Update README.md

README.md

@@ -215,7 +215,7 @@ dataset_info:
   dataset_size: 6268493
 ---
 
-# Dataset Card for [Dataset Name]
+# Dataset Card for FabNER
 
 ## Table of Contents
 - [Table of Contents](#table-of-contents)
@@ -254,7 +254,7 @@ dataset_info:
 FabNER is a manufacturing text corpus of 350,000+ words for Named Entity Recognition.
 It is a collection of abstracts obtained from Web of Science through known journals available in manufacturing process 
 science research.
-For every word, there were categories/entity labels defined namely Material (MATE), Manufacturing Process (MANP), 
+For every word, there were categories/entity labels defined, namely Material (MATE), Manufacturing Process (MANP), 
 Machine/Equipment (MACEQ), Application (APPL), Features (FEAT), Mechanical Properties (PRO), Characterization (CHAR), 
 Parameters (PARA), Enabling Technology (ENAT), Concept/Principles (CONPRI), Manufacturing Standards (MANS) and 
 BioMedical (BIOP). Annotation was performed in all categories along with the output tag in 'BIOES' format: