Cornell Team for NLP Unshared Task in PoliInformatics 2014

Topic Modeling Output

We mainly discover topic models on two types of data: Federal Open Market Committee (FOMC) meeting transcripts, and Congressional Hearnings. Please find the results at http://www.cs.cornell.edu/~luwang/polinformatics/Topic_Discovery.zip.

Query Generation and Expansion

We generate 13 queries based on the Wikipedia page for Financial crisis of 2007-08 . The original queries and their expanded version can be found at http://www.cs.cornell.edu/~luwang/polinformatics/queryPhrases.txt .

Top Retrieved Snippets and Summaries

Here we list the top 1000 snippets retrieved for each query, and the corresponding 1000-word summary. For the summary file, we also indicate the source (i.e. which document the sentence is extracted from) and speaker role when the information is available.

Query Link for Top 1000 Relevant Snippets Link for Summary
Boom And Collapse Of The Shadow Banking System Snippets Summary
Commodities Boom Snippets Summary
Deregulation Snippets Summary
Easy Credit Conditions Snippets Summary
Financial Innovation And Complexity Snippets Summary
Growth Housing Bubble Snippets Summary
Incorrect Pricing Of Risk Snippets Summary
Increased Debt Burden Or Over-leveraging Snippets Summary
Predatory Lending Snippets Summary
Role Of Economic Forecasting Snippets Summary
Subprime Lending Snippets Summary
Systemic Crisis Snippets Summary
Weak Fraudulent Underwriting Practices Snippets Summary

Summaries for Each Year

We also produce summaries for each query based on time information. For some queries at certain years, our system does not generate summaries because no relevant snippet is retrieved in that year.

Query 2005 2006 2007 2008 2009 2010
Boom And Collapse Of The Shadow Banking System Summ Summ Summ Summ Summ Summ
Commodities Boom Summ Summ Summ Summ Summ Summ
Deregulation Summ Summ Summ Summ Summ
Easy Credit Conditions Summ Summ Summ Summ Summ Summ
Financial Innovation And Complexity Summ Summ Summ Summ Summ Summ
Growth Housing Bubble Summ Summ Summ Summ Summ Summ
Incorrect Pricing Of Risk Summ Summ Summ Summ Summ Summ
Increased Debt Burden Or Over-leveraging Summ Summ Summ Summ Summ Summ
Predatory Lending Summ Summ Summ Summ Summ Summ
Role Of Economic Forecasting Summ Summ Summ Summ Summ
Subprime Lending Summ Summ Summ Summ Summ Summ
Systemic Crisis Summ Summ Summ Summ Summ
Weak Fraudulent Underwriting Practices Summ Summ Summ Summ Summ Summ

Contact

If you have any question or suggestion, please contact luwang [at] cs.cornell.edu .