diff --git a/.github/PULL_REQUEST_TEMPLATE.md b/.github/PULL_REQUEST_TEMPLATE.md
index 4601d9c58ad..dcd978737ea 100644
--- a/.github/PULL_REQUEST_TEMPLATE.md
+++ b/.github/PULL_REQUEST_TEMPLATE.md
@@ -5,7 +5,7 @@ Please add an informative description that covers that changes made by the pull
 # All Promptflow Contribution checklist:
 - [ ] **The pull request does not introduce [breaking changes].**
 - [ ] **CHANGELOG is updated for new features, bug fixes or other significant changes.**
-- [ ] **I have read the [contribution guidelines](../CONTRIBUTING.md).**
+- [ ] **I have read the [contribution guidelines](https://github.com/microsoft/promptflow/blob/main/CONTRIBUTING.md).**
 - [ ] **I confirm that all new dependencies are compatible with the MIT license.**
 - [ ] **Create an issue and link to the pull request to get dedicated review from promptflow team. Learn more: [suggested workflow](../CONTRIBUTING.md#suggested-workflow).**
 
diff --git a/.github/workflows/promptflow-evals-e2e-test-local.yml b/.github/workflows/promptflow-evals-e2e-test-local.yml
index 3bc658f3159..d34ba4dbc6d 100644
--- a/.github/workflows/promptflow-evals-e2e-test-local.yml
+++ b/.github/workflows/promptflow-evals-e2e-test-local.yml
@@ -38,6 +38,9 @@ jobs:
       - name: install test dependency group
         run: poetry install --only test
         working-directory: ${{ env.WORKING_DIRECTORY }}
+      - name: install recording
+        run: poetry run pip install -e ../promptflow-recording
+        working-directory: ${{ env.WORKING_DIRECTORY }}
       - name: install promptflow packages in editable mode
         run: |
           poetry run pip install -e ../promptflow
diff --git a/.github/workflows/promptflow-evals-unit-test.yml b/.github/workflows/promptflow-evals-unit-test.yml
index e61af03bd2a..71c722852ca 100644
--- a/.github/workflows/promptflow-evals-unit-test.yml
+++ b/.github/workflows/promptflow-evals-unit-test.yml
@@ -50,7 +50,7 @@ jobs:
       - name: run unit tests
         id: run_unit_tests
         run: |
-            poetry run pytest -m unittest --cov=promptflow --cov-config=pyproject.toml --cov-report=term --cov-report=html --cov-report=xml --cov-fail-under=63
+            poetry run pytest -m unittest --cov=promptflow --cov-config=pyproject.toml --cov-report=term --cov-report=html --cov-report=xml --cov-fail-under=58
         working-directory: ${{ env.WORKING_DIRECTORY }}
       - name: upload coverage report
         uses: actions/upload-artifact@v4
diff --git a/scripts/code_qa/assert_local_install.py b/scripts/code_qa/assert_local_install.py
index 3c9f56bd6d5..0349c4618de 100644
--- a/scripts/code_qa/assert_local_install.py
+++ b/scripts/code_qa/assert_local_install.py
@@ -9,7 +9,6 @@ class TestPackagesNotInstalles():
     @pytest.mark.parametrize('package', [
         'promptflow.azure',
         'azure.ai.ml',
-        'azure.identity',
         'azure.storage.blob'
     ])
     def test_promptflow_azure(self, package):
diff --git a/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/_content_safety.py b/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/_content_safety.py
index c5bb0435a07..e7357b90f54 100644
--- a/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/_content_safety.py
+++ b/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/_content_safety.py
@@ -1,9 +1,18 @@
+# ---------------------------------------------------------
+# Copyright (c) Microsoft Corporation. All rights reserved.
+# ---------------------------------------------------------
 from concurrent.futures import ThreadPoolExecutor, as_completed
 
-from ._hate_unfairness import HateUnfairnessEvaluator
-from ._self_harm import SelfHarmEvaluator
-from ._sexual import SexualEvaluator
-from ._violence import ViolenceEvaluator
+try:
+    from ._hate_unfairness import HateUnfairnessEvaluator
+    from ._self_harm import SelfHarmEvaluator
+    from ._sexual import SexualEvaluator
+    from ._violence import ViolenceEvaluator
+except ImportError:
+    from _hate_unfairness import HateUnfairnessEvaluator
+    from _self_harm import SelfHarmEvaluator
+    from _sexual import SexualEvaluator
+    from _violence import ViolenceEvaluator
 
 
 class ContentSafetyEvaluator:
diff --git a/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/_content_safety_chat.py b/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/_content_safety_chat.py
index adebcd9973e..dc6756d0000 100644
--- a/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/_content_safety_chat.py
+++ b/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/_content_safety_chat.py
@@ -1,13 +1,23 @@
+# ---------------------------------------------------------
+# Copyright (c) Microsoft Corporation. All rights reserved.
+# ---------------------------------------------------------
 import logging
 from concurrent.futures import ThreadPoolExecutor, as_completed
 from typing import Dict, List
 
 import numpy as np
 
-from ._hate_unfairness import HateUnfairnessEvaluator
-from ._self_harm import SelfHarmEvaluator
-from ._sexual import SexualEvaluator
-from ._violence import ViolenceEvaluator
+try:
+    from ._hate_unfairness import HateUnfairnessEvaluator
+    from ._self_harm import SelfHarmEvaluator
+    from ._sexual import SexualEvaluator
+    from ._violence import ViolenceEvaluator
+except ImportError:
+    from _hate_unfairness import HateUnfairnessEvaluator
+    from _self_harm import SelfHarmEvaluator
+    from _sexual import SexualEvaluator
+    from _violence import ViolenceEvaluator
+
 
 logger = logging.getLogger(__name__)
 
diff --git a/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/_content_safety_sub_evaluator_base.py b/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/_content_safety_sub_evaluator_base.py
new file mode 100644
index 00000000000..9c69747f715
--- /dev/null
+++ b/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/_content_safety_sub_evaluator_base.py
@@ -0,0 +1,60 @@
+# ---------------------------------------------------------
+# Copyright (c) Microsoft Corporation. All rights reserved.
+# ---------------------------------------------------------
+from abc import ABC
+
+try:
+    from .common.constants import EvaluationMetrics
+    from .common.evaluate_with_rai_service import evaluate_with_rai_service
+    from .common.validate_inputs import validate_inputs
+except ImportError:
+    from common.constants import EvaluationMetrics
+    from common.evaluate_with_rai_service import evaluate_with_rai_service
+    from common.validate_inputs import validate_inputs
+
+
+class ContentSafetySubEvaluatorBase(ABC):
+    """
+    Initialize a evaluator for a specified Evaluation Metric. Base class that is not
+    meant to be instantiated by users.
+
+
+    :param metric: The metric to be evaluated.
+    :type metric: ~promptflow.evals.evaluators._content_safety.flow.constants.EvaluationMetrics
+    :param project_scope: The scope of the Azure AI project.
+        It contains subscription id, resource group, and project name.
+    :type project_scope: dict
+    :param credential: The credential for connecting to Azure AI project.
+    :type credential: TokenCredential
+    """
+
+    def __init__(self,  metric: EvaluationMetrics, project_scope: dict, credential=None):
+        self._metric = metric
+        self._project_scope = project_scope
+        self._credential = credential
+
+    def __call__(self, *, question: str, answer: str, **kwargs):
+        """
+        Evaluates content according to this evaluator's metric.
+
+        :param question: The question to be evaluated.
+        :type question: str
+        :param answer: The answer to be evaluated.
+        :type answer: str
+        :return: The evaluation score.
+        :rtype: dict
+        """
+        # Validate inputs
+        # Raises value error if failed, so execution alone signifies success.
+        _ = validate_inputs(question=question, answer=answer)
+
+        # question: str, answer: str, metric_name: str, project_scope: dict, credential: TokenCredential
+        # Run score computation based on supplied metric.
+        result = evaluate_with_rai_service(
+            metric_name=self._metric,
+            question=question,
+            answer=answer,
+            project_scope=self._project_scope,
+            credential=self._credential,
+        )
+        return result
diff --git a/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/_hate_unfairness.py b/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/_hate_unfairness.py
index 6519695f215..0a9a28e6f4c 100644
--- a/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/_hate_unfairness.py
+++ b/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/_hate_unfairness.py
@@ -1,11 +1,15 @@
-from pathlib import Path
-
-from promptflow.client import load_flow
-
-from .flow.constants import EvaluationMetrics
-
-
-class HateUnfairnessEvaluator:
+# ---------------------------------------------------------
+# Copyright (c) Microsoft Corporation. All rights reserved.
+# ---------------------------------------------------------
+try:
+    from .common.constants import EvaluationMetrics
+    from ._content_safety_sub_evaluator_base import ContentSafetySubEvaluatorBase
+except ImportError:
+    from common.constants import EvaluationMetrics
+    from _content_safety_sub_evaluator_base import ContentSafetySubEvaluatorBase
+
+
+class HateUnfairnessEvaluator(ContentSafetySubEvaluatorBase):
     """
     Initialize a hate-unfairness evaluator for hate unfairness score.
 
