diff --git a/poetry.lock b/poetry.lock
index b08e54d26..c3b3850a0 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -45,97 +45,131 @@ files = [
 
 [[package]]
 name = "aiohttp"
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+version = "3.13.0"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.9"
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 [package.dependencies]
@@ -149,7 +183,7 @@ propcache = ">=0.2.0"
 yarl = ">=1.17.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli", "aiodns (>=3.3.0)", "brotlicffi"]
+speedups = ["Brotli", "aiodns (>=3.3.0)", "brotlicffi", "zstandard"]
 
 [[package]]
 name = "aiosignal"
@@ -335,23 +369,15 @@ files = [
 
 [[package]]
 name = "attrs"
-version = "25.3.0"
+version = "25.4.0"
 description = "Classes Without Boilerplate"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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-[package.extras]
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-tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
-
 [[package]]
 name = "babel"
 version = "2.17.0"
@@ -386,13 +412,13 @@ test-tox-coverage = ["coverage (>=5.5)"]
 
 [[package]]
 name = "beautifulsoup4"
-version = "4.13.5"
+version = "4.14.2"
 description = "Screen-scraping library"
 optional = false
 python-versions = ">=3.7.0"
 files = [
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 [package.dependencies]
@@ -483,13 +509,13 @@ css = ["tinycss2 (>=1.1.0,<1.5)"]
 
 [[package]]
 name = "certifi"
-version = "2025.8.3"
+version = "2025.10.5"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [[package]]
@@ -590,90 +616,124 @@ pycparser = {version = "*", markers = "implementation_name != \"PyPy\""}
 
 [[package]]
 name = "charset-normalizer"
-version = "3.4.3"
+version = "3.4.4"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
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 [[package]]
@@ -736,115 +796,103 @@ test = ["pytest"]
 
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 [package.dependencies]
@@ -855,20 +903,21 @@ toml = ["tomli"]
 
 [[package]]
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 description = "HuggingFace community-driven open-source library of datasets"
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 [[package]]
@@ -1366,13 +1441,13 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "huggingface-hub"
-version = "0.35.1"
+version = "0.35.3"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -1404,13 +1479,13 @@ typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "t
 
 [[package]]
 name = "idna"
-version = "3.10"
+version = "3.11"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -1463,13 +1538,13 @@ files = [
 
 [[package]]
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-version = "6.30.1"
+version = "7.0.1"
 description = "IPython Kernel for Jupyter"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 files = [
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 ]
 
 [package.dependencies]
@@ -1489,7 +1564,7 @@ traitlets = ">=5.4.0"
 
 [package.extras]
 cov = ["coverage[toml]", "matplotlib", "pytest-cov", "trio"]
-docs = ["intersphinx-registry", "myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
+docs = ["intersphinx-registry", "myst-parser", "pydata-sphinx-theme", "sphinx (<8.2.0)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
 pyqt5 = ["pyqt5"]
 pyside6 = ["pyside6"]
 test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0,<9)", "pytest-asyncio (>=0.23.5)", "pytest-cov", "pytest-timeout"]
@@ -1585,19 +1660,22 @@ requirements-deprecated-finder = ["pip-api", "pipreqs"]
 
 [[package]]
 name = "jaxtyping"
-version = "0.2.19"
-description = "Type annotations and runtime checking for shape and dtype of JAX arrays, and PyTrees."
+version = "0.3.3"
+description = "Type annotations and runtime checking for shape and dtype of JAX/NumPy/PyTorch/etc. arrays."
 optional = false
-python-versions = "~=3.8"
+python-versions = ">=3.10"
 files = [
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 ]
 
