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Gemini 3.1 Flash-Lite vs Nemotron Labs Dory 1.0 (4B)

Gemini 3.1 Flash-Lite leads the LLM Stats Score 30.5 to 21.8.

Google · NVIDIA · Updated for 2026

Which is better?

Gemini 3.1 Flash-Lite leads the overall LLM Stats Score 30.5 to 21.8, ranking #138 overall.

In the 2 individual benchmarks reported for both models, Gemini 3.1 Flash-Lite wins 2; this is a narrower head-to-head signal than the composite indexes.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose Gemini 3.1 Flash-Lite

  • overall performance matters — it scores 30.5 and ranks #138 on LLM Stats
  • your work emphasizes reasoning — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 2 of 2 exact shared results

Choose Nemotron Labs Dory 1.0 (4B)

  • you want the most recent training data — it shipped Oct 2026
  • you need open weights you can self-host or fine-tune

At a glance

The differences that matter most.

Gemini 3.1 Flash-Lite
Google
Nemotron Labs Dory 1.0 (4B)
NVIDIA
Core performance indexes
LLM Stats Score
30.5
#138
21.8
#203
Reasoning
30.9
#132
19.6
#216
Agents
10.4
#137
-1.8
#203
Cost, coverage & limits
Benchmark wins
2 of 2
0 of 2
Input price
$0.25 / M
— / M
Output price
$1.50 / M
— / M
Context window
1,000,000
—

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
Gemini 3.1 Flash-Lite
Nemotron Labs Dory 1.0 (4B)
Math
22.0#152
12.1#246
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

11 reported for Gemini 3.1 Flash-Lite · 10 for Nemotron Labs Dory 1.0 (4B)

2 shared

Gemini 3.1 Flash-Lite outperforms in 2 benchmarks (GPQA, Humanity's Last Exam), while Nemotron Labs Dory 1.0 (4B) is better at 0 benchmarks.

Gemini 3.1 Flash-Lite significantly outperforms across most benchmarks.

Thu Oct 22 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Context Window

Maximum input and output token capacity

Only Gemini 3.1 Flash-Lite specifies input context (1,000,000 tokens). Only Gemini 3.1 Flash-Lite specifies output context (1,000,000 tokens).

Google
Gemini 3.1 Flash-Lite
Input1,000,000 tokens
Output1,000,000 tokens
NVIDIA
Nemotron Labs Dory 1.0 (4B)
Input- tokens
Output- tokens
Thu Oct 22 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Gemini 3.1 Flash-Lite supports multimodal inputs, whereas Nemotron Labs Dory 1.0 (4B) does not.

Gemini 3.1 Flash-Lite can handle both text and other forms of data like images, making it suitable for multimodal applications.

Gemini 3.1 Flash-Lite

Text
Images
Audio
Video

Nemotron Labs Dory 1.0 (4B)

Text
Images
Audio
Video

License

Usage and distribution terms

Gemini 3.1 Flash-Lite is licensed under a proprietary license, while Nemotron Labs Dory 1.0 (4B) uses OpenMDW License v1.1.

License differences may affect how you can use these models in commercial or open-source projects.

Gemini 3.1 Flash-Lite

Proprietary

Closed source

Nemotron Labs Dory 1.0 (4B)

OpenMDW License v1.1

Open weights

Release Timeline

When each model was launched

Gemini 3.1 Flash-Lite was released on 2026-03-03, while Nemotron Labs Dory 1.0 (4B) was released on 2026-10-16.

Nemotron Labs Dory 1.0 (4B) is 8 months newer than Gemini 3.1 Flash-Lite.

Gemini 3.1 Flash-Lite

Mar 3, 2026

7 months ago

Nemotron Labs Dory 1.0 (4B)

Oct 16, 2026

3 days ago

7mo newer

Knowledge Cutoff

When training data ends

Gemini 3.1 Flash-Lite has a documented knowledge cutoff of 2025-01-31, while Nemotron Labs Dory 1.0 (4B)'s cutoff date is not specified.

We can confirm Gemini 3.1 Flash-Lite's training data extends to 2025-01-31, but cannot make a direct comparison without Nemotron Labs Dory 1.0 (4B)'s cutoff date.

Gemini 3.1 Flash-Lite

Jan 2025

Nemotron Labs Dory 1.0 (4B)

—

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against Gemini 3.1 Flash-Lite and Nemotron Labs Dory 1.0 (4B) side-by-side, then vote on the output you prefer.

Gemini 3.1 Flash-Lite
✓ Preferred
Nemotron Labs Dory 1.0 (4B)
Open in Playground

FAQ

Common questions about Gemini 3.1 Flash-Lite vs Nemotron Labs Dory 1.0 (4B).

Which is better, Gemini 3.1 Flash-Lite or Nemotron Labs Dory 1.0 (4B)?

Gemini 3.1 Flash-Lite leads the LLM Stats Score 30.5 to 21.8. Gemini 3.1 Flash-Lite is made by Google and Nemotron Labs Dory 1.0 (4B) is made by NVIDIA. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Gemini 3.1 Flash-Lite compare to Nemotron Labs Dory 1.0 (4B) in benchmarks?

Gemini 3.1 Flash-Lite scores MMMLU: 88.9%, GPQA: 86.9%, VideoMMMU: 84.8%, MMMU-Pro: 76.8%, CharXiv-R: 73.2%. Nemotron Labs Dory 1.0 (4B) scores IFBench: 77.9%, GPQA: 72.4%, AA-LCR: 71.0%, SWE-Bench Verified: 59.5%, SciCode: 34.9%.

What are the context window sizes for Gemini 3.1 Flash-Lite and Nemotron Labs Dory 1.0 (4B)?

Gemini 3.1 Flash-Lite supports 1.0M tokens and Nemotron Labs Dory 1.0 (4B) supports an unknown number of tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Gemini 3.1 Flash-Lite and Nemotron Labs Dory 1.0 (4B)?

Key differences include LLM Stats Score (30.5 vs 21.8), multimodal support (yes vs no), licensing (Proprietary vs OpenMDW License v1.1). See the full comparison above for benchmark-by-benchmark results.

Who makes Gemini 3.1 Flash-Lite and Nemotron Labs Dory 1.0 (4B)?

Gemini 3.1 Flash-Lite is developed by Google and Nemotron Labs Dory 1.0 (4B) is developed by NVIDIA.

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