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Nemotron Labs Dory 1.0 (4B)

NVIDIAOpen WeightOpenMDW License v1.1 · Commercial OK

Description

NVIDIA Nemotron Labs Dory 1.0 4B is an open-weight looped (latent-recurrent) normalized-GPT language model with interleaved sliding-window attention (SWA) and full-attention layers. A shared recurrent block can be applied multiple times at inference (recommended default: 2 loops) to trade compute for accuracy without swapping checkpoints. Text-in / text-out, English, up to 256K context (max_position_embeddings 262144). Reasoning model with tool calling. Pre-trained on 6T tokens (NVFP4 then BF16) plus 300B context-extension tokens; training data collected through December 2025. Released under OpenMDW License Agreement v1.1. Weights: BF16 (siblings MXFP8, NVFP4, GGUF).

Release Date
2026-10-16
Parameters
4.0B
Context Length
—
Modalities
—

Capability Radar

95
general
40
coding
20
reasoning
43
scienceest.
20
agents
10
multimodal

Science is estimated from LLM Stats science scores or reasoning when no dedicated science benchmarks are available.

Rankings

Domain#RankScoreSource
Agentic Capability96
39.0
LS

Benchmark Scores (LLM Stats)

(LLM Stats (zeroeval))

Agents

Tau3 Banking12.9%SR

General

GDPval-AA946.00 / 3000SR

Instruction Following

IFBench77.9%SR

Reasoning

GPQANYU + Cohere + Anthropic (2023)72.4%SR
AA-LCR71.0%SR
SWE-Bench Verified59.5%SR
SciCode34.9%SR
Terminal-Bench 2.118.1%SR
Humanity's Last Exam10.9%SR

Science

OmniScience10.1%SR

AA Evaluation Indices

(Artificial Analysis)

No AA evaluation data available

LLM Stats Category Scores

(LLM Stats (zeroeval))
Legal
100
Finance
100
Agents
100
Reasoning
100
General
95
Instruction Following
80
Long Context
70
Frontend Development
60
Physics
50
Biology
50
Chemistry
50
Code
40
Math
20
Tool Calling
20
Knowledge
10
Science
10
Vision
10

Pricing

No pricing data available

Speed

No speed data available

Provider Price Ranking

No provider data available

External Sources