Update README.md

README.md

@@ -140,12 +140,27 @@ For **MedExpQA** benchmarking we have added the following elements in the data:
   1. **clinical_case_options/MedCorp/RRF-2**: 32 snippets extracted from the MedCorp corpus using the combination of _clinical case_ and _options_ as a
   2. query during the retrieval process. These 32 snippets are the resulting RRF combination of 32 separately retrieved snippets using BM25 and MedCPT.
 
-## Results
+
+## MedExpQA Benchmark Overview
+
+<p align="center">
+<img src="https://github.com/hitz-zentroa/MedExpQA/blob/main/out/experiments/figures/overall_system.png?raw=true" style="height: 350px;">
+</p>
+
+## Prompt Example for LLMs
 
 <p align="center">
-<img src="https://github.com/hitz-zentroa/MedExpQA/blob/main/out/experiments/figures/benchmark.pdf?raw=true" style="height: 650px;">
+<img src="https://github.com/hitz-zentroa/MedExpQA/blob/main/out/experiments/figures/prompt_en.png?raw=true" style="height: 350px;">
 </p>
 
+## Benchmark Results (averaged per type of external knowledge for grounding)
+
+<p align="center">
+<img src="https://github.com/hitz-zentroa/MedExpQA/blob/main/out/experiments/figures/benchmark.png?raw=true" style="height: 350px;">
+</p>
+
+
+
 
 ## Citation