Model Comparison
Gemma 3n E2B Instructed LiteRT (Preview) vs LongCat-Flash-Thinking-2601
LongCat-Flash-Thinking-2601 significantly outperforms across most benchmarks.
Performance Benchmarks
Comparative analysis across standard metrics
Gemma 3n E2B Instructed LiteRT (Preview) outperforms in 0 benchmarks, while LongCat-Flash-Thinking-2601 is better at 3 benchmarks (AIME 2025, GPQA, LiveCodeBench).
LongCat-Flash-Thinking-2601 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-Thinking-2601 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-Thinking-2601 specifies input context (128,000 tokens). Only LongCat-Flash-Thinking-2601 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-Thinking-2601 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-Thinking-2601
License
Usage and distribution terms
Gemma 3n E2B Instructed LiteRT (Preview) is licensed under Gemma, while LongCat-Flash-Thinking-2601 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-Thinking-2601 was released on 2026-01-14.
LongCat-Flash-Thinking-2601 is 8 months newer than Gemma 3n E2B Instructed LiteRT (Preview).
May 20, 2025
11 months ago
Jan 14, 2026
3 months ago
7mo newerKnowledge Cutoff
When training data ends
Gemma 3n E2B Instructed LiteRT (Preview) has a documented knowledge cutoff of 2024-06-01, while LongCat-Flash-Thinking-2601'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-Thinking-2601's cutoff date.
Jun 2024
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Outputs Comparison
Key Takeaways
Detailed Comparison
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FAQ
Common questions about Gemma 3n E2B Instructed LiteRT (Preview) vs LongCat-Flash-Thinking-2601