From 186365a717ba73e928f4cd1959cfea92ae74d54c Mon Sep 17 00:00:00 2001
From: Xin Huang <57054352+isHuangXin@users.noreply.github.com>
Date: Mon, 20 Jul 2026 16:49:27 +0800
Subject: [PATCH] Update README for BitNet Embedding 0.6B/270M release (#589)
* Update README for BitNet Embedding 0.6B/270M release
- Add NEW section with performance highlights and quick start guide
- Add embedding prefill performance comparison chart
- Add header banner for embedding release
- Update Official Models table with embedding models (x86 only)
- Add What's New entry for HuggingFace release
* Update README for BitNet Embedding 0.6B/270M release
- Add NEW section with performance highlights and quick start guide
- Add embedding prefill performance comparison chart
- Add header banner for embedding release
- Update Official Models table with embedding models (x86 only)
- Add What's New entry for HuggingFace release
---
README.md | 47 +++++++++++++++++++++--
assets/embedding_prefill_performance.png | Bin 0 -> 147036 bytes
assets/header_embedding_release.png | Bin 0 -> 24392 bytes
3 files changed, 44 insertions(+), 3 deletions(-)
create mode 100644 assets/embedding_prefill_performance.png
create mode 100644 assets/header_embedding_release.png
diff --git a/README.md b/README.md
index c32638b..ae7e46f 100644
--- a/README.md
+++ b/README.md
@@ -2,7 +2,20 @@
[](https://opensource.org/licenses/MIT)

-[
](https://huggingface.co/microsoft/BitNet-b1.58-2B-4T)
+[
](https://huggingface.co/microsoft/BitNet-embedding-0.6B)
+
+We are excited to release **[BitNet-embedding-0.6B](https://huggingface.co/microsoft/BitNet-embedding-0.6B)** and **[BitNet-embedding-270M](https://huggingface.co/microsoft/BitNet-embedding-270M)**, the first 1-bit embedding models that deliver competitive embedding quality with significantly faster inference on CPUs. Key highlights:
+
+- **1.42x to 2.28x speedup** over F16 on bitnet-embedding-0.6B prefill (8 threads)
+- **1.32x to 1.74x speedup** over F16 on bitnet-embedding-270M prefill (8 threads)
+- Supports I2_S conversion with optimized kernels on x86 CPUs
+- Lossless inference with 2 bits per weight
+
+
+
+For detailed usage and technical information, see the [BitNet Embeddings I2_S Guide](docs/bitnet-embeddings-i2s-guide.md).
+
+## About bitnet.cpp
Try it out via this [demo](https://demo-bitnet-h0h8hcfqeqhrf5gf.canadacentral-01.azurewebsites.net/), or build and run it on your own [CPU](https://github.com/microsoft/BitNet?tab=readme-ov-file#build-from-source) or [GPU](https://github.com/microsoft/BitNet/blob/main/gpu/README.md).
@@ -14,7 +27,6 @@ The first release of bitnet.cpp is to support inference on CPUs. bitnet.cpp achi
-
## Demo
A demo of bitnet.cpp running a BitNet b1.58 3B model on Apple M2:
@@ -22,7 +34,8 @@ A demo of bitnet.cpp running a BitNet b1.58 3B model on Apple M2:
https://github.com/user-attachments/assets/7f46b736-edec-4828-b809-4be780a3e5b1
## What's New:
-- 07/16/2026 [BitNet Embeddings 0.6B/270M: I2_S Conversion and Inference Optimization](docs/bitnet-embeddings-i2s-guide.md) 
+- 07/20/2026 [BitNet-embedding-0.6B and BitNet-embedding-270M on Hugging Face](https://huggingface.co/microsoft/BitNet-embedding-0.6B) 
+- 07/16/2026 [BitNet Embeddings 0.6B/270M: I2_S Conversion and Inference Optimization](docs/bitnet-embeddings-i2s-guide.md)
- 01/15/2026 [BitNet CPU Inference Optimization](https://github.com/microsoft/BitNet/blob/main/src/README.md)
- 05/20/2025 [BitNet Official GPU inference kernel](https://github.com/microsoft/BitNet/blob/main/gpu/README.md)
- 04/14/2025 [BitNet Official 2B Parameter Model on Hugging Face](https://huggingface.co/microsoft/BitNet-b1.58-2B-4T)
@@ -65,6 +78,34 @@ This project is based on the [llama.cpp](https://github.com/ggerganov/llama.cpp)
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