CESBench - Side-Channel: leaderboard

Metric: Composite score (%; mean over the four task types of the item-score means within the D1 side-channel sub-domain (80 items); 380 expert-written items on cryptographic engineering security for IoT devices; zero-shot, temperature 0, no tools, provider default reasoning mode; judgment and scenario answers scored by a Qwen3.5-397B judge from outside the evaluated set). Source: arxiv.org. Saturation forecast: Around December 2026. 11 models tracked.

Top models

#ModelScore
1Gemini 3.7 Flash85.5
2GPT-5.6 Luna85
3GLM-5.284.1
4Kimi K2.683.5
5DeepSeek V4 Pro78.9
6MiniMax-M2.574.2
7DeepSeek V363.5
8Ling-flash-2.061.6
9GLM-4 32B (0414)58.2
10Llama 4 Maverick57.3
11Hunyuan A13B-Instruct47.1

Interactive version: theaggregate.ai/benchmark?slug=cesbench-side-channel · How It Works · Data refreshed daily, snapshot 2026-09-26.