Gemma 3n E2B Instructed LiteRT (Preview) vs LongCat-Flash-Chat Comparison
Comparing Gemma 3n E2B Instructed LiteRT (Preview) and LongCat-Flash-Chat across benchmarks, pricing, and capabilities.
Performance Benchmarks
Comparative analysis across standard metrics
Gemma 3n E2B Instructed LiteRT (Preview) outperforms in 0 benchmarks, while LongCat-Flash-Chat is better at 7 benchmarks (AIME 2025, DROP, GPQA, HumanEval, LiveCodeBench, MMLU, MMLU-Pro).
LongCat-Flash-Chat significantly outperforms across most benchmarks.
Arena Performance
Human preference votes
Pricing Analysis
Price comparison per million tokens
Cost data unavailable.
Model Size
Parameter count comparison
LongCat-Flash-Chat has 558.1B more parameters than Gemma 3n E2B Instructed LiteRT (Preview), making it 29219.4% larger.
Context Window
Maximum input and output token capacity
Only LongCat-Flash-Chat specifies input context (128,000 tokens). Only LongCat-Flash-Chat specifies output context (128,000 tokens).
Input Capabilities
Supported data types and modalities
Gemma 3n E2B Instructed LiteRT (Preview) supports multimodal inputs, whereas LongCat-Flash-Chat does not.
Gemma 3n E2B Instructed LiteRT (Preview) can handle both text and other forms of data like images, making it suitable for multimodal applications.
Gemma 3n E2B Instructed LiteRT (Preview)
LongCat-Flash-Chat
License
Usage and distribution terms
Gemma 3n E2B Instructed LiteRT (Preview) is licensed under Gemma, while LongCat-Flash-Chat uses MIT.
License differences may affect how you can use these models in commercial or open-source projects.
Gemma
Open weights
MIT
Open weights
Release Timeline
When each model was launched
Gemma 3n E2B Instructed LiteRT (Preview) was released on 2025-05-20, while LongCat-Flash-Chat was released on 2025-08-29.
LongCat-Flash-Chat is 3 months newer than Gemma 3n E2B Instructed LiteRT (Preview).
May 20, 2025
10 months ago
Aug 29, 2025
6 months ago
3mo newerKnowledge Cutoff
When training data ends
Gemma 3n E2B Instructed LiteRT (Preview) has a documented knowledge cutoff of 2024-06-01, while LongCat-Flash-Chat's cutoff date is not specified.
We can confirm Gemma 3n E2B Instructed LiteRT (Preview)'s training data extends to 2024-06-01, but cannot make a direct comparison without LongCat-Flash-Chat's cutoff date.
Jun 2024
—
Outputs Comparison
Key Takeaways
Detailed Comparison
| Feature | | |
|---|