Update README.md

README.md

@@ -2,26 +2,26 @@
 ---
 license: mit
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-# 0. FSL_ECG_QA_Dataset Description
+# FSL ECG QA Dataset
 
-**FSL_ECG_QA_Dataset** is a **benchmark dataset** specifically designed to accompany the paper [*"Electrocardiogram–Language Model for Few-Shot Question Answering with Meta Learning"*] (https://arxiv.org/abs/2410.14464). It supports research in combining **electrocardiogram (ECG) signals** with **natural language question answering (QA)**, particularly in **few-shot** and **meta-learning** scenarios.
+**FSL ECG QA Dataset** is a **benchmark dataset** used in paper [*"Electrocardiogram–Language Model for Few-Shot Question Answering with Meta Learning"*] (https://arxiv.org/abs/2410.14464). It supports research in combining **electrocardiogram (ECG) signals** with **natural language question answering (QA)**, particularly in **few-shot** and **meta-learning** scenarios.
 
-## 0.2 Dataset Highlights
+## Dataset Highlights
 
 - 🧠 **Task Diversification**: Restructured **ECG-QA tasks** promote rapid **few-shot adaptation**.
 - 🧬 **Fusion Mapping**: A lightweight **multimodal mapper** bridges **ECG** and **language features**.
 - 🚀 **Model Generalization**: **LLM-agnostic design** ensures broad **transferability** and **robustness**.
 
-# 1 Datasets
+# 1. Datasets
 
-## 1.1 Loading the Dataset class
+## 1.1 Load the classes
 
 ```python
 python load_class.py --base_path /your/actual/path/to/ecgqa/ptbxl/paraphrased --test_dataset ptb-xl
 python load_class.py --paraphrased_path /your/actual/path/to/ecgqa/mimic-iv-ecg/paraphrased --test_dataset mimic
 (all tested mimic-iv-ecg dataset is listed in "data/processed_test_30k.json")
 ```
-## 1.2 load ECG-QA-FSL dataset
+## 1.2 Load ECG QA FSL dataset
 
 ```python
 python data_loader.py
@@ -30,7 +30,7 @@ python data_loader.py
 --test_dataset ptb-xl
 ```
 
-## 1.3 sample of ECG-QA-FSL dataset
+## 1.3 Sample of ECG QA FSL dataset
 
 ```python
 episode = {
@@ -100,7 +100,7 @@ episode = {
 }
 ```
 
-### 1.4 New Datasets Class distribution
+### 1.4 Class distribution
 
 | Question Type   | Attributes | Answers                          | Classes (train:test) | Samples | Example                                                                 |
 |-----------------|------------|----------------------------------|-----------------------|---------|-------------------------------------------------------------------------|
@@ -109,7 +109,7 @@ episode = {
 | Single-Query    | 30         | attr_1/attr_2/.../attr_n         | 260 (208:52)          | 63,125  | Q: What direction is this ECG deviated to? <br> A: Normal axis/...     |
 | All             | 206        | yes/no/both/none/.../attr_n      | 678 (541:137)         | 144,885 | ...                                                                     |
 
-# 2 Citation
+# 2. Citation
 
 ```
 @article{tang2024electrocardiogram,