Fresh Start or Fresh Water: The impact of Environmental Lender Liability
January 2026
Working Paper Number:
CES-26-05
Abstract
Document Tags and Keywords
Keywords
Keywords are automatically generated using KeyBERT, a powerful and innovative
keyword extraction tool that utilizes BERT embeddings to ensure high-quality and contextually relevant
keywords.
By analyzing the content of working papers, KeyBERT identifies terms and phrases that capture the essence of the
text, highlighting the most significant topics and trends. This approach not only enhances searchability but
provides connections that go beyond potentially domain-specific author-defined keywords.
:
financial,
finance,
leverage,
borrower,
lending,
loan,
lender,
borrowing,
debt,
emission,
pollution,
epa,
environmental,
polluting,
borrow,
debtor,
creditor,
mortgage
Tags
Tags are automatically generated using a pretrained language model from spaCy, which excels at
several tasks, including entity tagging.
The model is able to label words and phrases by part-of-speech,
including "organizations." By filtering for frequent words and phrases labeled as "organizations", papers are
identified to contain references to specific institutions, datasets, and other organizations.
:
Annual Survey of Manufactures,
Internal Revenue Service,
Toxics Release Inventory,
Longitudinal Business Database,
Environmental Protection Agency,
Census of Manufacturing Firms,
Boston College,
New York University,
Business Register,
UC Berkeley,
Office of Personnel Management,
Census Bureau Disclosure Review Board,
Disclosure Review Board,
Federal Statistical Research Data Center,
University of Texas
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