Update model list and reproduction guide (#4)

* README: add Qwen3.5 models

Made-with: Cursor

* CI: add PyPI publish workflow on release

Made-with: Cursor

* Update model list and reproduction guide

---------

Co-authored-by: Yesheng Liang <liang2kl@outlook.com>

Author: zhijian-liu

.github/workflows/publish-to-pypi.yml

@@ -0,0 +1,51 @@
+name: Publish to PyPI
+
+on:
+  release:
+    types: [published]
+
+permissions:
+  contents: read
+  id-token: write
+
+concurrency:
+  group: pypi-publish
+  cancel-in-progress: false
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.11"
+
+      - name: Install build tools
+        run: pip install build
+
+      - name: Build sdist and wheel
+        run: python -m build
+
+      - name: Upload dist artifacts
+        uses: actions/upload-artifact@v4
+        with:
+          name: dist
+          path: dist/
+
+  publish:
+    runs-on: ubuntu-latest
+    needs: build
+    environment: pypi
+    steps:
+      - name: Download dist artifacts
+        uses: actions/download-artifact@v4
+        with:
+          name: dist
+          path: dist/
+
+      - name: Publish to PyPI
+        uses: pypa/gh-action-pypi-publish@release/v1

README.md

@@ -50,19 +50,32 @@ All models are available on [Hugging Face](https://huggingface.co/collections/z-
 | Qwen3-4B | [`z-lab/Qwen3-4B-PARO`](https://huggingface.co/z-lab/Qwen3-4B-PARO) |
 | Qwen3-8B | [`z-lab/Qwen3-8B-PARO`](https://huggingface.co/z-lab/Qwen3-8B-PARO) |
 | Qwen3-14B | [`z-lab/Qwen3-14B-PARO`](https://huggingface.co/z-lab/Qwen3-14B-PARO) |
-| Qwen3-4B-Thinking-2507 | [`z-lab/Qwen3-4B-Thinking-2507-PARO`](https://huggingface.co/z-lab/Qwen3-4B-Thinking-2507-PARO) |
+
+**Qwen3.5**
+
+| Model | Checkpoint |
+|---|---|
+| Qwen3.5-0.8B | [`z-lab/Qwen3.5-0.8B-PARO`](https://huggingface.co/z-lab/Qwen3.5-0.8B-PARO) |
+| Qwen3.5-2B | [`z-lab/Qwen3.5-2B-PARO`](https://huggingface.co/z-lab/Qwen3.5-2B-PARO) |
+| Qwen3.5-4B | [`z-lab/Qwen3.5-4B-PARO`](https://huggingface.co/z-lab/Qwen3.5-4B-PARO) |
+| Qwen3.5-9B | [`z-lab/Qwen3.5-9B-PARO`](https://huggingface.co/z-lab/Qwen3.5-9B-PARO) |
 
 **Llama**
 
 | Model | Checkpoint |
 |---|---|
 | Llama-2-7B | [`z-lab/Llama-2-7b-hf-PARO`](https://huggingface.co/z-lab/Llama-2-7b-hf-PARO) |
 | Llama-3-8B | [`z-lab/Meta-Llama-3-8B-PARO`](https://huggingface.co/z-lab/Meta-Llama-3-8B-PARO) |
-| Llama-3-70B | [`z-lab/Meta-Llama-3-70B-PARO`](https://huggingface.co/z-lab/Meta-Llama-3-70B-PARO) |
 | Llama-3.1-8B-Instruct | [`z-lab/Llama-3.1-8B-Instruct-PARO`](https://huggingface.co/z-lab/Llama-3.1-8B-Instruct-PARO) |
 
 Want a model that's not listed? [Open an issue](https://github.com/z-lab/paroquant/issues/new) and let us know.
 
+## Reproduction
+
+> [!NOTE]
+> The main branch of this repository is under active development, and reproducibility is not guaranteed.
+> Please use the [`legacy`](https://github.com/z-lab/paroquant/tree/legacy) branch to reproduce results from the paper.
+
 ## Installation
 
 ```bash
@@ -89,10 +102,6 @@ python -m paroquant.cli.convert \
   --output-path models/Qwen3-8B-PARO
 ```
 
-## Reproduction
-
-See [`experiments/README.md`](./experiments/README.md) for scripts to reproduce all results in the paper.
-
 ## Docker Images
 
 | Image | Purpose |