diff --git a/classy_classification/classifiers/classy_skeleton.py b/classy_classification/classifiers/classy_skeleton.py
index c3e3f20..bfe2bdc 100644
--- a/classy_classification/classifiers/classy_skeleton.py
+++ b/classy_classification/classifiers/classy_skeleton.py
@@ -1,3 +1,4 @@
+import collections
 import importlib.util
 from typing import List, Union
 
@@ -48,9 +49,11 @@ def __init__(
                     "max_cross_validation_folds": 5
                 }.
         """
+
         self.multi_label = multi_label
 
-        self.data = data
+        self.data = collections.OrderedDict(sorted(data.items()))
+
         self.name = name
         self.nlp = nlp
         self.verbose = verbose
@@ -125,7 +128,7 @@ def set_config(self, config: Union[dict, None] = None):
             if len(self.label_list) > 1:
                 config = {
                     "C": [1, 2, 5, 10, 20, 50, 100],
-                    "kernel": ["linear"],
+                    "kernel": ["linear", "rbf", "poly", "sigmoid"],
                     "max_cross_validation_folds": 5,
                     "seed": None,
                 }
diff --git a/classy_classification/classifiers/classy_standalone.py b/classy_classification/classifiers/classy_standalone.py
index 173561c..eae0ea4 100644
--- a/classy_classification/classifiers/classy_standalone.py
+++ b/classy_classification/classifiers/classy_standalone.py
@@ -1,3 +1,4 @@
+import collections
 from typing import List, Union
 
 from .classy_spacy import ClassyExternal, ClassySkeletonFewShot
@@ -59,7 +60,7 @@ def __init__(
                 }.
         """
         self.multi_label = multi_label
-        self.data = data
+        self.data = collections.OrderedDict(sorted(data.items()))
         self.model = model
         self.device = device
         self.verbose = verbose
diff --git a/poetry.lock b/poetry.lock
index c2f3b02..0af8244 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -355,7 +355,7 @@ tests = ["asttokens", "littleutils", "pytest", "rich"]
 
 [[package]]
 name = "fast-sentence-transformers"
-version = "0.4.0"
+version = "0.4.1"
 description = "This repository contains code to run faster sentence-transformers using tools like quantization, ONNX and pruning."
 category = "main"
 optional = true
@@ -553,6 +553,14 @@ category = "dev"
 optional = false
 python-versions = ">=3.7"
 
+[[package]]
+name = "InstructorEmbedding"
+version = "1.0.0"
+description = "Text embedding tool"
+category = "main"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "ipykernel"
 version = "6.20.1"
@@ -2473,7 +2481,7 @@ onnx = ["fast-sentence-transformers"]
 [metadata]
 lock-version = "1.1"
 python-versions = ">=3.8,<3.12"
-content-hash = "071e1d8953fe722e7884f8ac4a003d1f55101263694f7b22340b3f281b02f470"
+content-hash = "c1b34a37910e4f6ef4436feb1890e176edc243416c2148261cb8528709c227c5"
 
 [metadata.files]
 anyio = [
@@ -2760,8 +2768,8 @@ executing = [
     {file = "executing-1.2.0.tar.gz", hash = "sha256:19da64c18d2d851112f09c287f8d3dbbdf725ab0e569077efb6cdcbd3497c107"},
 ]
 fast-sentence-transformers = [
-    {file = "fast_sentence_transformers-0.4.0-py3-none-any.whl", hash = "sha256:e41c37078d37f230323e74828e27c3d7bab501c349295e13b25d48a4a97336a5"},
-    {file = "fast_sentence_transformers-0.4.0.tar.gz", hash = "sha256:1627cb744a50f0167a705563b2085c3f31eff50c63c6a778215866f0e0ecad95"},
+    {file = "fast_sentence_transformers-0.4.1-py3-none-any.whl", hash = "sha256:83d47d623c2ad5b5d2bf7d5fffcfeb32a994df82be71414fd60c0e849026a94b"},
+    {file = "fast_sentence_transformers-0.4.1.tar.gz", hash = "sha256:d4d963b5495cb070701e67517f89c7d9a0f11179281e1d9c4f4dcafd230ada0f"},
 ]
 fastjsonschema = [
     {file = "fastjsonschema-2.16.2-py3-none-any.whl", hash = "sha256:21f918e8d9a1a4ba9c22e09574ba72267a6762d47822db9add95f6454e51cc1c"},
@@ -2823,6 +2831,10 @@ iniconfig = [
     {file = "iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"},
     {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
 ]
+InstructorEmbedding = [
+    {file = "InstructorEmbedding-1.0.0-py2.py3-none-any.whl", hash = "sha256:f73e0f1fa3649329a70f29fc5abe7d03bac96429c4e2704df8c77d6970b4bc32"},
+    {file = "InstructorEmbedding-1.0.0.tar.gz", hash = "sha256:d68f51bcfcc98afd556ba40249790eccaf928440f8a002a178fb6bf31858eb02"},
+]
 ipykernel = [
     {file = "ipykernel-6.20.1-py3-none-any.whl", hash = "sha256:a314e6782a4f9e277783382976b3a93608a3787cd70a235b558b47f875134be1"},
     {file = "ipykernel-6.20.1.tar.gz", hash = "sha256:f6016ecbf581d0ea6e29ba16cee6cc1a9bbde3835900c46c6571a791692f4139"},
diff --git a/pyproject.toml b/pyproject.toml
index 187d13b..c62e71d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -31,6 +31,7 @@ sentence-transformers = "^2.0"
 scikit-learn = "^1.0"
 pandas = "^1.4"
 fast-sentence-transformers = { version = "^0.4.1", optional = true }
+InstructorEmbedding = "^1.0.0"
 
 [tool.poetry.extras]
 onnx = ["fast-sentence-transformers"]