typo fix in examples/llm/readme (#10524)

Author: puririshi98

examples/llm/README.md

@@ -2,7 +2,7 @@
 
 | Example                                | Description                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
 | -------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
-| [`g_retriever.py`](./g_retriever.py)   | Example helper functions for how to use the [G-retriever](https://arxiv.org/abs/2402.07630) GNN+LLM module in PyG. We also have an [example repo](https://github.com/neo4j-product-examples/neo4j-gnn-llm-example) for integration with [Neo4j Graph DBs][neo4j.com] along with an associated [blog](https://developer.nvidia.com/blog/boosting-qa-accuracy-with-graphrag-using-pyg-and-graph-databases/) showing 2x accuracy gains over LLMs on real medical data. See examples/llm/txt2kg_rag.py for e2e pipeline in PyG including: KG Creation, Subgraph Retrieval, GNN+LLM Finetuning, Testing, LLM Judge Eval.                                                                                                                                                                       |
+| [`g_retriever.py`](./g_retriever.py)   | Example helper functions for how to use the [G-retriever](https://arxiv.org/abs/2402.07630) GNN+LLM module in PyG. We also have an [example repo](https://github.com/neo4j-product-examples/neo4j-gnn-llm-example) for integration with [Neo4j Graph DBs](neo4j.com) along with an associated [blog](https://developer.nvidia.com/blog/boosting-qa-accuracy-with-graphrag-using-pyg-and-graph-databases/) showing 2x accuracy gains over LLMs on real medical data. See examples/llm/txt2kg_rag.py for e2e pipeline in PyG including: KG Creation, Subgraph Retrieval, GNN+LLM Finetuning, Testing, LLM Judge Eval.                                                                                                                                                                       |
 | [`nvtx_examples/`](./nvtx_examples/)   | Contains examples of how to wrap functions using the NVTX profiler for CUDA runtime analysis.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             |
 | [`molecule_gpt.py`](./molecule_gpt.py) | Example for MoleculeGPT: Instruction Following Large Language Models for Molecular Property Prediction. Supports MoleculeGPT and InstructMol dataset                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      |
 | [`glem.py`](./glem.py)                 | Example for [GLEM](https://arxiv.org/abs/2210.14709), a GNN+LLM co-training model via variational Expectation-Maximization (EM) framework on node classification tasks to achieve SOTA results                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            |