 [package.dependencies]
-numpy = ">=1.20.0"
-typeguard = ">=2.13.3"
-typing-extensions = ">=3.7.4.1"
+wadler-lindig = ">=0.1.3"
+
+[package.extras]
+dev = ["pre-commit (>=4.3.0)"]
+docs = ["griffe (==1.7.3)", "hippogriffe (==0.2.1)", "mkdocs (==1.6.1)", "mkdocs-include-exclude-files (==0.1.0)", "mkdocs-ipynb (==0.1.1)", "mkdocs-material (==9.6.7)", "mkdocstrings (==0.28.3)", "mkdocstrings-python (==1.16.8)", "pymdown-extensions (==10.14.3)"]
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 [[package]]
 name = "jedi"
@@ -2100,72 +2178,100 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
 [[package]]
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 [[package]]
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 modin = ["modin"]
 pandas = ["pandas (>=1.1.3)"]
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 [[package]]
 name = "pygments"
@@ -3835,13 +4033,13 @@ six = ">=1.5"
 
 [[package]]
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 [package.extras]
@@ -3889,18 +4087,20 @@ files = [
 
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-version = "3.0.0"
-description = ""
+version = "3.0.2"
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 python-versions = ">=3.9"
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 [[package]]
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 [[package]]
 name = "referencing"
-version = "0.36.2"
+version = "0.37.0"
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 optional = false
-python-versions = ">=3.9"
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 [package.dependencies]
@@ -4320,13 +4520,13 @@ testing = ["pytest (>=8.3.5)"]
 
 [[package]]
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+version = "14.2.0"
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 ]
 
 [package.dependencies]
@@ -4634,13 +4834,13 @@ testpaths = ["test"]
 
 [[package]]
 name = "sentry-sdk"
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 description = "Python client for Sentry (https://sentry.io)"
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 python-versions = ">=3.6"
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 [package.dependencies]
@@ -4662,6 +4862,7 @@ django = ["django (>=1.8)"]
 falcon = ["falcon (>=1.4)"]
 fastapi = ["fastapi (>=0.79.0)"]
 flask = ["blinker (>=1.1)", "flask (>=0.11)", "markupsafe"]
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 grpcio = ["grpcio (>=1.21.1)", "protobuf (>=3.8.0)"]
 http2 = ["httpcore[http2] (==1.*)"]
 httpx = ["httpx (>=0.16.0)"]
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 langchain = ["langchain (>=0.0.210)"]
 langgraph = ["langgraph (>=0.6.6)"]
 launchdarkly = ["launchdarkly-server-sdk (>=9.8.0)"]
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 litestar = ["litestar (>=2.0.0)"]
 loguru = ["loguru (>=0.5)"]
 openai = ["openai (>=1.0.0)", "tiktoken (>=0.3.0)"]
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 [[package]]
@@ -5248,13 +5460,13 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 
 [[package]]
 name = "transformers"
-version = "4.56.2"
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 description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
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 python-versions = ">=3.9.0"
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 [package.dependencies]
@@ -5271,23 +5483,23 @@ tqdm = ">=4.27"
 
