B29.9
9Gemma 3 12B (IT)27.3

Interactive version: theaggregate.ai/benchmark?slug=ins-actbench-life-insurance · How It Works · Data refreshed daily, snapshot 2026-09-29.