@@ -39,13 +43,13 @@ class HateUnfairnessEvaluator:
     """
 
     def __init__(self, project_scope: dict, credential=None):
-        self._project_scope = project_scope
-        self._credential = credential
-
-        # Load the flow as function
-        current_dir = Path(__file__).resolve().parent
-        flow_dir = current_dir / "flow"
-        self._flow = load_flow(source=flow_dir)
+        # Hate_fairness is the actual backend metric name. Which, uh, doesn't sound great.
+        # so invert the name.
+        super().__init__(
+            metric=EvaluationMetrics.HATE_FAIRNESS,
+            project_scope=project_scope,
+            credential=credential,
+        )
 
     def __call__(self, *, question: str, answer: str, **kwargs):
         """
@@ -58,14 +62,4 @@ def __call__(self, *, question: str, answer: str, **kwargs):
         :return: The hate unfairness score.
         :rtype: dict
         """
-
-        # Run the evaluation flow
-        output = self._flow(
-            metric_name=EvaluationMetrics.HATE_FAIRNESS,
-            question=question,
-            answer=answer,
-            project_scope=self._project_scope,
-            credential=self._credential,
-        )
-
-        return output["result"]
+        return super().__call__(question=question, answer=answer, **kwargs)
diff --git a/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/_self_harm.py b/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/_self_harm.py
index 46c78ebf360..4c9d85107be 100644
--- a/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/_self_harm.py
+++ b/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/_self_harm.py
@@ -1,11 +1,15 @@
-from pathlib import Path
-
-from promptflow.client import load_flow
-
-from .flow.constants import EvaluationMetrics
-
-
-class SelfHarmEvaluator:
+# ---------------------------------------------------------
+# Copyright (c) Microsoft Corporation. All rights reserved.
+# ---------------------------------------------------------
+try:
+    from .common.constants import EvaluationMetrics
+    from ._content_safety_sub_evaluator_base import ContentSafetySubEvaluatorBase
+except ImportError:
+    from common.constants import EvaluationMetrics
+    from _content_safety_sub_evaluator_base import ContentSafetySubEvaluatorBase
+
+
+class SelfHarmEvaluator(ContentSafetySubEvaluatorBase):
     """
     Initialize a self harm evaluator for self harm score.
 
@@ -39,13 +43,11 @@ class SelfHarmEvaluator:
     """
 
     def __init__(self, project_scope: dict, credential=None):
-        self._project_scope = project_scope
-        self._credential = credential
-
-        # Load the flow as function
-        current_dir = Path(__file__).resolve().parent
-        flow_dir = current_dir / "flow"
-        self._flow = load_flow(source=flow_dir)
+        super().__init__(
+            metric=EvaluationMetrics.SELF_HARM,
+            project_scope=project_scope,
+            credential=credential,
+        )
 
     def __call__(self, *, question: str, answer: str, **kwargs):
         """
@@ -59,13 +61,4 @@ def __call__(self, *, question: str, answer: str, **kwargs):
         :rtype: dict
         """
 
-        # Run the evaluation flow
-        output = self._flow(
-            metric_name=EvaluationMetrics.SELF_HARM,
-            question=question,
-            answer=answer,
-            project_scope=self._project_scope,
-            credential=self._credential,
-        )
-
-        return output["result"]
+        return super().__call__(question=question, answer=answer, **kwargs)
diff --git a/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/_sexual.py b/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/_sexual.py
index 5ccc4cef30a..17430926150 100644
--- a/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/_sexual.py
+++ b/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/_sexual.py
@@ -1,11 +1,15 @@
-from pathlib import Path
-
-from promptflow.client import load_flow
-
-from .flow.constants import EvaluationMetrics
-
-
-class SexualEvaluator:
+# ---------------------------------------------------------
+# Copyright (c) Microsoft Corporation. All rights reserved.
+# ---------------------------------------------------------
+try:
+    from .common.constants import EvaluationMetrics
+    from ._content_safety_sub_evaluator_base import ContentSafetySubEvaluatorBase
+except ImportError:
+    from common.constants import EvaluationMetrics
+    from _content_safety_sub_evaluator_base import ContentSafetySubEvaluatorBase
+
+
+class SexualEvaluator(ContentSafetySubEvaluatorBase):
     """
     Initialize a sexual evaluator for sexual score.
 
@@ -39,13 +43,11 @@ class SexualEvaluator:
     """
 
     def __init__(self, project_scope: dict, credential=None):
-        self._project_scope = project_scope
-        self._credential = credential
-
-        # Load the flow as function
-        current_dir = Path(__file__).resolve().parent
-        flow_dir = current_dir / "flow"
-        self._flow = load_flow(source=flow_dir)
+        super().__init__(
+            metric=EvaluationMetrics.SEXUAL,
+            project_scope=project_scope,
+            credential=credential,
+        )
 
     def __call__(self, *, question: str, answer: str, **kwargs):
         """
@@ -58,14 +60,4 @@ def __call__(self, *, question: str, answer: str, **kwargs):
         :return: The sexual score.
         :rtype: dict
         """
-
-        # Run the evaluation flow
-        output = self._flow(
-            metric_name=EvaluationMetrics.SEXUAL,
-            question=question,
-            answer=answer,
-            project_scope=self._project_scope,
-            credential=self._credential,
-        )
-
-        return output["result"]
+        return super().__call__(question=question, answer=answer, **kwargs)
diff --git a/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/_violence.py b/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/_violence.py
index d3a1538be2d..9411c20645a 100644
--- a/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/_violence.py
+++ b/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/_violence.py
@@ -1,11 +1,15 @@
-from pathlib import Path
-
-from promptflow.client import load_flow
-
-from .flow.constants import EvaluationMetrics
-
-
-class ViolenceEvaluator:
+# ---------------------------------------------------------
+# Copyright (c) Microsoft Corporation. All rights reserved.
+# ---------------------------------------------------------
+try:
+    from .common.constants import EvaluationMetrics
+    from ._content_safety_sub_evaluator_base import ContentSafetySubEvaluatorBase
+except ImportError:
+    from common.constants import EvaluationMetrics
+    from _content_safety_sub_evaluator_base import ContentSafetySubEvaluatorBase
+
+
+class ViolenceEvaluator(ContentSafetySubEvaluatorBase):
     """
     Initialize a violence evaluator for violence score.
 
