Create README.md

README.md

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+The dataset is in the form of a json lines file with 10,657 examples, where an example consists of text (extracted from the first 13,000 rows of OSCAR unshuffled English dataset) and metadata fields (entities).
+
+Structure of an example.
+
+```
+{
+    "text": "This is exactly the sort of article to raise the profile of the club around the Midlands. Very positive and really focusses on how the club has improved over a short period of time and the bright prospects for the future \n\"Oxford Town\" - professional as always at the Birmingham Mail. Not only is Oxford a city, but Oxford United are pretty recognisable name to anyone who has ever taken even a vague interest in English football.",
+    "metadata": [
+      {
+        "key": "entity",
+        "type": "local",
+        "char_start_idx": 80,
+        "char_end_idx": 88,
+        "value": "Midlands"
+      },
+      {
+        "key": "entity",
+        "type": "local",
+        "char_start_idx": 225,
+        "char_end_idx": 236,
+        "value": "Oxford Town"
+      },
+      {
+        "key": "entity",
+        "type": "local",
+        "char_start_idx": 270,
+        "char_end_idx": 285,
+        "value": "Birmingham_Mail"
+      },
+      {
+        "key": "entity",
+        "type": "local",
+        "char_start_idx": 299,
+        "char_end_idx": 305,
+        "value": "Oxford"
+      },
+      {
+        "key": "entity",
+        "type": "local",
+        "char_start_idx": 318,
+        "char_end_idx": 331,
+        "value": "Oxford_United_Stars_F.C."
+      },
+      {
+        "key": "entity",
+        "type": "local",
+        "char_start_idx": 415,
+        "char_end_idx": 422,
+        "value": "England"
+      }
+    ]
+  }
+```