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Context
January 5, 20265 min read

Context Windows: The Long-Context Revolution

From 4K to 2M tokens. How context windows have expanded and what it means for real-world applications.

Context window sizes have expanded dramatically. Among 100 coding models, the largest context window is 2.0M tokens, the median is 1.0M tokens, and 100 models support 128K+ tokens. 61 models support over 1M tokens.

2.0M
Largest Context
tokens
1.0M
Median Context
tokens
100
128K+ Models
61
1M+ Models

Largest Context Windows

Does More Context = Better Performance?

A larger context window enables processing entire codebases, long documents, and multi-turn conversations. However, raw context size does not directly correlate with overall model quality. Many top-scoring models have moderate context windows but excel in capability depth and output quality.

The real differentiator is not just the size of the context window but how well the model retrieves and reasons over information within it. Needle-in-a-haystack benchmarks show that many models degrade significantly at the edges of their context window, even when they technically support the input length.

Key Takeaways

100 out of 100 models now support 128K+ tokens - making long context mainstream.
The median context window is 1.0M tokens, sufficient for most practical applications.
Retrieval quality within the context window matters more than raw window size.
Long-context support is becoming table stakes - the differentiation is shifting elsewhere.
Frequently Asked Questions

From 4K to 2M tokens. How context windows have expanded and what it means for real-world applications.

Reports are published regularly and use live data that refreshes hourly. The analysis and rankings reflect the most current information available.

We use a composite scoring system weighing benchmark performance (90%) from MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations, with capabilities and context window as tiebreakers (10%). Scores are normalized to a 0-100 scale.

Yes - click any model name to see its full profile, or use our comparison tool at /compare to see side-by-side analysis of any two models.

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Context Windows: The Long-Context Revolution | LM Market Cap