Improve model card with pipeline tag, library name, and updated links

This PR improves the model card by:

- Adding the `pipeline_tag: audio-to-audio` to improve searchability on the Hugging Face Hub.
- Specifying the `library_name: torch`, enabling the "How to use" button and clarifying the framework used.
- Updating the links in the "Available models" table to point to the correct Hugging Face model URLs.
- Updating the news section with more recent updates from the Github README.

README.md

@@ -1,5 +1,7 @@
 ---
 license: mit
+library_name: torch
+pipeline_tag: audio-to-audio
 tags:
 - audio-feature-extraction
 - speech-language-models
@@ -9,9 +11,8 @@ tags:
 - text-to-speech
 - automatic-speech-recognition
 ---
-# WavTokenizer: SOTA Discrete Codec Models With Forty Tokens Per Second for Audio Language Modeling 
-
 
+# WavTokenizer: SOTA Discrete Codec Models With Forty Tokens Per Second for Audio Language Modeling 
 
 [![arXiv](https://img.shields.io/badge/arXiv-Paper-<COLOR>.svg)](https://arxiv.org/abs/2408.16532)
 [![demo](https://img.shields.io/badge/WanTokenizer-Demo-red)](https://wavtokenizer.github.io/)
@@ -21,10 +22,13 @@ tags:
 
 ### 🎉🎉 with WavTokenizer, you can represent speech, music, and audio with only 40 tokens per second!
 ### 🎉🎉 with WavTokenizer, You can get strong reconstruction results.
-### 🎉🎉 WavTokenizer owns rich semantic information and is build for audio language models such as GPT4-o.
+### 🎉🎉 WavTokenizer owns rich semantic information and is build for audio language models such as GPT-4o.
 
 # 🔥 News
-- *2024.08*: We release WavTokenizer on arxiv.
+- *2025.02.25*: We update WavTokenizer camera ready version for ICLR 2025 and update WavTokenizer-large-v2 checkpoint on [huggingface](https://huggingface.co/novateur/WavTokenizer-large-speech-75token). 
+- *2024.10.22*: We update WavTokenizer on arxiv and release WavTokenizer-Large checkpoint.
+- *2024.09.09*: We release WavTokenizer-medium checkpoint on [huggingface](https://huggingface.co/collections/novateur/wavtokenizer-medium-large-66de94b6fd7d68a2933e4fc0).
+- *2024.08.31*: We release WavTokenizer on arxiv.
 
 ![result](result.png)
 
@@ -112,10 +116,9 @@ audio_out = wavtokenizer.decode(features, bandwidth_id=bandwidth_id)
 |:--------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:--------:|:---------:|:----------:|:------:|
 | WavTokenizer-small-600-24k-4096             |             [🤗](https://huggingface.co/novateur/WavTokenizer/blob/main/WavTokenizer_small_600_24k_4096.ckpt)    | LibriTTS  | 40  |  Speech  | √ |
 | WavTokenizer-small-320-24k-4096             |             [🤗](https://huggingface.co/novateur/WavTokenizer/blob/main/WavTokenizer_small_320_24k_4096.ckpt)     | LibriTTS  | 75 |  Speech  | √|
-| WavTokenizer-medium-600-24k-4096               |               [🤗](https://github.com/jishengpeng/wavtokenizer)         | 10000 Hours | 40  |  Speech, Audio, Music  | Coming Soon|
-| WavTokenizer-medium-320-24k-4096                 |               [🤗](https://github.com/jishengpeng/wavtokenizer)         | 10000 Hours | 75 |  Speech, Audio, Music  | Coming Soon|
-| WavTokenizer-large-600-24k-4096 | [🤗](https://github.com/jishengpeng/wavtokenizer) | 80000 Hours | 40 |   Speech, Audio, Music   | Coming Soon|
-| WavTokenizer-large-320-24k-4096   | [🤗](https://github.com/jishengpeng/wavtokenizer) | 80000 Hours | 75 |   Speech, Audio, Music   | Coming Soon |
+| WavTokenizer-medium-320-24k-4096                 |               [🤗](https://huggingface.co/collections/novateur/wavtokenizer-medium-large-66de94b6fd7d68a2933e4fc0)         | 10000 Hours | 75 |  Speech, Audio, Music  | √ |
+| WavTokenizer-large-600-24k-4096 | [🤗](https://huggingface.co/novateur/WavTokenizer-large-unify-40token) | 80000 Hours | 40 |   Speech, Audio, Music   | √|
+| WavTokenizer-large-320-24k-4096   | [🤗](https://huggingface.co/novateur/WavTokenizer-large-speech-75token) | 80000 Hours | 75 |   Speech, Audio, Music   | √ |