NVIDIA 🇺🇸 · Nemotron-4

Nemotron-4 340B Reward

NVIDIA's 340B Nemotron-4 reward model, released to rank and filter synthetic responses for downstream model-alignment and training pipelines.

DOOM SCORE30.9out of 100model risk profile, not the overall index
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CURRENT ASSESSMENT · REVISION 4

Why this model scores 30.9

The specialized scoring role reduces general capability and autonomy, while large hardware requirements and alignment use keep deployment and misuse below generative tiers.

Capability46
Autonomy2
Deployment32
Misuse potential38
Control difficulty31
MODEL-ATTRIBUTED EVIDENCE

News tied to Nemotron-4 340B Reward

The model score of 30.9 rates this model's risk profile. The overall Doom Index of 67.9 measures the complete temporally weighted evidence record. These values answer different questions.

NET MODEL-ATTRIBUTED INDEX CONTRIBUTION+0.04

Each article's current 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 use a bounded temporal offset around their technical profile, but never feed back into the overall index.

Capability TOWARD

NVIDIA releases Nemotron-4 340B model family

NVIDIA released 340-billion-parameter Nemotron-4 base, instruction and reward models to generate synthetic training data, including model weights and tooling aimed at improving smaller language models.

Full item contribution
+0.11
Nemotron-4 340B Reward equal share
+0.04
Read assessment →
AUDIT TRAIL

Model score history

  1. R4
    Doom Score 30.9

    Source-backed model availability audit using the model's existing primary or authoritative catalogue evidence. Exact-version evidence chronology replayed under temporal-monthly-pressure-v4.

    12 Aug 2026
  2. R3
    Doom Score 30.9

    Exact-version evidence chronology replayed after run doombench-hourly-news-20260812-142416 under temporal-monthly-pressure-v4.

    12 Aug 2026
  3. R2
    Doom Score 31.9

    Exact-version evidence chronology replayed after run doombench-hourly-news-20260812-132112 under fixed-sensitivity-v3.

    12 Aug 2026
  4. R1
    Doom Score 34.2

    New exact Nemotron-4 340B reward model.

    12 Aug 2026
SHARE THE FINDINGS

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DoomBench social sharing card for Nemotron-4 340B Reward.
  1. Nemotron-4 340B Reward by NVIDIA has a DoomBench model risk score of 30.9 out of 100, based on five transparent version-specific dimensions rather than the overall index.

  2. Nemotron-4 340B Reward's highest current DoomBench dimension is capability at 46.0 out of 100; the profile publishes every component score and its editorial rationale.

  3. DoomBench links 1 source-backed evidence item to Nemotron-4 340B Reward, while keeping the model's risk profile separate from each item's contribution to the live Doom Index.

    https://www.doombench.com/models/nvidia-nemotron-4-340b-reward