NVIDIA LLM Robustness - AGIEval Consistency: leaderboard

The "AGIEval Consistency" subtask of NVIDIA LLM Robustness. A task from the NVIDIA LLM Robustness benchmark, measuring how stable a model's answers are under perturbations, adversarial phrasing and prompt variation.

Metric: Consistency (%). Source: huggingface.co. Saturation forecast: Estimated already saturated. 6 models tracked.

Top models

#ModelScoreOverall rank
1Llama 3 70B Instruct83.13#634
2Llama 3.1 70B Instruct81.79#561
3Mistral Large 2 (Jul)75.77#484
4Yi 1.5 34B Chat69.95#800
5Llama 3.1 8B Instruct62.54#1035
6Mistral Nemo Instruct (2407)58.7#936

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=nvidia-llm-robustness-agieval-consistency · How It Works · Data refreshed daily, snapshot 2026-10-20.