Google DeepMind · Gemma 4

Gemma 4 31B Dense

READER SUMMARY

The strongest dense Gemma 4 tier, locally deployable and adaptable for advanced reasoning, coding, and agents.

DOOM SCORE75.2out of 100model risk profile, not the overall index
CURRENT ASSESSMENT · REVISION 2

Why this model scores 75.2

The strongest Gemma 4 tier combines local adaptability and agent support with higher hardware requirements that modestly constrain diffusion.

Capability83
Autonomy74
Deployment91
Misuse potential64
Control difficulty60
MODEL-ATTRIBUTED EVIDENCE

News tied to Gemma 4 31B Dense

The model score of 75.2 rates this model's risk profile. The overall Doom Index of 62.1 measures the recalibrated complete evidence corpus. These values answer different questions.

NET MODEL-ATTRIBUTED INDEX CONTRIBUTION+0.03

Each article's leave-one-out Doom Index contribution is divided equally among the exact models named on that article. This prevents multi-model evidence from being claimed in full on several model pages. Model risk scores are recalculated from their technical profile and related news, but never feed back into the overall index.

AUDIT TRAIL

Model score history

  1. R2
    Doom Score 75.2

    Full-corpus evidence recalculated after run intensive-backfill-20260811-191225 under bounded-corpus-v2.

    11 Aug 2026
  2. R1
    Doom Score 75.0

    New exact tier verified from dated primary launch.

    11 Aug 2026