Update README.md

README.md

@@ -1,3 +1,31 @@
 ---
 license: cc-by-nc-sa-4.0
+language:
+- en
+annotations_creators:
+- no-annotation
+task_categories:
+- text-generation
+task_ids:
+- language-modeling
+size_categories:
+- 10K<n<100K
 ---
+
+This is the dataset for the paper Compression Represents Intelligence Linearly. 
+We find that LLMs’ intelligence – reflected by benchmark scores – almost **linearly** correlates with their ability to compress external text corpora. We measure intelligence along three key abilities: knowledge and commonsense, coding, and mathematical reasoning, and provide corresponding datasets here respectively named cc, python, and arxiv_math.
+
+
+### Load the data
+```python
+from datasets import load_dataset
+dataset=load_dataset(r"hkust-nlp/cpt",name="python")
+
+print(dataset['test'][0])
+```
+More details on compression evaluation are at our [github page](https://github.com/hkust-nlp/cpt).
+
+### Citation
+```
+@xxxx
+```