diff --git a/Dockerfile b/Dockerfile
index e38e3943..8af02d83 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -4,7 +4,7 @@ RUN mkdir /cpr-backend
 WORKDIR /cpr-backend
 
 RUN apt update && \
-    apt install -y postgresql-client curl \
+    apt install -y postgresql-client curl git \
     && rm -rf /var/lib/apt/lists/*
 
 # Install pip and poetry
@@ -18,6 +18,7 @@ COPY poetry.lock pyproject.toml ./
 RUN poetry export --with dev \
     | grep -v '\--hash' \
     | grep -v '^torch' \
+    | grep -v '^triton' \
     | grep -v '^nvidia' \
     | sed -e 's/ \\$//' \
     | sed -e 's/^[[:alpha:]]\+\[\([[:alpha:]]\+\[[[:alpha:]]\+\]\)\]/\1/' \
@@ -26,7 +27,7 @@ RUN poetry export --with dev \
 # e.g. we need to replace pydocstyle[pydocstyle[toml]] with pydocstyle[toml]
 
 # Install torch-cpu with pip
-RUN pip3 install --no-cache "torch==1.13.0+cpu" "torchvision==0.14.0+cpu" -f https://download.pytorch.org/whl/torch_stable.html
+RUN pip3 install --no-cache "torch==2.0.0+cpu" "torchvision==0.15.1+cpu" -f https://download.pytorch.org/whl/torch_stable.html
 
 # Install application requirements
 RUN pip3 install --no-cache -r requirements.txt
diff --git a/app/core/search.py b/app/core/search.py
index 1debd119..e2a5a9e5 100644
--- a/app/core/search.py
+++ b/app/core/search.py
@@ -11,9 +11,9 @@
 from typing import Any, Mapping, Optional, Sequence, cast
 import string
 
+from cpr_data_access.embedding import Embedder
 from opensearchpy import OpenSearch
 from opensearchpy import JSONSerializer as jss
-from sentence_transformers import SentenceTransformer
 from sqlalchemy.orm import Session
 
 from app.api.api_v1.schemas.search import (
@@ -73,10 +73,10 @@
 
 _LOGGER = logging.getLogger(__name__)
 
-_ENCODER = SentenceTransformer(
-    model_name_or_path=OPENSEARCH_INDEX_ENCODER,
+_ENCODER = Embedder(
     cache_folder=os.environ.get("INDEX_ENCODER_CACHE_FOLDER", "/models"),
 )
+
 # Map a sort field type to the document key used by OpenSearch
 _SORT_FIELD_MAP: Mapping[SortField, str] = {
     SortField.DATE: "document_date",
@@ -410,7 +410,11 @@ def with_semantic_query(self, query_string: str, knn: bool):
 
         _LOGGER.info(f"Starting embeddings generation for '{query_string}'")
         start_generation = time.time_ns()
-        embedding = _ENCODER.encode(query_string, show_progress_bar=False)
+        embedding = _ENCODER.embed(
+            query_string,
+            normalize=False,
+            show_progress_bar=False,
+        )
         end_generation = time.time_ns()
         embeddings_generation_time = round((end_generation - start_generation) / 1e6)
         _LOGGER.info(
diff --git a/poetry.lock b/poetry.lock
index 0808fa49..b34d8ffe 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -251,33 +251,29 @@ typecheck = ["mypy"]
 
 [[package]]
 name = "black"
-version = "23.9.1"
+version = "23.10.1"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "black-23.9.1-cp310-cp310-macosx_10_16_universal2.whl", hash = "sha256:13ef033794029b85dfea8032c9d3b92b42b526f1ff4bf13b2182ce4e917f5100"},
-    {file = "black-23.9.1-cp310-cp310-macosx_10_16_x86_64.whl", hash = "sha256:75a2dc41b183d4872d3a500d2b9c9016e67ed95738a3624f4751a0cb4818fe71"},
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+    {file = "black-23.10.1-cp39-cp39-win_amd64.whl", hash = "sha256:6d23d7822140e3fef190734216cefb262521789367fbdc0b3f22af6744058982"},
+    {file = "black-23.10.1-py3-none-any.whl", hash = "sha256:d431e6739f727bb2e0495df64a6c7a5310758e87505f5f8cde9ff6c0f2d7e4fe"},
+    {file = "black-23.10.1.tar.gz", hash = "sha256:1f8ce316753428ff68749c65a5f7844631aa18c8679dfd3ca9dc1a289979c258"},
 ]
 
