diff --git a/pyproject.toml b/pyproject.toml
index 54e3a7cc..e65fef5a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,3 +1,64 @@
+[build-system]
+requires = ["setuptools >= 61.0"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "blendsql"
+description = "Query language for blending SQL logic and LLM reasoning across multi-modal data. [Findings of ACL 2024]"
+authors = [
+    {"name" = "Parker Glenn", "email" = "parkervg5@gmail.com"}
+]
+readme = "README.md"
+requires-python = ">=3.9"
+license = {file = "LICENSE"}
+keywords = [
+    "language models",
+    "query language",
+    "symbolic ai",
+    "sql"
+]
+classifiers = [
+    "Development Status :: 4 - Beta",
+    "Intended Audience :: Developers",
+    "Intended Audience :: Science/Research",
+    "Topic :: Scientific/Engineering :: Artificial Intelligence",
+    "Topic :: Text Processing",
+    "Programming Language :: Python :: 3",
+]
+dependencies = [
+    "guidance",
+    "pyparsing==3.1.1",
+    "pandas>=2.0.0",
+    "bottleneck>=1.3.6",
+    "python-dotenv==1.0.1",
+    "sqlglot==18.13.0",
+    "sqlalchemy>=2.0.0",
+    "skrub==0.2.0",
+    "scikit-learn==1.4.2",
+    "duckdb<1",
+    "huggingface_hub",
+    "datasets",
+    "platformdirs",
+    "attrs",
+    "tqdm",
+    "colorama",
+    "tabulate>=0.9.0",
+    "typeguard",
+    "rapidfuzz",
+    "httpx",
+    "setuptools",  # For python 3.12
+]
+dynamic = ["version"]
+
+[project.urls]
+Documentation = "https://parkervg.github.io/blendsql/"
+
+[project.scripts]
+blendsql = "blendsql.blend_cli:main"
+
+[tool.setuptools]
+packages = ["blendsql"]
+
 [tool.black]
 line-length = 88
 
diff --git a/setup.py b/setup.py
deleted file mode 100644
index d4bf2293..00000000
--- a/setup.py
+++ /dev/null
@@ -1,93 +0,0 @@
-import os
-import re
-import codecs
-from setuptools import setup, find_packages
-
-here = os.path.abspath(os.path.dirname(__file__))
-
-
-def read(*parts):
-    with codecs.open(os.path.join(here, *parts), "r") as fp:
-        return fp.read()
-
-
-def find_version(*file_paths):
-    version_file = read(*file_paths)
-    version_match = re.search(r"^__version__ = ['\"]([^'\"]*)['\"]", version_file, re.M)
-    if version_match:
-        return version_match.group(1)
-    raise RuntimeError("Unable to find version string.")
-
-
-setup(
-    entry_points={
-        "console_scripts": ["blendsql=blendsql.blend_cli:main"],
-    },
-    name="blendsql",
-    python_requires=">=3.9",
-    version=find_version("blendsql", "__init__.py"),
-    url="https://github.com/parkervg/blendsql",
-    author="Parker Glenn",
-    author_email="parkervg5@gmail.com",
-    description="Query language for blending SQL logic and LLM reasoning across multi-modal data.",
-    long_description=open("README.md").read(),
-    long_description_content_type="text/markdown",
-    license="Apache License 2.0",
-    packages=find_packages(exclude=["examples", "research", "img"]),
-    include_package_data=True,
-    data_files=[
-        "blendsql/grammars/_cfg_grammar.lark",
-        "blendsql/prompts/few_shot/hybridqa.txt",
-    ],
-    install_requires=[
-        "outlines",
-        "pyparsing==3.1.1",
-        "pandas>=2.0.0",
-        "bottleneck>=1.3.6",
-        "python-dotenv==1.0.1",
-        "sqlglot==18.13.0",
-        "sqlalchemy>=2.0.0",
-        "skrub==0.2.0",
-        # https://github.com/skrub-data/skrub/issues/910
-        "scikit-learn==1.4.2",
-        "duckdb<1",
-        "huggingface_hub",
-        "datasets",
-        "lark",
-        "exrex",
-        "platformdirs",
-        "attrs",
-        "tqdm",
-        "colorama",
-        "tabulate>=0.9.0",
-        "typeguard",
-        "rapidfuzz",
-        "httpx",
-        "pillow",
-        "setuptools",  # For python 3.12
-    ],
-    extras_require={
-        "llama-cpp": ["llama-cpp-python"],
-        "ollama": ["ollama"],
-        "openai": ["openai>1.0.0"],
-        "transformers": ["transformers>=4.0.0", "datasets", "torch>=2.3.0"],
-        "research": [
-            "datasets==2.16.1",
-            "nltk",
-            "wikiextractor",
-            "rouge_score",
-            "rapidfuzz",
-            "records",
-            "recognizers-text",
-            "recognizers-text-suite",
-            "emoji==1.7.0",
-        ],
-        "docs": [
-            "mkdocs-material",
-            "mkdocstrings",
-            "mkdocs-section-index",
-            "mkdocstrings-python",
-            "mkdocs-jupyter",
-        ],
-    },
-)