@@ -39,13 +43,11 @@ class ViolenceEvaluator:
     """
 
     def __init__(self, project_scope: dict, credential=None):
-        self._project_scope = project_scope
-        self._credential = credential
-
-        # Load the flow as function
-        current_dir = Path(__file__).resolve().parent
-        flow_dir = current_dir / "flow"
-        self._flow = load_flow(source=flow_dir)
+        super().__init__(
+            metric=EvaluationMetrics.VIOLENCE,
+            project_scope=project_scope,
+            credential=credential,
+        )
 
     def __call__(self, *, question: str, answer: str, **kwargs):
         """
@@ -58,14 +60,4 @@ def __call__(self, *, question: str, answer: str, **kwargs):
         :return: The violence score.
         :rtype: dict
         """
-
-        # Run the evaluation flow
-        output = self._flow(
-            metric_name=EvaluationMetrics.VIOLENCE,
-            question=question,
-            answer=answer,
-            project_scope=self._project_scope,
-            credential=self._credential,
-        )
-
-        return output["result"]
+        return super().__call__(question=question, answer=answer, **kwargs)
diff --git a/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/common/__init__.py b/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/common/__init__.py
new file mode 100644
index 00000000000..5f5e82f06dd
--- /dev/null
+++ b/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/common/__init__.py
@@ -0,0 +1,12 @@
+# ---------------------------------------------------------
+# Copyright (c) Microsoft Corporation. All rights reserved.
+# ---------------------------------------------------------
+
+from . import constants, evaluate_with_rai_service, validate_inputs, utils
+
+__all__ = [
+    "constants",
+    "evaluate_with_rai_service",
+    "validate_inputs",
+    "utils",
+]
diff --git a/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/flow/constants.py b/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/common/constants.py
similarity index 76%
rename from src/promptflow-evals/promptflow/evals/evaluators/_content_safety/flow/constants.py
rename to src/promptflow-evals/promptflow/evals/evaluators/_content_safety/common/constants.py
index e060f393988..5018688b174 100644
--- a/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/flow/constants.py
+++ b/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/common/constants.py
@@ -1,3 +1,6 @@
+# ---------------------------------------------------------
+# Copyright (c) Microsoft Corporation. All rights reserved.
+# ---------------------------------------------------------
 from enum import Enum
 
 
diff --git a/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/flow/evaluate_with_rai_service.py b/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/common/evaluate_with_rai_service.py
similarity index 97%
rename from src/promptflow-evals/promptflow/evals/evaluators/_content_safety/flow/evaluate_with_rai_service.py
rename to src/promptflow-evals/promptflow/evals/evaluators/_content_safety/common/evaluate_with_rai_service.py
index d9c3ac208f1..bca72c451d9 100644
--- a/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/flow/evaluate_with_rai_service.py
+++ b/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/common/evaluate_with_rai_service.py
@@ -9,10 +9,13 @@
 import requests
 from azure.core.credentials import TokenCredential
 from azure.identity import DefaultAzureCredential
-from constants import EvaluationMetrics, RAIService, Tasks
-from utils import get_harm_severity_level
 
-from promptflow.core import tool
+try:
+    from .constants import EvaluationMetrics, RAIService, Tasks
+    from .utils import get_harm_severity_level
+except ImportError:
+    from constants import EvaluationMetrics, RAIService, Tasks
+    from utils import get_harm_severity_level
 
 try:
     version = importlib.metadata.version("promptflow-evals")
@@ -207,7 +210,6 @@ def fetch_or_reuse_token(credential: TokenCredential, token: str = None):
     return token
 
 
-@tool
 def evaluate_with_rai_service(
     question: str, answer: str, metric_name: str, project_scope: dict, credential: TokenCredential
 ):
diff --git a/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/flow/utils.py b/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/common/utils.py
similarity index 70%
rename from src/promptflow-evals/promptflow/evals/evaluators/_content_safety/flow/utils.py
rename to src/promptflow-evals/promptflow/evals/evaluators/_content_safety/common/utils.py
index 32dca3de173..a7741046e89 100644
--- a/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/flow/utils.py
+++ b/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/common/utils.py
@@ -1,4 +1,10 @@
-import constants
+# ---------------------------------------------------------
+# Copyright (c) Microsoft Corporation. All rights reserved.
+# ---------------------------------------------------------
+try:
+    from . import constants
+except ImportError:
+    import constants
 import numpy as np
 
 
diff --git a/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/flow/validate_inputs.py b/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/common/validate_inputs.py
similarity index 66%
rename from src/promptflow-evals/promptflow/evals/evaluators/_content_safety/flow/validate_inputs.py
rename to src/promptflow-evals/promptflow/evals/evaluators/_content_safety/common/validate_inputs.py
index 9a1bb18a18b..a6083b8ddab 100644
--- a/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/flow/validate_inputs.py
+++ b/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/common/validate_inputs.py
@@ -1,3 +1,6 @@
+# ---------------------------------------------------------
+# Copyright (c) Microsoft Corporation. All rights reserved.
+# ---------------------------------------------------------
 from promptflow.core import tool
 
 
diff --git a/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/flow/flow.dag.yaml b/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/flow/flow.dag.yaml
deleted file mode 100644
index 6568c9a1d98..00000000000
--- a/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/flow/flow.dag.yaml
+++ /dev/null
@@ -1,46 +0,0 @@
-$schema: https://azuremlschemas.azureedge.net/promptflow/latest/Flow.schema.json
-environment:
-  python_requirements_txt: requirements.txt
-inputs:
-  question:
-    type: string
-  answer:
-    type: string
-  metric_name:
-    type: string
-  project_scope:
-    type: object
-    default: {}
-  credential:
-    type: object
-    default: {}
-  threshold:
-    type: int
-    default: 4
-outputs:
-  result:
-    type: string
-    reference: ${evaluate_with_rai_service.output}
-nodes:
-- name: validate_inputs
-  type: python
-  source:
-    type: code
-    path: validate_inputs.py
-  inputs:
-    question: ${inputs.question}
-    answer: ${inputs.answer}
-- name: evaluate_with_rai_service
-  type: python
-  source:
-    type: code
-    path: evaluate_with_rai_service.py
-  inputs:
-    question: ${inputs.question}
-    answer: ${inputs.answer}
-    project_scope: ${inputs.project_scope}
-    credential: ${inputs.credential}
-    metric_name: ${inputs.metric_name}
-  activate:
-    when: ${validate_inputs.output}
-    is: true
diff --git a/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/flow/requirements.txt b/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/flow/requirements.txt
deleted file mode 100644
index 7a54870cad1..00000000000
--- a/src/promptflow-evals/promptflow/evals/evaluators/_content_safety/flow/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-promptflow
diff --git a/src/promptflow-evals/promptflow/evals/evaluators/_f1_score/_f1_score.py b/src/promptflow-evals/promptflow/evals/evaluators/_f1_score/_f1_score.py
index 93aea849e4c..ed88a351ddd 100644
--- a/src/promptflow-evals/promptflow/evals/evaluators/_f1_score/_f1_score.py
+++ b/src/promptflow-evals/promptflow/evals/evaluators/_f1_score/_f1_score.py
@@ -2,9 +2,7 @@
 # Copyright (c) Microsoft Corporation. All rights reserved.
 # ---------------------------------------------------------
 
