NVIDIA Nemotron Nano 12B v2 VL (Reasoning) vs Ling-mini-2.0: The Ultimate Performance & Pricing Comparison

Deep dive into reasoning, benchmarks, and latency insights.

The Final Verdict in the NVIDIA Nemotron Nano 12B v2 VL (Reasoning) vs Ling-mini-2.0 Showdown

After a comprehensive analysis, NVIDIA Nemotron Nano 12B v2 VL (Reasoning) emerges as the superior choice for users prioritizing raw intelligence and reasoning. However, Ling-mini-2.0 remains a highly competitive option, especially for scenarios demanding faster response times and cost-efficiency. This detailed NVIDIA Nemotron Nano 12B v2 VL (Reasoning) vs Ling-mini-2.0 comparison will break down every critical metric to help you make the best decision.

Explore best-for scenarios•Let the AI Selector recommend next steps

Model Snapshot

Key decision metrics at a glance.

NVIDIA Nemotron Nano 12B v2 VL (Reasoning)

Other

Reasoning: 8
Coding: 1
Multimodal: 1
Long Context: 2
Blended Price / 1M tokens: $0.000
P95 Latency: 1000ms
Tokens per second: 129.509tokens/sec

Ling-mini-2.0

Other

Reasoning: 5
Coding: 1
Multimodal: 1
Long Context: 2
Blended Price / 1M tokens: $0.000
P95 Latency: 1000ms
Tokens per second: 143.89tokens/sec

Overall Capabilities

The capability radar provides a holistic view of the NVIDIA Nemotron Nano 12B v2 VL (Reasoning) vs Ling-mini-2.0 matchup. This chart illustrates each model's strengths and weaknesses at a glance, forming a cornerstone of our NVIDIA Nemotron Nano 12B v2 VL (Reasoning) vs Ling-mini-2.0 analysis.

This radar chart visually maps the core capabilities (reasoning, coding, math proxy, multimodal, long context) of `NVIDIA Nemotron Nano 12B v2 VL (Reasoning)` vs `Ling-mini-2.0`.

Benchmark Breakdown

For a granular look, this chart directly compares scores across standardized benchmarks. In the critical MMLU Pro test, a key part of the NVIDIA Nemotron Nano 12B v2 VL (Reasoning) vs Ling-mini-2.0 debate, NVIDIA Nemotron Nano 12B v2 VL (Reasoning) scores 80 against Ling-mini-2.0's 50. This data-driven approach is essential for any serious NVIDIA Nemotron Nano 12B v2 VL (Reasoning) vs Ling-mini-2.0 comparison.

This grouped bar chart provides a side-by-side comparison for each benchmark metric.

Speed & Latency

Speed is a crucial factor in the NVIDIA Nemotron Nano 12B v2 VL (Reasoning) vs Ling-mini-2.0 decision for interactive applications. The metrics below highlight the trade-offs you should weigh before shipping to production.

Time to First Token

NVIDIA Nemotron Nano 12B v2 VL (Reasoning)300ms

Ling-mini-2.0300ms

Tokens per Second

NVIDIA Nemotron Nano 12B v2 VL (Reasoning)129.509

Ling-mini-2.0143.89

Head to the playground to validate these results yourself

The Economics of NVIDIA Nemotron Nano 12B v2 VL (Reasoning) vs Ling-mini-2.0

Power is only one part of the equation. This NVIDIA Nemotron Nano 12B v2 VL (Reasoning) vs Ling-mini-2.0 pricing analysis gives you a true sense of value.

Pricing Breakdown

Compare input and output pricing at a glance.

Real-World Cost Scenario

To process 1M input tokens and generate 250k output tokens, NVIDIA Nemotron Nano 12B v2 VL (Reasoning) would cost $0.000, whereas Ling-mini-2.0 would cost $0.000. This practical calculation is vital for any developer considering the NVIDIA Nemotron Nano 12B v2 VL (Reasoning) vs Ling-mini-2.0 choice.

Review the complete pricing and packaging strategy

Which Model Wins the NVIDIA Nemotron Nano 12B v2 VL (Reasoning) vs Ling-mini-2.0 Battle for You?

Choose NVIDIA Nemotron Nano 12B v2 VL (Reasoning) if...

Your top priority is raw performance and capability.

You are working in a technical or scientific field requiring the highest accuracy.

Cost is a secondary concern to power in your NVIDIA Nemotron Nano 12B v2 VL (Reasoning) vs Ling-mini-2.0 decision.

Choose Ling-mini-2.0 if...

You need a highly responsive model for user-facing applications.

Your budget is a primary consideration in the NVIDIA Nemotron Nano 12B v2 VL (Reasoning) vs Ling-mini-2.0 choice.

You are developing at scale where operational costs are critical.

Explore all Best picks Use the AI Selector for a tailored recommendation

Your Questions about the NVIDIA Nemotron Nano 12B v2 VL (Reasoning) vs Ling-mini-2.0 Comparison

Review the full evaluation methodology · Read the latest analysis posts

Data source: https://artificialanalysis.ai/