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 flax = ["flax (>=0.4.1,<=0.7.0)", "jax (>=0.4.1,<=0.4.13)", "jaxlib (>=0.4.1,<=0.4.13)", "optax (>=0.0.8,<=0.1.4)", "scipy (<1.13.0)"]
 flax-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
 ftfy = ["ftfy"]
-hf-xet = ["hf-xet"]
+hf-xet = ["hf_xet"]
 hub-kernels = ["kernels (>=0.6.1,<=0.9)"]
-integrations = ["kernels (>=0.6.1,<=0.9)", "optuna", "ray[tune] (>=2.7.0)", "sigopt"]
-ja = ["fugashi (>=1.0)", "ipadic (>=1.0.0,<2.0)", "rhoknp (>=1.1.0,<1.3.1)", "sudachidict-core (>=20220729)", "sudachipy (>=0.6.6)", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)"]
+integrations = ["kernels (>=0.6.1,<=0.9)", "optuna", "ray[tune] (>=2.7.0)"]
+ja = ["fugashi (>=1.0)", "ipadic (>=1.0.0,<2.0)", "rhoknp (>=1.1.0,<1.3.1)", "sudachidict_core (>=20220729)", "sudachipy (>=0.6.6)", "unidic (>=1.0.2)", "unidic_lite (>=1.0.7)"]
 mistral-common = ["mistral-common[opencv] (>=1.6.3)"]
 modelcreation = ["cookiecutter (==1.7.3)"]
 natten = ["natten (>=0.14.6,<0.15.0)"]
@@ -5296,17 +5508,17 @@ onnx = ["onnxconverter-common", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1
 onnxruntime = ["onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)"]
 open-telemetry = ["opentelemetry-api", "opentelemetry-exporter-otlp", "opentelemetry-sdk"]
 optuna = ["optuna"]
-quality = ["GitPython (<3.1.19)", "datasets (>=2.15.0)", "libcst", "pandas (<2.3.0)", "rich", "ruff (==0.11.2)", "urllib3 (<2.0.0)"]
+quality = ["GitPython (<3.1.19)", "datasets (>=2.15.0)", "libcst", "pandas (<2.3.0)", "rich", "ruff (==0.13.1)", "urllib3 (<2.0.0)"]
 ray = ["ray[tune] (>=2.7.0)"]
 retrieval = ["datasets (>=2.15.0)", "faiss-cpu"]
-ruff = ["ruff (==0.11.2)"]
+ruff = ["ruff (==0.13.1)"]
 sagemaker = ["sagemaker (>=2.31.0)"]
 sentencepiece = ["protobuf", "sentencepiece (>=0.1.91,!=0.1.92)"]
 serving = ["accelerate (>=0.26.0)", "fastapi", "openai (>=1.98.0)", "pydantic (>=2)", "starlette", "torch (>=2.2)", "uvicorn"]
 sigopt = ["sigopt"]
 sklearn = ["scikit-learn"]
 speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"]
-testing = ["GitPython (<3.1.19)", "beautifulsoup4", "cookiecutter (==1.7.3)", "datasets (>=2.15.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "libcst", "mistral-common[opencv] (>=1.6.3)", "nltk (<=3.8.1)", "parameterized (>=0.9)", "psutil", "pydantic (>=2)", "pytest (>=7.2.0)", "pytest-asyncio", "pytest-order", "pytest-rerunfailures", "pytest-rich", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.11.2)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "sentencepiece (>=0.1.91,!=0.1.92)", "tensorboard", "timeout-decorator"]
+testing = ["GitPython (<3.1.19)", "accelerate (>=0.26.0)", "beautifulsoup4", "cookiecutter (==1.7.3)", "datasets (>=2.15.0)", "datasets (>=2.15.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "fastapi", "libcst", "mistral-common[opencv] (>=1.6.3)", "nltk (<=3.8.1)", "openai (>=1.98.0)", "parameterized (>=0.9)", "psutil", "pydantic (>=2)", "pydantic (>=2)", "pytest (>=7.2.0)", "pytest-asyncio", "pytest-order", "pytest-rerunfailures (<16.0)", "pytest-rich", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (==0.13.1)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "sentencepiece (>=0.1.91,!=0.1.92)", "starlette", "tensorboard", "timeout-decorator", "torch (>=2.2)", "uvicorn"]
 tf = ["keras-nlp (>=0.3.1,<0.14.0)", "onnxconverter-common", "tensorflow (>2.9,<2.16)", "tensorflow-text (<2.16)", "tf2onnx"]
 tf-cpu = ["keras (>2.9,<2.16)", "keras-nlp (>=0.3.1,<0.14.0)", "onnxconverter-common", "tensorflow-cpu (>2.9,<2.16)", "tensorflow-probability (<0.24)", "tensorflow-text (<2.16)", "tf2onnx"]
 tf-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
@@ -5316,7 +5528,7 @@ tokenizers = ["tokenizers (>=0.22.0,<=0.23.0)"]
 torch = ["accelerate (>=0.26.0)", "torch (>=2.2)"]
 torch-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"]
 torch-vision = ["Pillow (>=10.0.1,<=15.0)", "torchvision"]
-torchhub = ["filelock", "huggingface-hub (>=0.34.0,<1.0)", "importlib-metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "tokenizers (>=0.22.0,<=0.23.0)", "torch (>=2.2)", "tqdm (>=4.27)"]
+torchhub = ["filelock", "huggingface-hub (>=0.34.0,<1.0)", "importlib_metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "tokenizers (>=0.22.0,<=0.23.0)", "torch (>=2.2)", "tqdm (>=4.27)"]
 video = ["av"]
 vision = ["Pillow (>=10.0.1,<=15.0)"]
 
