docs: update admonitions token tutorial (#5248)

# Description
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Closes #5247 

**Type of change**
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- Documentation update

**How Has This Been Tested**
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**Checklist**
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- I added relevant documentation

argilla/docs/tutorials/token_classification.ipynb

@@ -38,7 +38,7 @@
     "- Remotely using a [HF Space](https://huggingface.co/new-space?template=argilla/argilla-template-space). ⚠️ If persistent storage is not enabled, you will lose your data when the server is stopped.\n",
     "\n",
     "!!! note\n",
-    "As this is a release candidate version, you'll need to manually change the version in the HF Space Files > Dockerfile to `argilla/argilla-quickstart:v2.0.0rc2`.\n",
+    "    As this is a release candidate version, you'll need to manually change the version in the HF Space Files > Dockerfile to `argilla/argilla-quickstart:v2.0.0rc2`.\n",
     "\n",
     "- Locally using Docker: `docker run -d --name quickstart -p 6900:6900 argilla/argilla-quickstart:v2.0.0rc2`\n"
    ]
@@ -263,7 +263,7 @@
    "metadata": {},
    "source": [
     "!!! note\n",
-    "For further information, you can check the [GLiNER repository](https://github.com/urchade/GLiNER) and the [original paper](https://arxiv.org/abs/2311.08526).\n"
+    "    For further information, you can check the [GLiNER repository](https://github.com/urchade/GLiNER) and the [original paper](https://arxiv.org/abs/2311.08526).\n"
    ]
   },
   {
@@ -354,7 +354,7 @@
    "metadata": {},
    "source": [
     "!!! note\n",
-    "Check this [how-to guide](../how_to_guides/annotate.md) to know more about annotating in the UI.\n"
+    "    Check this [how-to guide](../how_to_guides/annotate.md) to know more about annotating in the UI."
    ]
   },
   {
@@ -370,7 +370,8 @@
    "source": [
     "After the annotation, we will have a robust dataset to train our model for entity recognition. For our case, we will train a SpanMarker model, but you can select any model of your choice. So, let's start by retrieving the annotated records.\n",
     "\n",
-    "> Check this [how-to guide](../how_to_guides/query_export.md) to learn more about filtering and querying in Argilla.\n"
+    "!!! note\n",
+    "    Check this [how-to guide](../how_to_guides/query_export.md) to learn more about filtering and querying in Argilla.\n"
    ]
   },
   {
@@ -412,7 +413,7 @@
    "metadata": {},
    "source": [
     "!!! note\n",
-    "For further information, you can check the [SpanMarker documentation](https://tomaarsen.github.io/SpanMarkerNER/).\n"
+    "    For further information, you can check the [SpanMarker documentation](https://tomaarsen.github.io/SpanMarkerNER/).\n"
    ]
   },
   {
@@ -556,7 +557,7 @@
    "metadata": {},
    "source": [
     "!!! note\n",
-    "The training arguments are inherited from the Transformers library. You can check more information [here](https://huggingface.co/docs/transformers/en/main_classes/trainer#transformers.TrainingArguments).\n"
+    "    The training arguments are inherited from the Transformers library. You can check more information [here](https://huggingface.co/docs/transformers/en/main_classes/trainer#transformers.TrainingArguments).\n"
    ]
   },
   {