diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 96fa17a..feec8f3 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -49,7 +49,10 @@ jobs:
         source .venv/bin/activate
         uv pip install ./dist/sieves-*.whl
         # Optional dependencies need to be installed in separate command.
-        uv pip install 'sieves[ingestion,distill,test]'
+        # Note: due to `setfit` not supporting `transformers` v5 yet, installing the `distill` extra runs with v4 of
+        # `transformers`. As we're installing all packages for tests, we're running the test suite with `transformers`
+        # v4. This is an ok tradeoff for now, given the minimal integration surface of `transformers` within `sieves`.
+        uv pip install 'sieves[ingestion,distill,optimization,test]'
 
     - name: Build docs
       run: |
diff --git a/CITATION.CFF b/CITATION.CFF
index 10cd384..6d05770 100644
--- a/CITATION.CFF
+++ b/CITATION.CFF
@@ -15,7 +15,7 @@ authors:
 - family-names: "Maufe"
   given-names: "Matthew"
 title: "Sieves"
-version: 1.0.2
+version: 1.0.3
 doi: 10.5281/zenodo.18664061
-date-released: 2026-02-16
+date-released: 2026-05-01
 url: "https://github.com/MantisAI/sieves"
diff --git a/README.md b/README.md
index d4058f6..ce3d48b 100644
--- a/README.md
+++ b/README.md
@@ -236,8 +236,9 @@ pip install sieves
 
 **Optional extras:**
 ```bash
-pip install "sieves[ingestion]"  # PDF/DOCX parsing (docling, marker)
-pip install "sieves[distill]"    # Model distillation (setfit, model2vec)
+pip install "sieves[ingestion]"    # PDF/DOCX parsing (docling, marker)
+pip install "sieves[distill]"      # Model distillation (setfit, model2vec)
+pip install "sieves[optimization]" # Prompt optimization with DSPy (optuna)
 ```
 
 ## Community & Support
diff --git a/pyproject.toml b/pyproject.toml
index cd9f1eb..b319ce2 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -26,7 +26,7 @@ dependencies = [
     # Model wrappers
     "outlines>=1,<2",
     "gliner2>=1.2,<2",
-    "transformers[torch]>=4,<5",
+    "transformers[torch]>=4,<6",
     "dspy-ai>=3,<4",
     "dspy>=3,<4",
     "accelerate>1.2,<2",
@@ -54,6 +54,9 @@ Homepage = "https://github.com/MantisAI/sieves"
 Repository = "https://github.com/MantisAI/sieves"
 
 [project.optional-dependencies]
+optimization = [
+    "optuna>=4,<5",
+]
 ingestion = [
     "docling>=2,<3",
     "nltk>=3.9.1",
@@ -61,6 +64,10 @@ ingestion = [
 distill = [
     "setfit>=1.1,<2",
     "model2vec[train]>0.4,<0.5",
+    # setfit 1.1.3 (latest, Nov 2024) imports `default_logdir` from
+    # transformers.training_args, which was removed in transformers v5.
+    # Cap distill to transformers v4 until setfit ships v5 support.
+    "transformers[torch]>=4,<5",
 ]
 test = [
     "anthropic>=0.45,<1",
@@ -130,6 +137,9 @@ ignore = ["D203", "D212"]
 fixable = ["ALL"]
 unfixable = ["F401"]
 
+[tool.uv]
+exclude-newer = "3 days"
+
 [tool.ruff.lint.pydocstyle]
 convention = "pep257"
 
diff --git a/sieves/model_wrappers/huggingface_.py b/sieves/model_wrappers/huggingface_.py
index c4ad978..b210d5d 100644
--- a/sieves/model_wrappers/huggingface_.py
+++ b/sieves/model_wrappers/huggingface_.py
@@ -66,7 +66,7 @@ def execute(values: Sequence[dict[str, Any]]) -> Sequence[tuple[Result | None, A
                         sequences=[doc_values["text"] for doc_values in values],
                         candidate_labels=prompt_signature,
                         hypothesis_template=template,
-                        mode="multi",
+                        multi_label=True,
                         **self._inference_kwargs,
                     )
 
diff --git a/sieves/serialization.py b/sieves/serialization.py
index f648eaf..0841adc 100644
--- a/sieves/serialization.py
+++ b/sieves/serialization.py
@@ -79,7 +79,7 @@ def get_version() -> str:
 