@@ -5389,13 +5601,13 @@ typing-extensions = ">=3.7.4.3"
 
 [[package]]
 name = "types-python-dateutil"
-version = "2.9.0.20250822"
+version = "2.9.0.20251008"
 description = "Typing stubs for python-dateutil"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "types_python_dateutil-2.9.0.20250822-py3-none-any.whl", hash = "sha256:849d52b737e10a6dc6621d2bd7940ec7c65fcb69e6aa2882acf4e56b2b508ddc"},
-    {file = "types_python_dateutil-2.9.0.20250822.tar.gz", hash = "sha256:84c92c34bd8e68b117bff742bc00b692a1e8531262d4507b33afcc9f7716cd53"},
+    {file = "types_python_dateutil-2.9.0.20251008-py3-none-any.whl", hash = "sha256:b9a5232c8921cf7661b29c163ccc56055c418ab2c6eabe8f917cbcc73a4c4157"},
+    {file = "types_python_dateutil-2.9.0.20251008.tar.gz", hash = "sha256:c3826289c170c93ebd8360c3485311187df740166dbab9dd3b792e69f2bc1f9c"},
 ]
 
 [[package]]
@@ -5411,13 +5623,13 @@ files = [
 
 [[package]]
 name = "typing-inspection"
-version = "0.4.1"
+version = "0.4.2"
 description = "Runtime typing introspection tools"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "typing_inspection-0.4.1-py3-none-any.whl", hash = "sha256:389055682238f53b04f7badcb49b989835495a96700ced5dab2d8feae4b26f51"},
-    {file = "typing_inspection-0.4.1.tar.gz", hash = "sha256:6ae134cc0203c33377d43188d4064e9b357dba58cff3185f22924610e70a9d28"},
+    {file = "typing_inspection-0.4.2-py3-none-any.whl", hash = "sha256:4ed1cacbdc298c220f1bd249ed5287caa16f34d44ef4e9c3d0cbad5b521545e7"},
+    {file = "typing_inspection-0.4.2.tar.gz", hash = "sha256:ba561c48a67c5958007083d386c3295464928b01faa735ab8547c5692e87f464"},
 ]
 
 [package.dependencies]
@@ -5465,22 +5677,38 @@ h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "wadler-lindig"
+version = "0.1.7"
+description = "A Wadler–Lindig pretty-printer for Python."
+optional = false
+python-versions = ">=3.10"
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 ]
 
 [package.dependencies]
@@ -5840,4 +6111,4 @@ type = ["pytest-mypy"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10,<4.0"
-content-hash = "ab050febce4c44e51b394a1104b930376be9382431bcfacb5239a0f485a6aadf"
+content-hash = "a919a6f76d2cdef06703f2c0b6b9caecdc9ec87eebec94c66481d6d8068c5f1b"
diff --git a/pyproject.toml b/pyproject.toml
index ce26f9d44..756dd2007 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -19,7 +19,7 @@
         datasets=">=2.7.1"
         einops=">=0.6.0"
         fancy-einsum=">=0.0.3"
-        jaxtyping=">=0.2.11,<0.2.20"
+        jaxtyping=">=0.2.11"
         numpy=[
             {version=">=1.24", python=">=3.9,<3.12"},
             {version=">=1.26", python=">=3.12,<4.0"},