LinMix - Qwen3.5-like 4B 40 Domains mbpp Target - humaneval BPB: leaderboard

LinMix compares separately trained, publicly released language models built from scratch with different training-data mixtures. Each result belongs to its exact trained checkpoint; lower bits per byte is better. Bits per byte (lower is better).

Metric: Bits per byte (lower is better). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 4 models tracked.

Top models

#ModelScoreOverall rank
1LinMix qwen3.5-4B-40domains-vertex-linear-mbpp0.26
2LinMix qwen3.5-4B-40domains-dirichlet-exponential-mbpp0.28
3LinMix qwen3.5-4B-40domains-baseline0.28
4LinMix qwen3.5-4B-40domains-dirichlet-lightgbm-mbpp0.29

Interactive version: theaggregate.ai/benchmark?slug=linmix-qwen3-5-like-4b-40-domains-mbpp-target-humaneval-bpb · How It Works · Data refreshed daily, snapshot 2026-10-29.