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Add BitNet Embeddings 0.6B/270M I2_S conversion guide and update README#587

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Add BitNet Embeddings 0.6B/270M I2_S conversion guide and update README#587
isHuangXin wants to merge 1 commit into
microsoft:mainfrom
isHuangXin:release-bitnet-embedding-0.6b-270m

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  • Add docs/bitnet-embeddings-i2s-guide.md with model overview, I2_S GGUF conversion details, accuracy verification, inference performance benchmarks, and quick start examples for both 0.6B (Qwen3) and 270M (Gemma3) models
  • Add embedding quantization chart (fig1_quant_per_task.png)
  • Remove old docs/bitnet-embeddings-gguf-conversion.md (replaced by new guide)
  • Add bitnet-embedding-0.6b and bitnet-embedding-270m to supported HF models in setup_env.py
  • Update README.md What's New section with link to the new guide

- Add docs/bitnet-embeddings-i2s-guide.md with model overview, I2_S GGUF
  conversion details, accuracy verification, inference performance benchmarks,
  and quick start examples for both 0.6B (Qwen3) and 270M (Gemma3) models
- Add embedding quantization chart (fig1_quant_per_task.png)
- Remove old docs/bitnet-embeddings-gguf-conversion.md (replaced by new guide)
- Add bitnet-embedding-0.6b and bitnet-embedding-270m to supported HF models
  in setup_env.py
- Update README.md What's New section with link to the new guide
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