Update README.md

README.md

@@ -13,4 +13,37 @@ language:
 pretty_name: CommonGen-Lite
 size_categories:
 - n<1K
----
+---
+ 
+
+
+# CommonGen-Lite
+Evaluating LLMs with [CommonGen](https://inklab.usc.edu/CommonGen/) using [CommonGen-lite](https://huggingface.co/datasets/allenai/commongen_lite) dataset (400 examples + 900 human references). 
+We use GPT-4 to evaluate the constrained text generation ability of LLMs. Please see more in our [paper](https://arxiv.org/abs/1911.03705).
+
+Github: [https://github.com/allenai/CommonGen-Eval](https://github.com/allenai/CommonGen-Eval)
+
+
+## Leaderboard 
+
+| model                      |   len |   cover |   pos |   win_tie |   overall |
+|----------------------------|-------|---------|-------|-----------|-----------|
+| human                      | 12.84 |   99.00 | 98.11 |    100.00 |     97.13 |
+| gpt-4-0613                 | 14.13 |   97.44 | 91.78 |     50.44 |     45.11 |
+| gpt-4-1106-preview         | 14.90 |   96.33 | 90.11 |     50.78 |     44.08 |
+| gpt-3.5-turbo              | 12.76 |   92.11 | 83.00 |     49.78 |     38.06 |
+| Yi-34b-chat                | 13.45 |   80.11 | 75.11 |     39.44 |     23.73 |
+| vicuna-13b-v1.5            | 15.02 |   85.89 | 79.56 |     27.44 |     18.75 |
+| tulu-2-dpo-70b             | 17.89 |   88.78 | 80.11 |     23.00 |     16.36 |
+| Mixtral-8x7B-Instruct-v0.1 | 20.15 |   84.11 | 73.33 |     17.89 |     11.03 |
+| Llama-2-7b-chat-hf         | 16.06 |   88.56 | 76.44 |     15.44 |     10.45 |
+| zephyr-7b-beta             | 15.76 |   82.44 | 72.78 |     16.89 |     10.13 |
+| Yi-6b-chat                 | 13.32 |   71.67 | 63.56 |     22.11 |     10.07 |
+
+- **length**: the number of words on average in the generated sentences
+- **cover**: the percentage of examples where all given concepts are covered by model outputs 
+- **PoS**: the percentage of examples where the part-of-speech (PoS) of ALL given concepts are correct in model outputs
+- **win_tie**: the percentage of examples where GPT-4-turbo prefers the model outputs over the human-written references (or thinks they are equally good)
+- **overall**: `cover%` x `pos%` x `win_tie%` 
+
+Link: [https://inklab.usc.edu/CommonGen/leaderboard.html](https://inklab.usc.edu/CommonGen/leaderboard.html)