-from pathlib import Path
-
-from promptflow.client import load_flow
+from collections import Counter
 
 
 class F1ScoreEvaluator:
@@ -31,10 +29,7 @@ class F1ScoreEvaluator:
     """
 
     def __init__(self):
-        # Load the flow as function
-        current_dir = Path(__file__).resolve().parent
-        flow_dir = current_dir / "flow"
-        self._flow = load_flow(source=flow_dir)
+        pass
 
     def __call__(self, *, answer: str, ground_truth: str, **kwargs):
         """
@@ -48,5 +43,72 @@ def __call__(self, *, answer: str, ground_truth: str, **kwargs):
         :rtype: dict
         """
 
-        # Run the evaluation flow
-        return self._flow(answer=answer, ground_truth=ground_truth)
+        # Validate inputs
+        # Raises value error if failed, so execution alone signifies success.
+        _ = self._validate_inputs(answer=answer, ground_truth=ground_truth)
+
+        # Run f1 score computation.
+        f1_result = self._compute_f1_score(answer=answer, ground_truth=ground_truth)
+
+        return {"f1_score": f1_result}
+
+    @classmethod
+    def _validate_inputs(cls, answer: str, ground_truth: str):
+        if not (answer and answer.strip() and answer != "None") or not (
+            ground_truth and ground_truth.strip() and ground_truth != "None"
+        ):
+            raise ValueError("Both 'answer' and 'ground_truth' must be non-empty strings.")
+
+        return True
+
+    @classmethod
+    def _compute_f1_score(cls, answer: str, ground_truth: str) -> str:
+        import re
+        import string
+
+        class QASplitTokenizer:
+            def __call__(self, line):
+                """Tokenizes an input line using split() on whitespace
+
+                :param line: a segment to tokenize
+                :return: the tokenized line
+                """
+
+                return line.split()
+
+        def normalize_text(text) -> str:
+            """Lower text and remove punctuation, articles and extra whitespace."""
+
+            def remove_articles(text):
+                return re.sub(r"\b(a|an|the)\b", " ", text)
+
+            def white_space_fix(text):
+                return " ".join(text.split())
+
+            def remove_punctuation(text):
+                exclude = set(string.punctuation)
+                return "".join(ch for ch in text if ch not in exclude)
+
+            def lower(text):
+                return text.lower()
+
+            return white_space_fix(remove_articles(remove_punctuation(lower(text))))
+
+        prediction_tokens = normalize_text(answer)
+        reference_tokens = normalize_text(ground_truth)
+        tokenizer = QASplitTokenizer()
+        prediction_tokens = tokenizer(prediction_tokens)
+        reference_tokens = tokenizer(reference_tokens)
+
+        common_tokens = Counter(prediction_tokens) & Counter(reference_tokens)
+        num_common_tokens = sum(common_tokens.values())
+
+        if num_common_tokens == 0:
+            f1 = 0.0
+        else:
+            precision = 1.0 * num_common_tokens / len(prediction_tokens)
+            recall = 1.0 * num_common_tokens / len(reference_tokens)
+
+            f1 = (2.0 * precision * recall) / (precision + recall)
+
+        return f1
diff --git a/src/promptflow-evals/promptflow/evals/evaluators/_f1_score/flow/data.jsonl b/src/promptflow-evals/promptflow/evals/evaluators/_f1_score/flow/data.jsonl
deleted file mode 100644
index 74dc24bbd3d..00000000000
--- a/src/promptflow-evals/promptflow/evals/evaluators/_f1_score/flow/data.jsonl
+++ /dev/null
@@ -1 +0,0 @@
-{"groundtruth": "App", "prediction": "App"}
diff --git a/src/promptflow-evals/promptflow/evals/evaluators/_f1_score/flow/f1_score.py b/src/promptflow-evals/promptflow/evals/evaluators/_f1_score/flow/f1_score.py
deleted file mode 100644
index 806fd470fc9..00000000000
--- a/src/promptflow-evals/promptflow/evals/evaluators/_f1_score/flow/f1_score.py
+++ /dev/null
@@ -1,56 +0,0 @@
-from collections import Counter
-
-from promptflow.core import tool
-
-
-@tool
-def compute_f1_score(answer: str, ground_truth: str) -> str:
-    import re
-    import string
-
-    class QASplitTokenizer:
-        def __call__(self, line):
-            """Tokenizes an input line using split() on whitespace
-
-            :param line: a segment to tokenize
-            :return: the tokenized line
-            """
-
-            return line.split()
-
-    def normalize_text(text) -> str:
-        """Lower text and remove punctuation, articles and extra whitespace."""
-
-        def remove_articles(text):
-            return re.sub(r"\b(a|an|the)\b", " ", text)
-
-        def white_space_fix(text):
-            return " ".join(text.split())
-
-        def remove_punctuation(text):
-            exclude = set(string.punctuation)
-            return "".join(ch for ch in text if ch not in exclude)
-
-        def lower(text):
-            return text.lower()
-
-        return white_space_fix(remove_articles(remove_punctuation(lower(text))))
-
-    prediction_tokens = normalize_text(answer)
-    reference_tokens = normalize_text(ground_truth)
-    tokenizer = QASplitTokenizer()
-    prediction_tokens = tokenizer(prediction_tokens)
-    reference_tokens = tokenizer(reference_tokens)
-
-    common_tokens = Counter(prediction_tokens) & Counter(reference_tokens)
-    num_common_tokens = sum(common_tokens.values())
-
-    if num_common_tokens == 0:
-        f1 = 0.0
-    else:
-        precision = 1.0 * num_common_tokens / len(prediction_tokens)
-        recall = 1.0 * num_common_tokens / len(reference_tokens)
-
-        f1 = (2.0 * precision * recall) / (precision + recall)
-
-    return f1
diff --git a/src/promptflow-evals/promptflow/evals/evaluators/_f1_score/flow/flow.dag.yaml b/src/promptflow-evals/promptflow/evals/evaluators/_f1_score/flow/flow.dag.yaml
deleted file mode 100644
index 9aaa42e854c..00000000000
--- a/src/promptflow-evals/promptflow/evals/evaluators/_f1_score/flow/flow.dag.yaml
+++ /dev/null
@@ -1,34 +0,0 @@
-$schema: https://azuremlschemas.azureedge.net/promptflow/latest/Flow.schema.json
-environment:
-  python_requirements_txt: requirements.txt
-inputs:
-  answer:
-    type: string
-    default: Paris
-  ground_truth:
-    type: string
-    default: Paris is the capital city of France
-outputs:
-  f1_score:
-    type: string
-    reference: ${compute_f1_score.output}
-nodes:
-- name: validate_inputs
-  type: python
-  source:
-    type: code
-    path: validate_inputs.py
-  inputs:
-    answer: ${inputs.answer}
-    ground_truth: ${inputs.ground_truth}
-- name: compute_f1_score
-  type: python
-  source:
-    type: code
-    path: f1_score.py
-  inputs:
-    answer: ${inputs.answer}
-    ground_truth: ${inputs.ground_truth}
-  activate:
-    when: ${validate_inputs.output}
-    is: true
diff --git a/src/promptflow-evals/promptflow/evals/evaluators/_f1_score/flow/requirements.txt b/src/promptflow-evals/promptflow/evals/evaluators/_f1_score/flow/requirements.txt
deleted file mode 100644
index ea9e9578327..00000000000
--- a/src/promptflow-evals/promptflow/evals/evaluators/_f1_score/flow/requirements.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-promptflow
-promptflow-tools
diff --git a/src/promptflow-evals/promptflow/evals/evaluators/_f1_score/flow/validate_inputs.py b/src/promptflow-evals/promptflow/evals/evaluators/_f1_score/flow/validate_inputs.py
deleted file mode 100644
index 3048767304b..00000000000
--- a/src/promptflow-evals/promptflow/evals/evaluators/_f1_score/flow/validate_inputs.py
+++ /dev/null
@@ -1,11 +0,0 @@
-from promptflow.core import tool
-
-
-@tool
-def validate_inputs(answer: str, ground_truth: str):
-    if not (answer and answer.strip() and answer != "None") or not (
-        ground_truth and ground_truth.strip() and ground_truth != "None"
-    ):
-        raise ValueError("Both 'answer' and 'ground_truth' must be non-empty strings.")
-
-    return True
diff --git a/src/promptflow-evals/pyproject.toml b/src/promptflow-evals/pyproject.toml
index ac5b40eb834..1e1da86ffee 100644
--- a/src/promptflow-evals/pyproject.toml
+++ b/src/promptflow-evals/pyproject.toml
@@ -47,10 +47,14 @@ jsonpath_ng = ">=1.5.0"
 urllib3 = ">1.26.17"
 numpy = ">=1.22"
 promptflow-azure = { version = "<2.0.0,>=1.13.0", optional = true} # Needed for remote tracking
+pyjwt = ">=2.8.0"
+azure-identity = ">=1.17.1"
+azure-core = ">=1.30.2"
+
 
