Update README.md

README.md

@@ -14,22 +14,32 @@ should probably proofread and complete it, then remove this comment. -->
 
 # output
 
-This model is a fine-tuned version of [EleutherAI/gpt-neo-2.7B](https://huggingface.co/EleutherAI/gpt-neo-2.7B) on the [Lila dataset](https://github.com/allenai/Lila).
-It achieves the following results on the evaluation set:
-- Loss: 0.5884
-- Accuracy: 0.8664
-
 ## Model description
 
-More information needed
+This model is a fine-tuned version of [EleutherAI/gpt-neo-2.7B](https://huggingface.co/EleutherAI/gpt-neo-2.7B) on the Lila-IID-train/dev set from the [Lila dataset](https://github.com/allenai/Lila).
 
 ## Intended uses & limitations
 
-More information needed
-
-## Training and evaluation data
-
-More information needed
+If you use this model, please cite our work.
+```
+@INPROCEEDINGS{Mishra2022Lila,
+  author = {
+    Swaroop Mishra 
+      and Matthew Finlayson 
+      and Pan Lu 
+      and Leonard Tang 
+      and Sean Welleck 
+      and Chitta Baral 
+      and Tanmay Rajpurohit 
+      and Oyvind Tafjord 
+      and Ashish Sabharwal 
+      and Peter Clark 
+      and Ashwin Kalyan},
+  title = {Lila: A Unified Benchmark for Mathematical Reasoning},
+  booktitle = {Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP)},
+  year = {2022}
+}
+```
 
 ## Training procedure