         :return str: Version string from setup.cfg metadata.
         """
-        return "1.0.2"
+        return "1.0.3"
 
     version: str = get_version()
     cls_name: str
diff --git a/uv.lock b/uv.lock
index 217f372..af25186 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,14 +1,22 @@
 version = 1
-revision = 2
+revision = 3
 requires-python = ">=3.12, <3.14"
 resolution-markers = [
-    "python_full_version >= '3.13'",
-    "python_full_version < '3.13'",
+    "python_full_version >= '3.13' and sys_platform == 'win32'",
+    "python_full_version >= '3.13' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.13' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version < '3.13' and sys_platform == 'win32'",
+    "python_full_version < '3.13' and sys_platform == 'emscripten'",
+    "python_full_version < '3.13' and sys_platform != 'emscripten' and sys_platform != 'win32'",
 ]
 
+[options]
+exclude-newer = "2026-04-28T08:29:35.454996Z"
+exclude-newer-span = "P3D"
+
 [[package]]
 name = "accelerate"
-version = "1.12.0"
+version = "1.13.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "huggingface-hub" },
@@ -19,21 +27,33 @@ dependencies = [
     { name = "safetensors" },
     { name = "torch" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/4a/8e/ac2a9566747a93f8be36ee08532eb0160558b07630a081a6056a9f89bf1d/accelerate-1.12.0.tar.gz", hash = "sha256:70988c352feb481887077d2ab845125024b2a137a5090d6d7a32b57d03a45df6", size = 398399, upload-time = "2025-11-21T11:27:46.973Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/ca/14/787e5498cd062640f0f3d92ef4ae4063174f76f9afd29d13fc52a319daae/accelerate-1.13.0.tar.gz", hash = "sha256:d631b4e0f5b3de4aff2d7e9e6857d164810dfc3237d54d017f075122d057b236", size = 402835, upload-time = "2026-03-04T19:34:12.359Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/7e/46/02ac5e262d4af18054b3e922b2baedbb2a03289ee792162de60a865defc5/accelerate-1.13.0-py3-none-any.whl", hash = "sha256:cf1a3efb96c18f7b152eb0fa7490f3710b19c3f395699358f08decca2b8b62e0", size = 383744, upload-time = "2026-03-04T19:34:10.313Z" },
 ]
 
 [[package]]
 name = "ag-ui-protocol"
-version = "0.1.11"
+version = "0.1.18"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/4c/d7/5711eada86da9bd7684e58645653a1693ef20b66cc3efbb1deeafef80f8d/ag_ui_protocol-0.1.18.tar.gz", hash = "sha256:b37c672c3fd6bac12b316c39f45ad9db9f137bbb885489c79f268507029a22ff", size = 9937, upload-time = "2026-04-21T20:44:59.151Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/d8/74/913c9b8fc566c6da650aecbddf25a5d8186b54138df265eb9eb546f56141/ag_ui_protocol-0.1.18-py3-none-any.whl", hash = "sha256:d151c0f0a34160647f1571163f7185746f4326b15a56d1560de5082a7a0e7a12", size = 12607, upload-time = "2026-04-21T20:45:00.097Z" },
+]
+
+[[package]]
+name = "aiofile"
+version = "3.9.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "caio" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/67/e2/d7cb819de8df6b5c1968a2756c3cb4122d4fa2b8fc768b53b7c9e5edb646/aiofile-3.9.0.tar.gz", hash = "sha256:e5ad718bb148b265b6df1b3752c4d1d83024b93da9bd599df74b9d9ffcf7919b", size = 17943, upload-time = "2024-10-08T10:39:35.846Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/50/25/da1f0b4dd970e52bf5a36c204c107e11a0c6d3ed195eba0bfbc664c312b2/aiofile-3.9.0-py3-none-any.whl", hash = "sha256:ce2f6c1571538cbdfa0143b04e16b208ecb0e9cb4148e528af8a640ed51cc8aa", size = 19539, upload-time = "2024-10-08T10:39:32.955Z" },
 ]
 
 [[package]]
@@ -47,7 +67,7 @@ wheels = [
 
 [[package]]
 name = "aiohttp"
-version = "3.13.3"
+version = "3.13.5"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiohappyeyeballs" },
@@ -58,42 +78,42 @@ dependencies = [
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 ]
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