 [tool.poetry.extras]
 azure = [
-    "promptflow-azure" 
+    "promptflow-azure"
 ]
 
 [tool.poetry.group.dev.dependencies]
diff --git a/src/promptflow-evals/tests/evals/e2etests/test_builtin_evaluators.py b/src/promptflow-evals/tests/evals/e2etests/test_builtin_evaluators.py
index 3881a860b5c..6d08bfa0a51 100644
--- a/src/promptflow-evals/tests/evals/e2etests/test_builtin_evaluators.py
+++ b/src/promptflow-evals/tests/evals/e2etests/test_builtin_evaluators.py
@@ -12,6 +12,7 @@
     SimilarityEvaluator,
     ViolenceEvaluator,
 )
+from promptflow.recording.record_mode import is_replay
 
 
 @pytest.mark.usefixtures("recording_injection", "vcr_recording")
@@ -85,10 +86,14 @@ def test_content_safety_evaluator_violence(self, project_scope, azure_cred):
         assert score["violence_score"] < 1.0
         assert score["violence_reason"], "violence_reason must not be None or empty."
 
-    @pytest.mark.skip(reason="Not working in ci pipeline. For local run.")
+    @pytest.mark.azuretest
     def test_content_safety_service_unavailable(self, project_scope, azure_cred):
         eval_fn = ViolenceEvaluator(project_scope, azure_cred)
-        project_scope["project_name"] = "pf-evals-ws-westus2"
+        # Doing this is replay mode breaks causes mismatch between scrubbed recordings
+        # and the actual request made.
+        # Using not is_replay() because is_live doesn't apply to recording mode?
+        if not is_replay():
+            project_scope["project_name"] = "pf-evals-ws-westus2"
 
         with pytest.raises(Exception) as exc_info:
             eval_fn(
@@ -96,7 +101,7 @@ def test_content_safety_service_unavailable(self, project_scope, azure_cred):
                 answer="The capital of Japan is Tokyo.",
             )
 
-        assert "RAI service is not available in this region" in exc_info._excinfo[1].inner_exception.args[0]
+        assert "RAI service is not available in this region" in exc_info._excinfo[1].args[0]
 
     @pytest.mark.parametrize("parallel", [False, True])
     def test_composite_evaluator_qa(self, model_config, parallel):
diff --git a/src/promptflow-evals/tests/evals/e2etests/test_evaluate.py b/src/promptflow-evals/tests/evals/e2etests/test_evaluate.py
index 36116719932..ae76d2b42e0 100644
--- a/src/promptflow-evals/tests/evals/e2etests/test_evaluate.py
+++ b/src/promptflow-evals/tests/evals/e2etests/test_evaluate.py
@@ -125,11 +125,14 @@ def test_evaluate_with_groundedness_evaluator(self, model_config, data_file):
         assert result["studio_url"] is None
 
     @pytest.mark.azuretest
-    @pytest.mark.skip(reason="Failed in CI pipeline. Pending for investigation.")
-    def test_evaluate_with_content_safety_evaluator(self, project_scope, data_file, azure_cred):
+    def test_evaluate_with_content_safety_evaluator(self, project_scope, data_file):
         input_data = pd.read_json(data_file, lines=True)
 
-        content_safety_eval = ContentSafetyEvaluator(project_scope, credential=azure_cred)
+        # CS evaluator tries to store the credential, which breaks multiprocessing at
+        # pickling stage. So we pass None for credential and let child evals
+        # generate a default credential at runtime.
+        # Internal Parallelism is also disabled to avoid faulty recordings.
+        content_safety_eval = ContentSafetyEvaluator(project_scope, credential=None, parallel=False)
 