 [package.dependencies]
@@ -297,17 +293,17 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "boto3"
-version = "1.28.62"
+version = "1.28.70"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">= 3.7"
 files = [
-    {file = "boto3-1.28.62-py3-none-any.whl", hash = "sha256:0dfa2fc96ccafce4feb23044d6cba8b25075ad428a0c450d369d099c6a1059d2"},
-    {file = "boto3-1.28.62.tar.gz", hash = "sha256:148eeba0f1867b3db5b3e5ae2997d75a94d03fad46171374a0819168c36f7ed0"},
+    {file = "boto3-1.28.70-py3-none-any.whl", hash = "sha256:22ec3b54801c81746657827c7b1c4a3b2e4cfa7c21be3b96218d32e9390ee5eb"},
+    {file = "boto3-1.28.70.tar.gz", hash = "sha256:89002e1d8411c7c54110f9f8fc4a11d57d6d7977c0cb4ba064887ca5d4c788f7"},
 ]
 
 [package.dependencies]
-botocore = ">=1.31.62,<1.32.0"
+botocore = ">=1.31.70,<1.32.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.7.0,<0.8.0"
 
@@ -316,13 +312,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.31.62"
+version = "1.31.70"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">= 3.7"
 files = [
-    {file = "botocore-1.31.62-py3-none-any.whl", hash = "sha256:be792d806afc064694a2d0b9b25779f3ca0c1584b29a35ac32e67f0064ddb8b7"},
-    {file = "botocore-1.31.62.tar.gz", hash = "sha256:272b78ac65256b6294cb9cdb0ac484d447ad3a85642e33cb6a3b1b8afee15a4c"},
+    {file = "botocore-1.31.70-py3-none-any.whl", hash = "sha256:049bbf526c95b6169f59617a5ff1b0061cb7a0e44992b8c27c6955832b383988"},
+    {file = "botocore-1.31.70.tar.gz", hash = "sha256:5f49def4ec2e4216dd0195d23d9811027d02ee6c8a37b031e2b2fe38e8c77ddc"},
 ]
 
 [package.dependencies]
@@ -424,101 +420,101 @@ files = [
 
 [[package]]
 name = "charset-normalizer"
-version = "3.3.0"
+version = "3.3.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7.0"
 files = [
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 [[package]]
@@ -535,6 +531,35 @@ files = [
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
+[[package]]
+name = "cmake"
+version = "3.27.7"
+description = "CMake is an open-source, cross-platform family of tools designed to build, test and package software"
+optional = false
+python-versions = "*"
+files = [
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+    {file = "cmake-3.27.7.tar.gz", hash = "sha256:9f4a7c7be2a25de5901f045618f41b833ea6c0f647115201d38e4fdf7e2815bc"},
+]
+
+[package.extras]
+test = ["coverage (>=4.2)", "flake8 (>=3.0.4)", "path.py (>=11.5.0)", "pytest (>=3.0.3)", "pytest-cov (>=2.4.0)", "pytest-runner (>=2.9)", "pytest-virtualenv (>=1.7.0)", "scikit-build (>=0.10.0)", "setuptools (>=28.0.0)", "virtualenv (>=15.0.3)", "wheel"]
+
 [[package]]
 name = "colorama"
 version = "0.4.6"
@@ -548,7 +573,7 @@ files = [
 
