ArgBench (Few-Shot) - Quality Assessment: leaderboard

Metric: Macro F1 (0-1, times 100) averaged over the argument quality assessment tasks, few-shot prompting; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 11 models tracked.

Top models

#ModelScore
1GPT-4.147.7
2Qwen 3 32B42.2
3Llama 3.3 70B Instruct41.8
4DeepSeek R1 Distill Qwen 32B40.2
5DeepSeek-R1-Distill-Qwen-7B39.5
6Mixtral 8x7B Instruct (v0.1)39
7Qwen 3 4B36.7
8Llama 3.1 8B Instruct35.8
9Mistral 7B Instruct (v0.3)34.4
10Mistral-Small-Instruct-240931.1

Interactive version: theaggregate.ai/benchmark?slug=argbench-few-shot-quality-assessment · How It Works · Data refreshed daily, snapshot 2026-10-07.