NeoEvalPlusN: leaderboard

Public leaderboard for proprietary command-following, distractor-resistance, expectation-breaking, poem, and stylized-writing tests run mainly on open-source LLM variants.

Metric: Mean Score (0-6). Source: huggingface.co. Saturation forecast: Around January 2027. 203 models tracked.

Top models

#ModelScoreOverall rank
1DeepSeek V33.7#321
2Kimi K2 09053.2#288
3Kimi K23.1#243
4DeepSeek V2 Chat (0628)2.8#400
5GLM-4 32B (0414)2.35#533
6Llama 4 Scout Instruct2.05#539
7Gemma 3 27B (IT)2#523
8Gemma 2 27B (IT)2#645
9Gemma 2 9B (IT)1.95#788

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

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