update README

Author: Eddie-Wang1120

Diff for: README.md

@@ -18,8 +18,8 @@ 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:
-
-- 11/08/2024 [BitNet a4.8: 4-bit Activations for 1-bit LLMs](https://arxiv.org/abs/2411.04965) ![NEW](https://img.shields.io/badge/NEW-red) 
+- 02/18/2025 [Bitnet.cpp: Efficient Edge Inference for Ternary LLMs](https://arxiv.org/abs/2502.11880) ![NEW](https://img.shields.io/badge/NEW-red)
+- 11/08/2024 [BitNet a4.8: 4-bit Activations for 1-bit LLMs](https://arxiv.org/abs/2411.04965)
 - 10/21/2024 [1-bit AI Infra: Part 1.1, Fast and Lossless BitNet b1.58 Inference on CPUs](https://arxiv.org/abs/2410.16144)
 - 10/17/2024 bitnet.cpp 1.0 released.
 - 03/21/2024 [The-Era-of-1-bit-LLMs__Training_Tips_Code_FAQ](https://github.com/microsoft/unilm/blob/master/bitnet/The-Era-of-1-bit-LLMs__Training_Tips_Code_FAQ.pdf)