Give pooling examples better names (#30488)

Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>

docs/models/supported_models.md

@@ -568,7 +568,7 @@ These models primarily support the [`LLM.score`](./pooling_models.md#llmscore) A
     ```
 
 !!! note
-    Load the official original `Qwen3 Reranker` by using the following command. More information can be found at: [examples/pooling/score/qwen3_reranker.py](../../examples/pooling/score/qwen3_reranker.py).
+    Load the official original `Qwen3 Reranker` by using the following command. More information can be found at: [examples/pooling/score/offline_reranker.py](../../examples/pooling/score/offline_reranker.py).
 
     ```bash
     vllm serve Qwen/Qwen3-Reranker-0.6B --hf_overrides '{"architectures": ["Qwen3ForSequenceClassification"],"classifier_from_token": ["no", "yes"],"is_original_qwen3_reranker": true}'

docs/serving/openai_compatible_server.md

@@ -851,7 +851,7 @@ endpoints are compatible with both [Jina AI's re-rank API interface](https://jin
 [Cohere's re-rank API interface](https://docs.cohere.com/v2/reference/rerank) to ensure compatibility with
 popular open-source tools.
 
-Code example: [examples/pooling/score/jinaai_rerank_client.py](../../examples/pooling/score/jinaai_rerank_client.py)
+Code example: [examples/pooling/score/openai_reranker.py](../../examples/pooling/score/openai_reranker.py)
 
 #### Example Request
 

vllm/model_executor/models/config.py

@@ -214,7 +214,7 @@ class Qwen3ForSequenceClassificationConfig(VerifyAndUpdateConfig):
         tokens = getattr(config, "classifier_from_token", None)
         assert tokens is not None and len(tokens) == 2, (
             "Try loading the original Qwen3 Reranker?, see: "
-            "https://github.com/vllm-project/vllm/tree/main/examples/offline_inference/qwen3_reranker.py"
+            "https://github.com/vllm-project/vllm/tree/main/examples/offline_inference/offline_reranker.py"
         )
         vllm_config.model_config.hf_config.method = "from_2_way_softmax"