NVIDIA Nemotron Labs Dory 1.0
Ultra-low VRAM memory residency (4.4 GB FP8), 256k long-context needle retrieval, and recurrent layer depth execution.
SWE-bench Verified
66.4%
MMLU-Pro
82.8%
MATH-500
85.6%
Context Window
256,000 tokens
| Specification | Value |
|---|---|
| Developer / Lab | NVIDIA |
| Parameters Total | 4 Billion Parameters (Looped Transformer) |
| Parameters Active | 4.1B Active Recurrent Block (Equivalent to 16B Depth) |
| Architecture Type | Looped Transformer Weight Sharing + FlashAttention-4 + Adaptive Recurrent Halting |
| License | Open Research Weights (Hugging Face) |
| Input Pricing (per 1M) | $0.15 |
| Output Pricing (per 1M) | $0.45 |
Head-to-Head Comparisons with NVIDIA Nemotron Labs Dory 1.0
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