Noromaid-v0.4-Mixtral-Instruct-8x7B-Zloss: benchmark results

An experimental Mixtral Instruct role-play derivative by NeverSleep, credited to Undi and IkariDev. It uses a Z-loss training fork and a weighted LoRA merge below the usual unit weight; the card requests ChatML formatting without special ChatML tokens. Provider: NeverSleep. Access: Open.

Aggregate Rating 1474 ± 33, rank #2750 of 10916 rated models, from 6 benchmark results.

Strongest benchmark results

BenchmarkScoreMetricPercentile
Open LLM Leaderboard v1 - MMLU71.27Accuracy (%) (5-shot)94.9
Open LLM Leaderboard v1 - HellaSwag87.94Normalized accuracy (%) (10-shot)88.8
Open LLM Leaderboard v1 - ARC Challenge70.48Normalized accuracy (%) (25-shot)86.1
Open LLM Leaderboard v1 - TruthfulQA MC266.45MC2 (%) (0-shot)84.9
Open LLM Leaderboard v1 - WinoGrande81.69Accuracy (%) (5-shot)80.5
Open LLM Leaderboard v1 - GSM8K61.49Accuracy (%) (5-shot)74.2

Interactive version: theaggregate.ai/model?slug=noromaid-v0-4-mixtral-instruct-8x7b-zloss · How It Works · Data refreshed daily, snapshot 2026-11-08.