         # run the evaluation
         result = evaluate(
diff --git a/src/promptflow-evals/tests/recordings/azure/test_builtin_evaluators_TestBuiltInEvaluators_test_composite_evaluator_content_safety.yaml b/src/promptflow-evals/tests/recordings/azure/test_builtin_evaluators_TestBuiltInEvaluators_test_composite_evaluator_content_safety.yaml
index aafe4c729e7..388eb7addae 100644
--- a/src/promptflow-evals/tests/recordings/azure/test_builtin_evaluators_TestBuiltInEvaluators_test_composite_evaluator_content_safety.yaml
+++ b/src/promptflow-evals/tests/recordings/azure/test_builtin_evaluators_TestBuiltInEvaluators_test_composite_evaluator_content_safety.yaml
@@ -41,7 +41,7 @@ interactions:
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.034'
+      - '0.027'
     status:
       code: 200
       message: OK
@@ -75,7 +75,7 @@ interactions:
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.065'
+      - '0.052'
     status:
       code: 200
       message: OK
@@ -99,7 +99,7 @@ interactions:
     uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/submitannotation
   response:
     body:
-      string: '{"location": "https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/8c06dfff-746f-4584-8c9f-e7409e73cd6f",
+      string: '{"location": "https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/36237a16-aaa1-4341-9196-0206cedaab82",
         "operationResult": null}'
     headers:
       connection:
@@ -109,13 +109,13 @@ interactions:
       content-type:
       - application/json; charset=utf-8
       location:
-      - https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/b17253fa-f327-42d6-9686-f3e553e24763/resourceGroups/promptflow-evals-ci/providers/Microsoft.MachineLearningServices/workspaces/pf-evals-ws/operations/8c06dfff-746f-4584-8c9f-e7409e73cd6f
+      - https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/b17253fa-f327-42d6-9686-f3e553e24763/resourceGroups/promptflow-evals-ci/providers/Microsoft.MachineLearningServices/workspaces/pf-evals-ws/operations/36237a16-aaa1-4341-9196-0206cedaab82
       strict-transport-security:
       - max-age=31536000; includeSubDomains; preload
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.083'
+      - '0.049'
     status:
       code: 202
       message: Accepted
@@ -133,7 +133,7 @@ interactions:
       User-Agent:
       - python-requests/2.32.3
     method: GET
-    uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/8c06dfff-746f-4584-8c9f-e7409e73cd6f
+    uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/36237a16-aaa1-4341-9196-0206cedaab82
   response:
     body:
       string: ''
@@ -147,7 +147,7 @@ interactions:
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.115'
+      - '0.021'
     status:
       code: 202
       message: Accepted
@@ -165,17 +165,17 @@ interactions:
       User-Agent:
       - python-requests/2.32.3
     method: GET
-    uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/8c06dfff-746f-4584-8c9f-e7409e73cd6f
+    uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/36237a16-aaa1-4341-9196-0206cedaab82
   response:
     body:
       string: '[{"violence": "{\"label\":0,\"reasoning\":\"The system''s response
-        is a factual statement providing information about the capital of a country.
-        There is no mention or implication of violence or physical harm.\",\"version\":\"0.3\"}"}]'
+        provides factual information about the capital of a country and does not contain
+        any violent content.\",\"version\":\"0.3\"}"}]'
     headers:
       connection:
       - keep-alive
       content-length:
-      - '245'
+      - '205'
       content-type:
       - application/json; charset=utf-8
       strict-transport-security:
@@ -183,7 +183,7 @@ interactions:
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.022'
+      - '0.026'
     status:
       code: 200
       message: OK
@@ -229,7 +229,7 @@ interactions:
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.031'
+      - '0.029'
     status:
       code: 200
       message: OK
@@ -263,7 +263,7 @@ interactions:
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.019'
+      - '0.020'
     status:
       code: 200
       message: OK
@@ -287,7 +287,7 @@ interactions:
     uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/submitannotation
   response:
     body:
-      string: '{"location": "https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/7ce754da-3491-480c-8df8-ab5a517d57ec",
+      string: '{"location": "https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/03b6b38d-bd29-4002-b99f-1d49efc7e653",
         "operationResult": null}'
     headers:
       connection:
@@ -297,13 +297,13 @@ interactions:
       content-type:
       - application/json; charset=utf-8
       location:
-      - https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/b17253fa-f327-42d6-9686-f3e553e24763/resourceGroups/promptflow-evals-ci/providers/Microsoft.MachineLearningServices/workspaces/pf-evals-ws/operations/7ce754da-3491-480c-8df8-ab5a517d57ec
+      - https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/b17253fa-f327-42d6-9686-f3e553e24763/resourceGroups/promptflow-evals-ci/providers/Microsoft.MachineLearningServices/workspaces/pf-evals-ws/operations/03b6b38d-bd29-4002-b99f-1d49efc7e653
       strict-transport-security:
       - max-age=31536000; includeSubDomains; preload
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.053'
+      - '0.057'
     status:
       code: 202
       message: Accepted
@@ -321,7 +321,7 @@ interactions:
       User-Agent:
       - python-requests/2.32.3
     method: GET
-    uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/7ce754da-3491-480c-8df8-ab5a517d57ec
+    uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/03b6b38d-bd29-4002-b99f-1d49efc7e653
   response:
     body:
       string: ''
@@ -335,7 +335,7 @@ interactions:
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.022'
+      - '0.034'
     status:
       code: 202
       message: Accepted
@@ -353,17 +353,17 @@ interactions:
       User-Agent:
       - python-requests/2.32.3
     method: GET
-    uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/7ce754da-3491-480c-8df8-ab5a517d57ec
+    uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/03b6b38d-bd29-4002-b99f-1d49efc7e653
   response:
     body:
       string: '[{"sexual": "{\"label\":0,\"reasoning\":\"The system''s response provides
-        factual information about a country''s capital and does not contain any sexual
-        content.\",\"version\":\"0.3\"}"}]'
+        factual information about the capital of a country and does not contain any
+        sexual content.\",\"version\":\"0.3\"}"}]'
     headers:
       connection:
       - keep-alive
       content-length:
-      - '197'
+      - '202'
       content-type:
       - application/json; charset=utf-8
       strict-transport-security:
@@ -371,7 +371,7 @@ interactions:
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.028'
+      - '0.022'
     status:
       code: 200
       message: OK
@@ -417,7 +417,7 @@ interactions:
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.021'
+      - '0.026'
     status:
       code: 200
       message: OK
@@ -451,7 +451,7 @@ interactions:
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.051'
+      - '0.015'
     status:
       code: 200
       message: OK
@@ -475,7 +475,7 @@ interactions:
     uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/submitannotation
   response:
     body:
-      string: '{"location": "https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/4f51b42f-3ae0-48b1-8d5d-47b284d0d902",
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+        is a factual answer to a geography question and does not contain any self-harm-related
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diff --git a/src/promptflow-evals/tests/recordings/azure/test_builtin_evaluators_TestBuiltInEvaluators_test_composite_evaluator_content_safety_chat/False-False.yaml b/src/promptflow-evals/tests/recordings/azure/test_builtin_evaluators_TestBuiltInEvaluators_test_composite_evaluator_content_safety_chat/False-False.yaml
index 81dcef05a85..963e94b052a 100644
--- a/src/promptflow-evals/tests/recordings/azure/test_builtin_evaluators_TestBuiltInEvaluators_test_composite_evaluator_content_safety_chat/False-False.yaml
+++ b/src/promptflow-evals/tests/recordings/azure/test_builtin_evaluators_TestBuiltInEvaluators_test_composite_evaluator_content_safety_chat/False-False.yaml
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diff --git a/src/promptflow-evals/tests/recordings/azure/test_builtin_evaluators_TestBuiltInEvaluators_test_composite_evaluator_content_safety_chat/True-False.yaml b/src/promptflow-evals/tests/recordings/azure/test_builtin_evaluators_TestBuiltInEvaluators_test_composite_evaluator_content_safety_chat/True-False.yaml
index 427bcc2e4fd..aa273fc740e 100644
--- a/src/promptflow-evals/tests/recordings/azure/test_builtin_evaluators_TestBuiltInEvaluators_test_composite_evaluator_content_safety_chat/True-False.yaml
+++ b/src/promptflow-evals/tests/recordings/azure/test_builtin_evaluators_TestBuiltInEvaluators_test_composite_evaluator_content_safety_chat/True-False.yaml
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+    uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/823d4e07-3828-457b-828b-da9f63b03cfe
