Update README.md

README.md

@@ -2,7 +2,11 @@
 
 [![arxiv](https://img.shields.io/badge/arXiv-2210.11689-b31b1b.svg)](http://arxiv.org/abs/2210.11689)
 
-This is the official codebase accompanying our EMNLP 2022 paper "SLING: Sino-Linguistic Evaluation of Large Language Models". You can find our paper on [arxiv](https://arxiv.org/abs/2210.11689).
+This is the official SLING dataset, accompanying the EMNLP 2022 paper "SLING: Sino-Linguistic Evaluation of Large Language Models" by Yixiao Song♢ Kalpesh Krishna♠ Rajesh Bhatt♢ Mohit Iyyer♠.
+
+You can find the paper on [arxiv](https://arxiv.org/abs/2210.11689).
+
+We use this dataset for evaluation of a small-scale Chinese Language Model for the [BabyLM Challenge](https://babylm.github.io/).
 
 ## SLING Dataset
 
@@ -10,34 +14,9 @@ See [`SLING_Data`](SLING_Data) and the readme file in it.
 
 A complete list of all phenomea and paradigms can be found in [`PhenomenonParadigmList.txt`](PhenomenonParadigmList.txt)
 
-## SLING Code
-
-See [`SLING_Code`](SLING_Code) and the readme file in it.
-
-## Setup
-
-```
-python -m virtualenv sling-venv
-source sling-venv/bin/activate
-pip install torch torchvision # currently, this is the version compatible with CUDA 10.1
-pip install transformers
-pip install nltk
-```
-
-## To run the language models
-
-```
-python SLING_Code/lm_sling.py
-python SLING_Code/PanGu_sling.py
-python SLING_Code/gpt3_sling.py
-python SLING_Code/byt5_sling.py
-```
-
-`lstm_sling.py` is included in [`SLING_Code`](SLING_Code) for reference. Details of how to run the CLUECorpusSmall LSTM language model can be found [here](https://github.com/dbiir/UER-py/wiki/Modelzoo).
-
 ## Citation Information
 
-If you use SLING, please cite it as follows:
+If you use SLING, please cite the **original paper** as follows:
 
 ```
 @inproceedings{sling22,