correct older references to CoNLL2003

README.md

@@ -22,7 +22,7 @@ paperswithcode_id: ipm-nel
 pretty_name: IPM NEL (Derczynski)
 ---
 
-# Dataset Card for "conll2003"
+# Dataset Card for "ipm-nel"
 
 ## Table of Contents
 - [Dataset Description](#dataset-description)
@@ -80,11 +80,11 @@ DBpedia, there is a NIL. See the paper for a full description of the methodology
 
 ### Supported Tasks and Leaderboards
 
-[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+* Dataset leaderboard on PWC: [Entity Linking on Derczynski](https://paperswithcode.com/sota/entity-linking-on-derczynski-1)
 
 ### Languages
 
-[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+English of unknown region (`bcp47:en`)
 
 ## Dataset Structure
 

ipm_nel.py

@@ -14,7 +14,7 @@
 # limitations under the License.
 
 # Lint as: python3
-"""Introduction to the CoNLL-2003 Shared Task: Language-Independent Named Entity Recognition"""
+"""Named Entity Linking for Twitter (English"""
 
 import os