Update demo2.py

demo2.py

@@ -25,8 +25,7 @@ from datasets import TextClassification
 logger = datasets.logging.get_logger(__name__)
 
 
-_CITATION = """\
-@article{2016arXiv160605250R,
+_CITATION = """\n@article{2016arXiv160605250R,
        author = {{Rajpurkar}, Pranav and {Zhang}, Jian and {Lopyrev},
                  Konstantin and {Liang}, Percy},
         title = "{SQuAD: 100,000+ Questions for Machine Comprehension of Text}",
@@ -39,11 +38,7 @@ archivePrefix = {arXiv},
 }
 """
 
-_DESCRIPTION = """\
-Stanford Question Answering Dataset (SQuAD) is a reading comprehension \
-dataset, consisting of questions posed by crowdworkers on a set of Wikipedia \
-articles, where the answer to every question is a segment of text, or span, \
-from the corresponding reading passage, or the question might be unanswerable.
+_DESCRIPTION = """\nStanford Question Answering Dataset (SQuAD) is a reading comprehension \ndataset, consisting of questions posed by crowdworkers on a set of Wikipedia \narticles, where the answer to every question is a segment of text, or span, \nfrom the corresponding reading passage, or the question might be unanswerable.
 """
 
 train_url = "https://raw.githubusercontent.com/Sampson2016/test/master/train.csv?token=GHSAT0AAAAAABR4XKTHOQNDJLYATOR3QTUKYVQLKGQ"
@@ -100,12 +95,11 @@ class Demo2(datasets.GeneratorBasedBuilder):
         ]
 
     def _generate_examples(self, filepath):
-        logger.info("generating examples from = %s", filepath)
-        with open(filepath, encoding="utf-8") as f:
-            demo2 = csv.DictReader(f)
-            for key, row in enumerate(demo2):
-                yield key, {
-                    "id": key,
-                    "text": row['text'],
-                    "label": row['label'],
-                }
+    logger.info("generating examples from = %s", filepath)
+    with open(filepath, encoding="utf-8") as f:
+        demo2 = csv.DictReader(f)
+        for key, row in enumerate(demo2):
+            yield key, {
+                "text": row['text'],
+                "label": row['label'],
+            }