README.md

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title: README
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# OnlyTextLLMs

OnlyTextLLMs provides text-only variants of state-of-the-art open-weights models.

Modern frontier models are predominantly released as native multimodal architectures: for deployments strictly constrained to natural language processing, retaining vision and audio encoders introduces unnecessary memory overhead and configuration complexity.

## Focus Areas

- **Pruned Checkpoints:** Releasing model weights with vision encoders, audio modules, and associated projection layers surgically removed.
- **Standardized Architectures:** Converting complex multimodal configurations into standard AutoModelForCausalLM structures for seamless integration.
- **Inference Optimization:** Delivering leaner memory footprints to maximize VRAM availability for KV caching and context scaling.

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*All repositories maintain clear attribution and adhere to the licensing terms of the original model authors.*