From 12d8f4896dd6b187e23028a355f22288e640eb2d Mon Sep 17 00:00:00 2001
From: Dilyara Bareeva <dilyabareeva@gmail.com>
Date: Sun, 10 May 2026 22:27:54 +0200
Subject: [PATCH 1/3] chore: drop setuptools-scm

---
 .github/workflows/release.yml | 9 +++------
 pyproject.toml                | 8 ++------
 2 files changed, 5 insertions(+), 12 deletions(-)

diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 1ba3d1fb..eaad488b 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -26,15 +26,12 @@ jobs:
       - name: Install dependencies
         run: |
           python3 -m pip install --upgrade pip
-          python3 -m pip install --upgrade build setuptools setuptools_scm
+          python3 -m pip install --upgrade build setuptools
 
       - name: Setup | Force correct release branch on workflow sha
         run: |
           git checkout -B ${{ github.ref_name }} ${{ github.sha }}
 
-      - name: Verify dynamic version
-        run: python -m setuptools_scm
-
       - name: Use Python Semantic Release to prepare release
         id: release
         uses: python-semantic-release/python-semantic-release@v8.3.0
@@ -66,10 +63,10 @@ jobs:
           git checkout -b version-bump-${{ steps.release.outputs.tag }}
 
           # Add the changes made by semantic-release (version update and changelog)
-          git add CHANGELOG.md
+          git add CHANGELOG.md pyproject.toml
 
           # Commit the changes (version bump and changelog update)
-          git commit -m "chore: Update changelog after version bump ${{ steps.release.outputs.tag }}"
+          git commit -m "chore: bump version to ${{ steps.release.outputs.tag }} and update changelog"
 
           # Push changes to the new branch
           git push origin version-bump-${{ steps.release.outputs.tag }}
diff --git a/pyproject.toml b/pyproject.toml
index d7c232c8..e85f3f60 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "quanda"
-dynamic = ["version"]
+version = "0.4.0"
 authors = [
   { name="Dilyara Bareeva", email="dilyabareeva@gmail.com" },
     {name = "Galip Ümit Yolcu", email = "galip.uemit.yolcu@hhi.fraunhofer.de" },
@@ -46,13 +46,9 @@ Homepage = "https://github.com/dilyabareeva/quanda"
 Issues = "https://github.com/dilyabareeva/quanda/issues"
 
 [build-system]
-requires = ["setuptools>=42", "setuptools-scm[toml]>=6.0"]
+requires = ["setuptools>=42"]
 build-backend = "setuptools.build_meta"
 
-[tool.setuptools_scm]
-version_scheme = "post-release"
-local_scheme = "node-and-date"
-
 [tool.isort]
 profile = "black"
 line_length = 79

From 804372a899be162e84cd8b1ff2bc78523ab3985b Mon Sep 17 00:00:00 2001
From: Dilyara Bareeva <dilyabareeva@gmail.com>
Date: Mon, 11 May 2026 12:34:28 +0200
Subject: [PATCH 2/3] chore: write changelog for 0.5.0

---
 CHANGELOG.md | 37 +++++++++++++++++++++++++++++++++++++
 1 file changed, 37 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 8b137891..3e35f4f9 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1 +1,38 @@
+# Changelog
 
+## 0.5.0 (2026-05-11)
+
+This release reworks `quanda` around ready-to-use benchmark assets and
+extends it beyond image classification to text classification and causal
+language modeling.
+
+### Features
+
+- **Explainers**
+  - New wrappers: Kronfluence, `dattri` explainers
+  - Support for text classification and causal language modeling tasks
+- **Benchmarks**
+  - Fully refactored interface
+  - Full MNIST benchmark suite
+  - Full CIFAR-10 / ResNet-9 benchmark suite
+  - BERT/QNLI benchmarks (mislabeling, mixed datasets, LDS, SGD variants)
+  - AwA2 / ResNet-50 benchmark configurations
+  - Fact-tracing benchmarks for GPT-2 smal/ T-REx
+- **Metrics**
+  - Recall-at-s Class/Subclass Detection metrics
+- **Tooling**
+  - Metadata class for handling transformed dataset metadata
+  - YAML-based benchmark configuration
+
+### Fixes & refactors
+
+- Numerous fixes across benchmark training, dataset handling
+  (splits, HF cache reuse, shuffling), checkpoint loading, and device
+  placement
+- Consistent benchmark flags (e.g., `use_prediction`) aligned with originating papers
+- Reworked explainer dataset/device handling
+
+### Docs
+
+- Updated README, docs, and tutorials
+- Quickstart and integration tests are now used as doc snippets

From 8651f5c1c14e86a7390d04226d251d7d0ce0f7f5 Mon Sep 17 00:00:00 2001
From: Dilyara Bareeva <dilyabareeva@gmail.com>
Date: Mon, 11 May 2026 12:34:39 +0200
Subject: [PATCH 3/3] chore: bump version

---
 .gitignore     | 1 +
 pyproject.toml | 2 +-
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/.gitignore b/.gitignore
index 59f94c98..a416661c 100644
--- a/.gitignore
+++ b/.gitignore
@@ -93,3 +93,4 @@ scripts/plot_results_LOCAL.py
 scripts/**/plot_*_LOCAL.sh
 scripts/PLOT_ALL_LOCAL.sh
 slurm_LOCAL/*
+.pypirc
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
index e85f3f60..3e33b670 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "quanda"
-version = "0.4.0"
+version = "0.5.0"
 authors = [
   { name="Dilyara Bareeva", email="dilyabareeva@gmail.com" },
     {name = "Galip Ümit Yolcu", email = "galip.uemit.yolcu@hhi.fraunhofer.de" },