Update README.md

README.md

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----
-license: mit
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+---
+license: mit
+---
+widget:
+
+- text: "Monitored Natural Attenuation and, if necessary as a contingency, In Situ Chemical Oxidation to address the injection of a strong chemical oxidant to chemically treat the before the contingency can be implemented at the spill site."
+  example_title: "example 1"
+- text: "Site was identified as a potential source of groundwater contamination after the City performed Assessments were investigated further for potential contamination."
+  example_title: "example 2"
+- text: "Chromium releases from the UST is probably a major contributor to groundwater contamination in this area."
+  example_title: "example 3"
+---
+## About the Model
+An Environmental Named Entity Recognition model, trained on dataset from USEPA to recognize environmental due diligence (7 entities) from a given text corpus (remediation reports, record of decision, 5 year record etc). This model was built on top of distilbert-base-uncased
+
+- Dataset: https://data.mendeley.com/datasets/tx6vmd4g9p/4
+- Dataset Reasearch Paper: https://doi.org/10.1016/j.dib.2022.108579