Update README.md

README.md

@@ -13,14 +13,16 @@ license: apache-2.0
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-# Parameter-Efficient Sparsity Crafting From Dense to Mixture-of-Experts for Instruction Tuning on General Tasks
+# Parameter-Efficient Sparsity Crafting From Dense to Mixture-of-Experts for Instruction Tuning on General Tasks (EMNLP'24)
 
 ## News
-- 3/12/2024 - We released Qwen2idae-16x14B-v1.0 on 🤗 [HuggingFace](https://huggingface.co/hywu/Qwen2idae-16x14B-v1.0), which has strong performance in Math and Code with 15B activated params.
+- 9/20/2024 - Our paper is accepted by EMNLP'24.
+- 3/12/2024 - We release Qwen2idae-16x14B-v1.0 on 🤗 [HuggingFace](https://huggingface.co/hywu/Qwen2idae-16x14B-v1.0), which has strong performance in Math and Code with 15B activated params.
 - 2/7/2024 - [Serp-ai](https://github.com/serp-ai/Parameter-Efficient-MoE) adds [unsloth](https://github.com/serp-ai/unsloth) support for faster and memory efficient training of our Parameter-Efficient Sparsity Crafting and releases new [sparsetral](https://huggingface.co/serpdotai/sparsetral-16x7B-v2) models based on mistral-7B.
 - 1/10/2024 - Camelidae models are now available on 🤗 [HuggingFace](https://huggingface.co/hywu).
-- 1/4/2024 - We released the paper, [Parameter-Efficient Sparsity Crafting From Dense to Mixture-of-Experts for Instruction Tuning on General Tasks](https://arxiv.org/abs/2401.02731).
-- 12/22/2023 - We released the training [repo](https://github.com/wuhy68/Parameter-Efficient-MoE) that craft the dense model with LLaMA architecture to the MoE model.
+- 1/4/2024 - We release the paper, [Parameter-Efficient Sparsity Crafting From Dense to Mixture-of-Experts for Instruction Tuning on General Tasks](https://arxiv.org/abs/2401.02731).
+- 12/22/2023 - We release the training [repo](https://github.com/wuhy68/Parameter-Efficient-MoE) that craft the dense model with LLaMA architecture to the MoE model.
+
 ## Introduction
 Camelidae and Qwen2idae models are trained utilizing Parameter-Efficient Sparsity Crafting techniques
 
@@ -34,13 +36,10 @@ Specifically, Parameter-Efficient Sparsity Crafting utilizes parameter-efficient
 Camelidae-8x7B   | 🤗 [HuggingFace](https://huggingface.co/hywu/Camelidae-8x7B)
 Camelidae-8x13B  | 🤗 [HuggingFace](https://huggingface.co/hywu/Camelidae-8x13B)
 Camelidae-8x34B  | 🤗 [HuggingFace](https://huggingface.co/hywu/Camelidae-8x34B) 
-Camelidae-8x34B-pro  | 🤗 Coming Soon
 
 | Qwen2idae Series | Download  
 |---|---
 Qwen2idae-16x14B-v1.0   | 🤗 [HuggingFace](https://huggingface.co/hywu/Qwen2idae-16x14B-v1.0)
-Qwen2idae-16x7B-v1.0   | 🤗 Coming Soon
-Qwen2idae-16x1.8B-v1.0   | 🤗 Coming Soon
 
 ## Performance
 | Model | Activated Params | MMLU (5shot) | GSM8k (5shot) | MATH (4shot) | HumanEval (0shot) | MBPP (4shot) | HellaSwag (10shot) |