Update README.md

README.md

@@ -73,12 +73,11 @@ Each example typically contains the following components:
 | Field              | Description                                                                                                                 |
 | ------------------ | --------------------------------------------------------------------------------------------------------------------------- |
 | `question`         | The text of the STEM reasoning problem.                                                                                     |
-| `image` / `images` | The visual input associated with the problem. This may be a single image, a multi-panel image, or multiple separate images. |
+| `files`            | The visual input associated with the problem. This may be a single image, a multi-panel image, or multiple separate images. |
 | `format`           | The multimodal format label, such as `single_image`, `multi_panel`, or `multi_image`.                                       |
-| `subject`          | The scientific domain, such as `Physics`, `Mathematics`, `Biology`, or `Chemistry`.                                         |
+| `domain`           | The scientific domain, such as `Physics`, `Mathematics`, `Biology`, or `Chemistry`.                                         |
+| `subDomain`        | The  subdomain in `Physics`, `Mathematics`, `Biology`, or `Chemistry`.                                         |
 | `answer`           | The deterministic ground-truth final answer.                                                                                |
-| `answer_type`      | The expected answer form, such as numeric, symbolic, equation, short text, or LaTeX.                                        |
-| `metadata`         | Optional evaluation annotations, such as difficulty, grading method, units, or tolerance.                                   |
 
 Exact field names may vary by release version.
 
@@ -87,15 +86,11 @@ Exact field names may vary by release version.
 ```json
 {
   "question": "Given the visual input, determine the final value of the requested quantity.",
-  "images": ["image_001.png"],
+  "files": ["image_001.png"],
   "format": "single_image",
-  "subject": "Physics",
-  "answer": "42",
-  "answer_type": "numeric",
-  "metadata": {
-    "difficulty": "PhD-level",
-    "grading_method": "numerical_tolerance"
-  }
+  "domain": "Physics",
+  "subDomain": "High-energy particle physics"
+  "answer": "42",    
 }
 ```
 
@@ -261,7 +256,7 @@ The goal of these extensions is to preserve the dataset's verifiability while ma
 If you use Open-MM-RL, please cite the dataset as follows:
 
 ```bibtex
-@dataset{patil2026openmmrl,
+@dataset{ turing_2026_open_mm_rl,
   title        = {Open-MM-RL: A Multimodal STEM Reasoning Dataset},
   author       = {
     Shukla, Chinmayee and
@@ -272,9 +267,8 @@ If you use Open-MM-RL, please cite the dataset as follows:
     Ukarde, Tejas Mohan and
     Bertollo, Amanda Gollo and
     Pande, Seetesh and
-    Verma, Divya and
-    Pooja and
-    Ramakrishnan and
+    Verma, Divya and     
+    Ramakrishnan, Pooja and
     Kumari, Surbhi and
     Seth, Harshita and
     Nazim, Muhammad and
@@ -290,6 +284,6 @@ If you use Open-MM-RL, please cite the dataset as follows:
   },
   year         = {2026},
   publisher    = {Hugging Face},
-  howpublished = {\\url{https://huggingface.co/datasets/TuringEnterprises/Open-MM-RL/}}
+  url          = {https://huggingface.co/datasets/TuringEnterprises/Open-MM-RL/}
 }
 ```