Nova Lite vs Qwen2.5 VL 7B Instruct
Nova Lite and Qwen2.5 VL 7B Instruct are closely matched at 7.6 and 6.5 on the LLM Stats Score.
Amazon · Alibaba Cloud / Qwen Team · Updated for 2026
Which is better?
Nova Lite and Qwen2.5 VL 7B Instruct are closely matched on the overall LLM Stats Score at 7.6 and 6.5.
In the 5 individual benchmarks reported for both models, Qwen2.5 VL 7B Instruct wins 5; 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 Nova Lite
- you want predictable pricing at $0.06/M input and $0.24/M output
Choose Qwen2.5 VL 7B Instruct
- you value its reported benchmark strengths — it wins 5 of 5 exact shared results
- you want the most recent training data — it shipped Jan 2025
- you need open weights you can self-host or fine-tune
At a glance
The differences that matter most.
Capability indexes
Additional strengths measured across groups of related public benchmarks
Individual benchmarks
27 reported for Nova Lite · 32 for Qwen2.5 VL 7B Instruct
Nova Lite outperforms in 0 benchmarks, while Qwen2.5 VL 7B Instruct is better at 5 benchmarks (ChartQA, DocVQA, LVBench, MMMU, TextVQA).
Qwen2.5 VL 7B Instruct significantly outperforms across most benchmarks.
Human preference
Blind head-to-head votes and playground preference scores
Context Window
Maximum input and output token capacity
Only Nova Lite specifies input context (300,000 tokens). Only Nova Lite specifies output context (2,048 tokens).
Input capabilities
Documented input modalities across available providers
Both Nova Lite and Qwen2.5 VL 7B Instruct support multimodal inputs.
They are both capable of processing various types of data, offering versatility in application.
Nova Lite
Qwen2.5 VL 7B Instruct
License
Usage and distribution terms
Nova Lite is licensed under a proprietary license, while Qwen2.5 VL 7B Instruct uses Apache 2.0.
License differences may affect how you can use these models in commercial or open-source projects.
Proprietary
Closed source
Apache 2.0
Open weights
Release Timeline
When each model was launched
Nova Lite was released on 2024-11-20, while Qwen2.5 VL 7B Instruct was released on 2025-01-26.
Qwen2.5 VL 7B Instruct is 2 months newer than Nova Lite.
Nov 20, 2024
1.8 years ago
Jan 26, 2025
1.6 years ago
2mo newerKnowledge Cutoff
When training data ends
Neither model specifies a knowledge cutoff date.
Unable to compare the recency of their training data.
Outputs Comparison
Judge for yourself.
Run your own prompts against Nova Lite and Qwen2.5 VL 7B Instruct side-by-side, then vote on the output you prefer.
FAQ
Common questions about Nova Lite vs Qwen2.5 VL 7B Instruct.