Update README.md

README.md

@@ -17,12 +17,14 @@ To create JGraphQA, we first conducted a detailed analysis of the existing Chart
 All questions and answers were manually crafted and verified to ensure accurate and meaningful evaluation.
 
 ## Installation
-- Access the URLs listed in the citation_pdf_url column of source.csv and download the corresponding PDF files.
-Rename each downloaded file according to the file name specified in the local_file_name column of source.csv.
-(Alternatively, you may keep the original file names of the downloaded files and instead update the file names in the local_file_name column accordingly.)
+These code snippets were created for evaluation using [lmms-eval](https://github.com/EvolvingLMMs-Lab/lmms-eval/tree/main). Please make sure to install lmms-eval before using this benchmark.
+
+- Access the URLs listed in the "citation_pdf_url" column of "source.csv" and download the corresponding PDF files.
+Rename each downloaded file according to the file name specified in the "local_file_name" column of "source.csv".
+(Alternatively, you may keep the original file names of the downloaded files and instead update the file names in the "local_file_name" column accordingly.)
 Please place the downloaded PDF files in the ./pdf directory.
-- Run create_dataset_for_lmms-eval.ipynb to generate jgraphqa.parquet.
-- Copy jgraphqa.yaml, utils.py, and the generated jgraphqa.parquet file into the [lmms_eval/tasks](https://github.com/EvolvingLMMs-Lab/lmms-eval/tree/main/lmms_eval/tasks)/jgraphqa directory.
+- Run "create_dataset_for_lmms-eval.ipynb" to generate "jgraphqa.parquet".
+- Copy "jgraphqa.yaml", "utils.py", and the generated "jgraphqa.parquet" file into the [lmms_eval/tasks](https://github.com/EvolvingLMMs-Lab/lmms-eval/tree/main/lmms_eval/tasks)/jgraphqa directory.
 (You will need to create the jgraphqa directory if it does not already exist.)
 - Please modify [lmms_eval/models/llava_onevision.py](https://github.com/EvolvingLMMs-Lab/lmms-eval/blob/main/lmms_eval/models/llava_onevision.py) as follows.
   - Please add the following code below line [284](https://github.com/EvolvingLMMs-Lab/lmms-eval/blob/main/lmms_eval/models/llava_onevision.py#L284).