[CI] Add mteb testing for rerank models (#19344)

tests/models/language/pooling/test_cross_encoder.py

@@ -0,0 +1,18 @@
+# SPDX-License-Identifier: Apache-2.0
+# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
+import pytest
+
+from .mteb_utils import RerankModelInfo, mteb_test_rerank_models
+
+RERANK_MODELS = [
+    RerankModelInfo("cross-encoder/ms-marco-TinyBERT-L-2-v2",
+                    architecture="BertForSequenceClassification"),
+    RerankModelInfo("tomaarsen/Qwen3-Reranker-0.6B-seq-cls",
+                    architecture="Qwen3ForSequenceClassification")
+]
+
+
+@pytest.mark.parametrize("model_info", RERANK_MODELS)
+def test_rerank_models_mteb(hf_runner, vllm_runner,
+                            model_info: RerankModelInfo) -> None:
+    mteb_test_rerank_models(hf_runner, vllm_runner, model_info)