FLY-EVAL++ - Single-Step Prediction - Protocol Compliance: leaderboard

Metric: S1 D1 protocol score (%). Source: arxiv.org. 21 models tracked.

Top models

#ModelScore
1Claude 3.7 Sonnet (20250219)94.8
2Claude Sonnet 4.594.5
3DeepSeek R1 052894.4
4O4 Mini94.1
5Qwen 3 32B93.4
6Qwen 3 235B A22B93.4
7Qwen 2.5 32B93.4
8Kimi K2 090593.1
9Qwen3-Next-80B93.1
10Llama 3.1 405B92.9
11DeepSeek V3.2 Exp92.5
12Kimi K2 (Thinking)92.4
13Gemini 3 Pro92.4
14DeepSeek V3.192.1
15GPT-591.9

Interactive version: theaggregate.ai/benchmark?slug=fly-eval-plus-plus-single-step-prediction-protocol-compliance · How It Works · Data refreshed daily, snapshot 2026-09-19.