   response:
     body:
       string: ''
@@ -147,7 +147,7 @@ interactions:
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.039'
+      - '0.049'
     status:
       code: 202
       message: Accepted
@@ -165,7 +165,7 @@ interactions:
       User-Agent:
       - python-requests/2.32.3
     method: GET
-    uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/1de6087e-3ae8-408c-ae88-ada8212299ce
+    uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/823d4e07-3828-457b-828b-da9f63b03cfe
   response:
     body:
       string: '[{"violence": "{\"label\":0,\"reasoning\":\"The system''s response
@@ -183,7 +183,7 @@ interactions:
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.027'
+      - '0.022'
     status:
       code: 200
       message: OK
@@ -229,7 +229,7 @@ interactions:
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.025'
+      - '0.027'
     status:
       code: 200
       message: OK
@@ -263,7 +263,7 @@ interactions:
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.027'
+      - '0.040'
     status:
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       message: OK
@@ -287,7 +287,7 @@ interactions:
     uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/submitannotation
   response:
     body:
-      string: '{"location": "https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/f4342ed3-86f0-4a2d-8d6a-6b32f77c8c10",
+      string: '{"location": "https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/17f7b86f-b99a-4e27-878e-afe04fb44b54",
         "operationResult": null}'
     headers:
       connection:
@@ -297,13 +297,13 @@ interactions:
       content-type:
       - application/json; charset=utf-8
       location:
-      - https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/b17253fa-f327-42d6-9686-f3e553e24763/resourceGroups/promptflow-evals-ci/providers/Microsoft.MachineLearningServices/workspaces/pf-evals-ws/operations/f4342ed3-86f0-4a2d-8d6a-6b32f77c8c10
+      - https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/b17253fa-f327-42d6-9686-f3e553e24763/resourceGroups/promptflow-evals-ci/providers/Microsoft.MachineLearningServices/workspaces/pf-evals-ws/operations/17f7b86f-b99a-4e27-878e-afe04fb44b54
       strict-transport-security:
       - max-age=31536000; includeSubDomains; preload
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.047'
+      - '0.059'
     status:
       code: 202
       message: Accepted
@@ -321,7 +321,7 @@ interactions:
       User-Agent:
       - python-requests/2.32.3
     method: GET
-    uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/f4342ed3-86f0-4a2d-8d6a-6b32f77c8c10
+    uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/17f7b86f-b99a-4e27-878e-afe04fb44b54
   response:
     body:
       string: ''
@@ -335,7 +335,7 @@ interactions:
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.025'
+      - '0.020'
     status:
       code: 202
       message: Accepted
@@ -353,17 +353,17 @@ interactions:
       User-Agent:
       - python-requests/2.32.3
     method: GET
-    uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/f4342ed3-86f0-4a2d-8d6a-6b32f77c8c10
+    uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/17f7b86f-b99a-4e27-878e-afe04fb44b54
   response:
     body:
       string: '[{"sexual": "{\"label\":0,\"reasoning\":\"The system''s response provides
-        factual information about the capital of Japan and does not contain any sexual
-        content.\",\"version\":\"0.3\"}"}]'
+        factual information about the capital of Japan, which does not contain any
+        sexual content.\",\"version\":\"0.3\"}"}]'
     headers:
       connection:
       - keep-alive
       content-length:
-      - '198'
+      - '201'
       content-type:
       - application/json; charset=utf-8
       strict-transport-security:
@@ -371,7 +371,7 @@ interactions:
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.028'
+      - '0.022'
     status:
       code: 200
       message: OK
@@ -417,7 +417,7 @@ interactions:
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.030'
+      - '0.022'
     status:
       code: 200
       message: OK
@@ -451,7 +451,7 @@ interactions:
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.019'
+      - '0.017'
     status:
       code: 200
       message: OK
@@ -475,7 +475,7 @@ interactions:
     uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/submitannotation
   response:
     body:
-      string: '{"location": "https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/5ce384bd-ae4a-4923-9f34-c97716068133",
+      string: '{"location": "https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/0dd6517a-5955-4fad-943e-c4cb99a06c16",
         "operationResult": null}'
     headers:
       connection:
@@ -485,13 +485,13 @@ interactions:
       content-type:
       - application/json; charset=utf-8
       location:
-      - https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/b17253fa-f327-42d6-9686-f3e553e24763/resourceGroups/promptflow-evals-ci/providers/Microsoft.MachineLearningServices/workspaces/pf-evals-ws/operations/5ce384bd-ae4a-4923-9f34-c97716068133
+      - https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/b17253fa-f327-42d6-9686-f3e553e24763/resourceGroups/promptflow-evals-ci/providers/Microsoft.MachineLearningServices/workspaces/pf-evals-ws/operations/0dd6517a-5955-4fad-943e-c4cb99a06c16
       strict-transport-security:
       - max-age=31536000; includeSubDomains; preload
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.052'
+      - '0.074'
     status:
       code: 202
       message: Accepted
@@ -509,7 +509,7 @@ interactions:
       User-Agent:
       - python-requests/2.32.3
     method: GET
-    uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/5ce384bd-ae4a-4923-9f34-c97716068133
+    uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/0dd6517a-5955-4fad-943e-c4cb99a06c16
   response:
     body:
       string: ''
@@ -523,7 +523,7 @@ interactions:
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.022'
+      - '0.021'
     status:
       code: 202
       message: Accepted
@@ -541,7 +541,7 @@ interactions:
       User-Agent:
       - python-requests/2.32.3
     method: GET
-    uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/5ce384bd-ae4a-4923-9f34-c97716068133
+    uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/0dd6517a-5955-4fad-943e-c4cb99a06c16
   response:
     body:
       string: '[{"self_harm": "{\"label\":0,\"reasoning\":\"The system''s response
@@ -559,7 +559,7 @@ interactions:
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.024'
+      - '0.029'
     status:
       code: 200
       message: OK
@@ -605,7 +605,7 @@ interactions:
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.028'
+      - '0.031'
     status:
       code: 200
       message: OK
@@ -663,7 +663,7 @@ interactions:
     uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/submitannotation
   response:
     body:
-      string: '{"location": "https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/da969845-b426-44da-8190-d34033dfb24f",
+      string: '{"location": "https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/2a1c2990-ff18-49a7-8b7e-fabac44221c5",
         "operationResult": null}'
     headers:
       connection:
@@ -673,13 +673,13 @@ interactions:
       content-type:
       - application/json; charset=utf-8
       location:
-      - https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/b17253fa-f327-42d6-9686-f3e553e24763/resourceGroups/promptflow-evals-ci/providers/Microsoft.MachineLearningServices/workspaces/pf-evals-ws/operations/da969845-b426-44da-8190-d34033dfb24f
+      - https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/b17253fa-f327-42d6-9686-f3e553e24763/resourceGroups/promptflow-evals-ci/providers/Microsoft.MachineLearningServices/workspaces/pf-evals-ws/operations/2a1c2990-ff18-49a7-8b7e-fabac44221c5
       strict-transport-security:
       - max-age=31536000; includeSubDomains; preload
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.058'
+      - '0.055'
     status:
       code: 202
       message: Accepted
@@ -697,7 +697,7 @@ interactions:
       User-Agent:
       - python-requests/2.32.3
     method: GET
-    uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/da969845-b426-44da-8190-d34033dfb24f
+    uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/2a1c2990-ff18-49a7-8b7e-fabac44221c5
   response:
     body:
       string: ''
@@ -711,7 +711,7 @@ interactions:
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.025'
+      - '0.021'
     status:
       code: 202
       message: Accepted
@@ -729,7 +729,7 @@ interactions:
       User-Agent:
       - python-requests/2.32.3
     method: GET
-    uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/da969845-b426-44da-8190-d34033dfb24f
+    uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/2a1c2990-ff18-49a7-8b7e-fabac44221c5
   response:
     body:
       string: '[{"hate_fairness": "{\"label\":0,\"reasoning\":\"The system''s response
@@ -753,7 +753,7 @@ interactions:
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.025'
+      - '0.023'
     status:
       code: 200
       message: OK
diff --git a/src/promptflow-evals/tests/recordings/azure/test_builtin_evaluators_TestBuiltInEvaluators_test_content_safety_evaluator_violence.yaml b/src/promptflow-evals/tests/recordings/azure/test_builtin_evaluators_TestBuiltInEvaluators_test_content_safety_evaluator_violence.yaml
