fix formatting

README.md

@@ -19,17 +19,16 @@ truth answers.
 
 ### Data Fields
 #### popqa-tp
-- `paraphrase` (string): paraphrased of question from PopQ.
+- `paraphrase` (string): paraphrase of question from PopQA.
 - `prop` (string): relationship type category of question.
-- `template_id` (integer): integer ID of the paraphrase template used.  Value of 0 indicates it is the original question form from PopQA.
-- `possible_answers' (list of strings): a list of the gold answers.
-- `id' (integer): original ID of question from PopQA
+- `template_id` (integer): integer ID of the paraphrase template used to create `paraphrase`.  Value of 0 indicates it is the original question form from PopQA.
+- `possible_answers` (list of strings): a list of the gold answers.
+- `id` (integer): original ID of question from PopQA
 
 ### Citation Information
 ```
 @inproceedings{rabinovich2023predicting,
-  title={Predicting Question-Answering Performance of Large Language Models
-through Semantic Consistency},
+  title={Predicting Question-Answering Performance of Large Language Models Through Semantic Consistency},
   author={Ella Rabinovich, Samuel Ackerman, Orna Raz, Eitan Farchi, Ateret Anaby-Tavor},
   booktitle = "Proceedings of the 3rd Version of the Generation, Evaluation & Metrics (GEM) Workshop of The 2023 Conference on Empirical Methods in Natural Language Processing",
   publisher = "Association for Computational Linguistics",