diff --git a/README.md b/README.md
index 7dee911d..2448663f 100644
--- a/README.md
+++ b/README.md
@@ -20,6 +20,7 @@ FlagAI (Fast LArge-scale General AI models) is a fast, easy-to-use and extensibl
 The code is partially based on [GLM](https://github.com/THUDM/GLM), [Transformers](https://github.com/huggingface/transformers)，[timm](https://github.com/rwightman/pytorch-image-models) and [DeepSpeedExamples](https://github.com/microsoft/DeepSpeedExamples/tree/master/Megatron-LM).
 
 ## News
+- [2 Mar 2023] release v1.6.1, Support Galactica model [#234](https://github.com/FlagAI-Open/FlagAI/pull/234); BMInf, a low-resource inference package [#238](https://github.com/FlagAI-Open/FlagAI/pull/238), and examples for p-tuning [#227](https://github.com/FlagAI-Open/FlagAI/pull/238)
 - [12 Jan 2023] release v1.6.0, support a new parallel lib called [**BMTrain**](https://github.com/OpenBMB/BMTrain) and integate [**Flash Attention**](https://github.com/HazyResearch/flash-attention) to speedup training of Bert and Vit models, examples in [FlashAttentionBERT](https://github.com/FlagAI-Open/FlagAI/blob/master/examples/bert_title_generation_english/train_flash_atten.py) and [FlashAttentionViT](https://github.com/FlagAI-Open/FlagAI/blob/master/examples/vit_cifar100/train_single_gpu_flash_atten.py). Also add the contrastive search based text generation method [**SimCTG**](https://github.com/yxuansu/SimCTG) and DreamBooth finetuning based on AltDiffusion, examples in [AltDiffusionNaruto](https://github.com/FlagAI-Open/FlagAI/blob/master/examples/AltDiffusion/dreambooth.py). 
 - [28 Nov 2022] release v1.5.0, support 1.1B [**EVA-CLIP**](https://github.com/FlagAI-Open/FlagAI/tree/master/examples/EVA_CLIP) and [ALM: A large Arabic Language Model based on GLM], examples in [**ALM**](https://github.com/FlagAI-Open/FlagAI/tree/master/examples/ALM)
 - [10 Nov 2022] release v1.4.0, support [AltCLIP: Altering the Language Encoder in CLIP for Extended Language Capabilities](https://arxiv.org/abs/2211.06679v1), examples in [**AltCLIP**](https://github.com/FlagAI-Open/FlagAI/tree/master/examples/AltCLIP) and [**AltDiffusion**](https://github.com/FlagAI-Open/FlagAI/tree/master/examples/AltDiffusion)
diff --git a/README_zh.md b/README_zh.md
index 2ab9eff9..eaf54562 100644
--- a/README_zh.md
+++ b/README_zh.md
@@ -21,6 +21,7 @@
 本项目的部分代码基于[GLM](https://github.com/THUDM/GLM)，[Transformers](https://github.com/huggingface/transformers)，[timm](https://github.com/rwightman/pytorch-image-models) 和 [DeepSpeedExamples](https://github.com/microsoft/DeepSpeedExamples/tree/master/Megatron-LM).
 
 ## 动态
+- [2 Mar 2023] 支持v1.6.1版本, 增加Galactica模型 [#234](https://github.com/FlagAI-Open/FlagAI/pull/234), 大模型推理的低资源工具包BMInf [#238](https://github.com/FlagAI-Open/FlagAI/pull/238), 以及P-tuning样例 [#227](https://github.com/FlagAI-Open/FlagAI/pull/238)
 - [12 Jan 2023] 发布v1.6.0版本, 新增支持并行训练库 [**BMTrain**](https://github.com/OpenBMB/BMTrain) 以及集成 [**Flash Attention**](https://github.com/HazyResearch/flash-attention) 到 Bert 和 Vit 模型提速端到端训练, 示例见 [FlashAttentionBERT](https://github.com/FlagAI-Open/FlagAI/blob/master/examples/bert_title_generation_english/train_flash_atten.py)和 [FlashAttentionViT](https://github.com/FlagAI-Open/FlagAI/blob/master/examples/vit_cifar100/train_single_gpu_flash_atten.py). 同时增加了基于对比搜索的文本生成方法 [**SimCTG**](https://github.com/yxuansu/SimCTG) 以及基于 AltDiffusion 进行 DreamBooth 个性化微调, 示例见 [AltDiffusionNaruto](https://github.com/FlagAI-Open/FlagAI/blob/master/examples/AltDiffusion/dreambooth.py). 
 - [28 Nov 2022] 发布v1.5.0版本, 支持1.1B参数的 [**EVA-CLIP**](https://github.com/FlagAI-Open/FlagAI/tree/master/examples/EVA_CLIP) 以及[ALM: 基于GLM的阿拉伯语大模型], 示例见[**ALM**](https://github.com/FlagAI-Open/FlagAI/tree/master/examples/ALM)
 - [10 Nov 2022] 发布v1.4.0版本, 支持[AltCLIP: 更改CLIP中的语言编码器以扩展语言功能](https://arxiv.org/abs/2211.06679v1), 示例见[**AltCLIP**](https://github.com/FlagAI-Open/FlagAI/tree/master/examples/AltCLIP)以及[**AltDiffusion**](https://github.com/FlagAI-Open/FlagAI/tree/master/examples/AltDiffusion)
diff --git a/setup.py b/setup.py
index f4a690c5..beaf4f63 100644
--- a/setup.py
+++ b/setup.py
@@ -5,7 +5,7 @@
 
 setup(
     name="flagai",
-    version="v1.6.0",
+    version="v1.6.1",
     description="FlagAI aims to help researchers and developers to freely train and test large-scale models for NLP/CV/VL tasks.",
     long_description=open("README.md", encoding="utf-8").read(),
     long_description_content_type="text/markdown",