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README.md

@@ -87,7 +87,7 @@ This model performs **Contextualized Structured Radiology Report Generation (CSR
 - Precision: bfloat16
 - Attention implementation: Flash Attention 2
 - Max sequence length: 6144 (extended for longitudinal context)
-- Max images per sample: 3
+- Max images per sample: 1
 
 **Hardware:**
 - GPU: NVIDIA A100 (or equivalent)
@@ -112,7 +112,8 @@ model = AutoModelForVision2Seq.from_pretrained(
 )
 processor = AutoProcessor.from_pretrained("StanfordAIMI/CheXagent-2-3b", trust_remote_code=True)
 
-# Load chest X-ray images (current and prior)
+# Load chest X-ray images (current and prior studies)
+# CSRRG models support multiple images for temporal comparison (max_images_per_sample: 1)
 current_image = Image.open("current_xray.jpg")
 prior_image = Image.open("prior_xray.jpg")
 
@@ -127,21 +128,18 @@ messages = [
         "content": [
             {
                 "type": "text",
-                "text": """Analyze the chest X-ray images and write the FINDINGS section of a radiology report.
+                "text": """Analyze the chest X-ray images and write the FINDINGS section of a radiology report. Use standard medical terminology and organize findings by anatomical regions. Consider the available clinical contexts when formulating your findings.
 
-==== CLINICAL HISTORY/INDICATION ====
-65-year-old male with history of COPD, presenting with shortness of breath and productive cough.
+=== CLINICAL HISTORY/INDICATION ===
+Male patient status post acetabular surgery with concern for pleural effusion.
 
-==== TECHNIQUE ====
-Frontal and lateral chest radiographs.
+=== TECHNIQUE ===
+Portable semi-erect single frontal chest radiograph.
 
-==== COMPARISON ====
-Prior chest radiograph from 6 months ago available for comparison.
-
-==== CURRENT IMAGES ===="""
+=== CURRENT IMAGES ==="""
             },
             {"type": "image"},  # Current image
-            {"type": "image"}   # Prior image (optional)
+            {"type": "image"}   # Prior image (supports multiple images for temporal comparison)
         ]
     }
 ]