 [[package]]
 name = "cpr-data-access"
-version = "0.1.9"
+version = "0.2.1"
 description = ""
 optional = false
 python-versions = "^3.9"
@@ -558,49 +583,53 @@ develop = false
 [package.dependencies]
 aws-error-utils = "^2.7.0"
 boto3 = "^1.26.16"
-datasets = "^2.10.1"
+datasets = "^2.14.0"
 deprecation = "^2.1.0"
 langdetect = "^1.0.9"
 pandas = "^1.5.3"
 pydantic = "^1.10.2"
+pyvespa = "^0.37.1"
+pyyaml = "^6.0.1"
+sentence-transformers = "^2.2.2"
+torch = "2.0.0"
 tqdm = "^4.64.1"
 
 [package.source]
 type = "git"
 url = "https://github.com/climatepolicyradar/data-access.git"
-reference = "v0.1.9"
-resolved_reference = "a337bf7b512c376572a10df738d543923749e6bd"
+reference = "v0.2.1"
+resolved_reference = "24e6a02aa63200017fd865f58471543fa3be7f4f"
 
 [[package]]
 name = "cryptography"
-version = "41.0.4"
+version = "41.0.5"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = ">=3.7"
 files = [
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@@ -1010,46 +1055,47 @@ socks = ["socksio (==1.*)"]
 
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@@ -1223,6 +1269,16 @@ files = [
 [package.dependencies]
 six = "*"
 
+[[package]]
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+version = "17.0.3"
+description = "A Software Testing Tool"
+optional = false
+python-versions = "*"
+files = [
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+
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@@ -1350,6 +1406,23 @@ server = ["PyYAML (>=5.1)", "aws-xray-sdk (>=0.93,!=0.96)", "cfn-lint (>=0.4.0)"
 ssm = ["PyYAML (>=5.1)", "dataclasses"]
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+tests = ["pytest (>=4.6)"]
+
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+
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 version = "3.8.1"
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 wheel = "*"
 
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 wheel = "*"
 
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+    {file = "websockets-12.0-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:2cb388a5bfb56df4d9a406783b7f9dbefb888c09b71629351cc6b036e9259370"},
+    {file = "websockets-12.0-py3-none-any.whl", hash = "sha256:dc284bbc8d7c78a6c69e0c7325ab46ee5e40bb4d50e494d8131a07ef47500e9e"},
+    {file = "websockets-12.0.tar.gz", hash = "sha256:81df9cbcbb6c260de1e007e58c011bfebe2dafc8435107b0537f393dd38c8b1b"},
 ]
 
 [[package]]
@@ -3678,4 +4052,4 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "b9ded09363dc78e2ddb051c78f44dc130166fb8d41d38cbaf69f61177833bbef"
+content-hash = "77bfa0a27667fb33a2e88a1eecd43be33131e3ceef28e1dea45b83d7e0c72540"
diff --git a/pyproject.toml b/pyproject.toml
index 8a63dd4d..3f5a3a7e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,7 +10,7 @@ alembic = "^1.7.6"
 Authlib = "^0.15.5"
 bcrypt = "^3.2.0"
 boto3 = "^1.26"
-cpr-data-access = {git = "https://github.com/climatepolicyradar/data-access.git", tag = "v0.1.9"}
+cpr-data-access = {git = "https://github.com/climatepolicyradar/data-access.git", tag = "v0.2.1"}
 fastapi = "^0.89.0"
 fastapi-health = "^0.4.0"
 fastapi-pagination = { extras = ["sqlalchemy"], version = "^0.9.1" }
@@ -26,12 +26,10 @@ python-multipart = "^0.0.5"
 python-slugify = "^6.1.2"
 requests = "^2.28"
 requests-toolbelt = "^0.10.1"
-sentence-transformers = "^2.2.0"
 SQLAlchemy = "^1.4.31"
 SQLAlchemy-Utils = "^0.38.2"
 starlette = "^0.22.0"
 tenacity = "^8.0.1"
-torch = "^1.13.0"
 uvicorn = { extras = ["standard"], version = "^0.20.0" }
 
 [tool.poetry.dev-dependencies]