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README.md

@@ -15,12 +15,7 @@ size_categories:
 
 # The Ten Thousand Things Dataset
 
-This dataset contains 10008 topics with associated prompts and labels, derived from Wikipedia's vital articles.
-
-## Files
-
-- `ten-thousand-things.jsonl` - JSONL format (recommended for use with datasets library)
-- `The Ten Thousand Things.json` - Original JSON format with nested structure
+This dataset contains 10,008 topics with associated prompts and labels, derived from Wikipedia's vital articles.
 
 ## Dataset Structure
 
@@ -47,13 +42,13 @@ Each record contains:
 
 ## Usage
 
-### Using the datasets library (recommended)
+### Using the datasets library
 
 ```python
 from datasets import load_dataset
 
 # Load the dataset
-dataset = load_dataset("keenanpepper/ten-thousand-things", data_files="ten-thousand-things.jsonl")
+dataset = load_dataset("keenanpepper/ten-thousand-things")
 
 # Access the data
 for item in dataset['train']:
@@ -79,7 +74,7 @@ print(f"Loaded {len(topics)} topics")
 
 ## Dataset Statistics
 
-- Total topics: 10008
+- Total topics: 10,008
 - Labels per topic: 5
 - Source: Wikipedia Vital Articles (Level 4)