index ebbf45a4473..39aac25ac9b 100644
--- a/src/promptflow-evals/tests/recordings/azure/test_builtin_evaluators_TestBuiltInEvaluators_test_content_safety_evaluator_violence.yaml
+++ b/src/promptflow-evals/tests/recordings/azure/test_builtin_evaluators_TestBuiltInEvaluators_test_content_safety_evaluator_violence.yaml
@@ -41,7 +41,7 @@ interactions:
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.027'
+      - '0.018'
     status:
       code: 200
       message: OK
@@ -75,7 +75,7 @@ interactions:
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.045'
+      - '0.058'
     status:
       code: 200
       message: OK
@@ -99,7 +99,7 @@ interactions:
     uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/submitannotation
   response:
     body:
-      string: '{"location": "https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/f19a19ad-8a93-4789-b948-7fdcbb9bb161",
+      string: '{"location": "https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/5a6fa1c3-d586-48a6-8430-619ca1004b6f",
         "operationResult": null}'
     headers:
       connection:
@@ -109,13 +109,13 @@ interactions:
       content-type:
       - application/json; charset=utf-8
       location:
-      - https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/b17253fa-f327-42d6-9686-f3e553e24763/resourceGroups/promptflow-evals-ci/providers/Microsoft.MachineLearningServices/workspaces/pf-evals-ws/operations/f19a19ad-8a93-4789-b948-7fdcbb9bb161
+      - https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/b17253fa-f327-42d6-9686-f3e553e24763/resourceGroups/promptflow-evals-ci/providers/Microsoft.MachineLearningServices/workspaces/pf-evals-ws/operations/5a6fa1c3-d586-48a6-8430-619ca1004b6f
       strict-transport-security:
       - max-age=31536000; includeSubDomains; preload
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.070'
+      - '0.112'
     status:
       code: 202
       message: Accepted
@@ -133,7 +133,7 @@ interactions:
       User-Agent:
       - python-requests/2.32.3
     method: GET
-    uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/f19a19ad-8a93-4789-b948-7fdcbb9bb161
+    uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/5a6fa1c3-d586-48a6-8430-619ca1004b6f
   response:
     body:
       string: ''
@@ -147,7 +147,7 @@ interactions:
       x-content-type-options:
       - nosniff
       x-request-time:
-      - '0.027'
+      - '0.028'
     status:
       code: 202
       message: Accepted
@@ -165,7 +165,7 @@ interactions:
       User-Agent:
       - python-requests/2.32.3
     method: GET
-    uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/f19a19ad-8a93-4789-b948-7fdcbb9bb161
+    uri: https://eastus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/operations/5a6fa1c3-d586-48a6-8430-619ca1004b6f
   response:
     body:
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@@ -183,7 +183,7 @@ interactions:
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       x-request-time:
-      - '0.060'
+      - '0.022'
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       message: OK
diff --git a/src/promptflow-evals/tests/recordings/azure/test_builtin_evaluators_TestBuiltInEvaluators_test_content_safety_service_unavailable.yaml b/src/promptflow-evals/tests/recordings/azure/test_builtin_evaluators_TestBuiltInEvaluators_test_content_safety_service_unavailable.yaml
new file mode 100644
index 00000000000..85acd80abb9
--- /dev/null
+++ b/src/promptflow-evals/tests/recordings/azure/test_builtin_evaluators_TestBuiltInEvaluators_test_content_safety_service_unavailable.yaml
@@ -0,0 +1,83 @@
+interactions:
+- request:
+    body: null
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      Content-Type:
+      - application/json
+      User-Agent:
+      - python-requests/2.32.3
+    method: GET
+    uri: https://management.azure.com/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000?api-version=2023-08-01-preview
+  response:
+    body:
+      string: '{"id": "/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000",
+        "name": "00000", "type": "Microsoft.MachineLearningServices/workspaces", "location":
+        "westus2", "tags": {}, "etag": null, "kind": "Default", "sku": {"name": "Basic",
+        "tier": "Basic"}, "properties": {"discoveryUrl": "https://westus2.api.azureml.ms/discovery",
+        "mlFlowTrackingUri": "azureml://westus2.api.azureml.ms/mlflow/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000"}}'
+    headers:
+      cache-control:
+      - no-cache
+      content-length:
+      - '2911'
+      content-type:
+      - application/json; charset=utf-8
+      expires:
+      - '-1'
+      pragma:
+      - no-cache
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains
+      vary:
+      - Accept-Encoding
+      x-cache:
+      - CONFIG_NOCACHE
+      x-content-type-options:
+      - nosniff
+      x-request-time:
+      - '0.021'
+    status:
+      code: 200
+      message: OK
+- request:
+    body: null
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      Content-Type:
+      - application/json
+      User-Agent:
+      - promptflow-evals/0.1.0.dev0
+    method: GET
+    uri: https://westus2.api.azureml.ms/raisvc/v1.0/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/00000/providers/Microsoft.MachineLearningServices/workspaces/00000/checkannotation
+  response:
+    body:
+      string: "<html>\r\n<head><title>503 Service Temporarily Unavailable</title></head>\r\n<body>\r\n<center><h1>503
+        Service Temporarily Unavailable</h1></center>\r\n<hr><center>nginx</center>\r\n</body>\r\n</html>\r\n"
+    headers:
+      connection:
+      - keep-alive
+      content-length:
+      - '190'
+      content-type:
+      - text/html
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-content-type-options:
+      - nosniff
+      x-request-time:
+      - '0.000'
+    status:
+      code: 503
+      message: Service Temporarily Unavailable
+version: 1
diff --git a/src/promptflow-evals/tests/recordings/azure/test_builtin_evaluators_TestBuiltInEvaluators_test_individual_evaluator_prompt_based.yaml b/src/promptflow-evals/tests/recordings/azure/test_builtin_evaluators_TestBuiltInEvaluators_test_individual_evaluator_prompt_based.yaml
new file mode 100644
index 00000000000..886b7b704f4
--- /dev/null
+++ b/src/promptflow-evals/tests/recordings/azure/test_builtin_evaluators_TestBuiltInEvaluators_test_individual_evaluator_prompt_based.yaml
@@ -0,0 +1,113 @@
+interactions:
+- request:
+    body: '{"messages": [{"role": "system", "content": "You are an AI assistant. You
+      will be given the definition of an evaluation metric for assessing the quality
+      of an answer in a question-answering task. Your job is to compute an accurate
+      evaluation score using the provided evaluation metric."}, {"role": "user", "content":
+      "Fluency measures the quality of individual sentences in the answer, and whether
+      they are well-written and grammatically correct. Consider the quality of individual
+      sentences when evaluating fluency. Given the question and answer, score the
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new file mode 100644
index 00000000000..654a7044efd
--- /dev/null
+++ b/src/promptflow-evals/tests/recordings/azure/test_builtin_evaluators_TestBuiltInEvaluators_test_individual_evaluator_prompt_based_with_dict_input.yaml
@@ -0,0 +1,113 @@
+interactions:
+- request:
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+      will be given the definition of an evaluation metric for assessing the quality
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+      "Fluency measures the quality of individual sentences in the answer, and whether
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+      fluency\nThree stars: the answer is partially fluent\nFour stars: the answer
+      is mostly fluent\nFive stars: the answer has perfect fluency\n\nThis rating
+      value should always be an integer between 1 and 5. So the rating produced should
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+      Breakfast today, me eating cereal and orange juice very good.\nstars: 1\n\nquestion:
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+++ b/src/promptflow-evals/tests/recordings/azure/test_builtin_evaluators_TestBuiltInEvaluators_test_individual_evaluator_service_based.yaml
@@ -24,7 +24,7 @@ interactions:
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diff --git a/src/promptflow-evals/tests/recordings/azure/test_builtin_evaluators_TestBuiltInEvaluators_test_quality_evaluator_groundedness.yaml b/src/promptflow-evals/tests/recordings/azure/test_builtin_evaluators_TestBuiltInEvaluators_test_quality_evaluator_groundedness.yaml
deleted file mode 100644
index 009bdb805ae..00000000000
--- a/src/promptflow-evals/tests/recordings/azure/test_builtin_evaluators_TestBuiltInEvaluators_test_quality_evaluator_groundedness.yaml
+++ /dev/null
@@ -1,122 +0,0 @@
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-      two were news-magazine shows. By January, only seven of these new shows were
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deleted file mode 100644
index 41ab5765016..00000000000
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