Adds dataset card

README.md

@@ -1,3 +1,82 @@
 ---
+configs:
+- config_name: main
+  data_files:
+  - split: train
+    path: train.jsonl
+  - split: test
+    path: test.jsonl
+  - split: validation
+    path: val.jsonl
 license: apache-2.0
+task_categories:
+- retrieval
+language:
+- en
+source_datasets:
+- original
+pretty_name: QUEST
+annotations_creators:
+- wikipedia-sourced
+size_categories:
+- 1K<n<10K
 ---
+
+# Dataset Card for QUEST
+
+## Dataset Description
+
+- **Repository: https://github.com/google-research/language/tree/master/language/quest** 
+- **Paper: https://arxiv.org/abs/2305.11694** 
+- **Point of Contact: chaitanyamalaviya@gmail.com** 
+
+### Dataset Summary
+
+We provide here the data accompanying the paper: [QUEST: A Retrieval Dataset of Entity-Seeking Queries with Implicit Set Operations
+](https://arxiv.org/abs/2305.11694).
+
+## Dataset Structure
+
+### Data Instances
+
+QUEST contains 6307 training queries, 323 examples for development, and 1727 examples for testing.
+
+### Data Fields
+
+Each examples file contains newline-separated json dictionaries with the following fields:
+
+* `query` - Paraphrased query written by annotators.
+* `docs` - List of relevant document titles.
+* `original_query` - The original query which was paraphrased. Atomic queries are
+  enclosed by `<mark></mark>`. Augmented queries do not have this field populated.
+* `scores` - This field is not populated and only used when producing predictions to enable sharing the same data structure.
+* `metadata` - A dictionary with the following fields:
+    * `template` - The template used to create the query.
+    * `domain` - The domain to which the query belongs.
+    * `fluency` - List of fluency ratings for the query.
+    * `meaning` - List of ratings for whether the paraphrased query meaning is the
+      same as the original query.
+    * `naturalness` - List of naturalness ratings for the query.
+    * `relevance_ratings` - Dictionary mapping document titles to relevance ratings
+      for the document.
+    * `evidence_ratings` - Dictionary mapping document titles to evidence ratings
+      for the document.
+    * `attributions` - Dictionary mapping a document title to its attributions
+      attributions are a list of dictionaries mapping a query substring to a
+      document substring.
+
+The document corpus is at https://storage.googleapis.com/gresearch/quest/documents.jsonl. Note that this file is quite large
+(899MB). The format is newline separated json dicts containing `title` and
+`text`.
+
+### Citation Information
+
+```
+@inproceedings{malaviya23expertqa,
+    title = {QUEST: A Retrieval Dataset of Entity-Seeking Queries with Implicit Set Operations},
+    author = {Chaitanya Malaviya and Peter Shaw and Ming-Wei Chang and Kenton Lee and Kristina Toutanova},
+    booktitle = {ACL},
+    year = {2023},
+    url = "https://arxiv.org/abs/2305.11694"
+}
+```