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The structure of the armed forces is based on the Total Force concept, which recognizes that all elements of the structureโ€”active duty military personnel, reservists, defense contractors, host nation military and civilian personnel, and DOD federal civilian employeesโ€”contribute to national defense. In recent years, fed...
As the Department of Defense (DOD) has expanded its involvement in overseas military operations, it has grown increasingly reliant on its federal civilian workforce to support contingency operations. The Senate Armed Services Committee required GAO to examine DOD's policies concerning the health care for DOD civilians ...
Most income derived from private sector business activity in the United States is subject to federal corporate income tax, the individual income tax, or both. The tax treatment that applies to a business depends on its legal form of organization. Firms that are organized under the tax code as โ€œCโ€ corporations (which in...
Business income taxes, both corporate and noncorporate, are a significant portion of federal tax revenue. Businesses also play a crucial role in collecting taxes from individuals, through withholding and information reporting. However, the design of the current system of business taxation is widely seen as flawed. It d...
There are some similarities in how Medicare pays ASCs and hospital outpatient departments for the procedures they perform. However, the methods used by CMS to calculate the payment rates in each system, as well as the mechanisms used to revise the Medicare payment rates, differ. In 1980, legislation was enacted that en...
Medicare pays for surgical procedures performed at ambulatory surgical centers (ASC) and hospital outpatient departments through different payment systems. Although they perform a similar set of procedures, no comparison of ASC and hospital outpatient per-procedure costs has been conducted. The Medicare Prescription Dr...
IRSโ€™s mission is to provide Americaโ€™s taxpayers top-quality service by helping them to understand and meet their tax responsibilities and to enforce the law with integrity and fairness to all. During fiscal year 2015, IRS collected more than $3.3 trillion; processed more than 243 million tax returns and other forms; an...
In collecting taxes, processing returns, and providing taxpayer service, IRS relies extensively on computerized systems. Thus it is critical that sensitive taxpayer and other data are protected. Recent data breaches at IRS highlight the vulnerability of taxpayer information. In addition, identity theft refund fraud is ...
"In 1991, we reported that, historically, INS leadership had allowed INSโ€™ organizational structure(...TRUNCATED)
"The Immigration and Naturalization's (INS) organizational structure has led to recurring management(...TRUNCATED)
"While TCE and perchlorate are both DOD-classified emerging contaminants, there are key distinctions(...TRUNCATED)
"DOD defines emerging contaminants as chemicals or materials with (1) perceived or real threat to he(...TRUNCATED)
"As you know, the cost of the Decennial Census has steadily increased during the past 40 years, in p(...TRUNCATED)
"The cost of the nation's decennial census has steadily increased over the past 40 years; the 2010 C(...TRUNCATED)
"Each military serviceโ€”the Army, the Navy, the Air Force, and the Marine Corpsโ€”is responsible fo(...TRUNCATED)
"DOD manages conventional ammunition that ranges from small arms cartridges to rockets, mortars, art(...TRUNCATED)
"DOE is responsible for a nationwide complex of facilities created during World War II and the Cold (...TRUNCATED)
"Compliance agreements between the Department of Energy (DOE) and its regulators specify cleanup act(...TRUNCATED)
"An unregulated child custody transfer, commonly referred to as rehoming, is not an adoption. It is (...TRUNCATED)
"Parents have the legal responsibility to protect and care for their children. However, recent media(...TRUNCATED)
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GovReport dataset for summarization

Dataset for summarization of long documents.
Adapted from this repo and this paper
This dataset is compatible with the run_summarization.py script from Transformers if you add this line to the summarization_name_mapping variable:

"ccdv/govreport-summarization": ("report", "summary")

Data Fields

  • id: paper id
  • report: a string containing the body of the report
  • summary: a string containing the summary of the report

Data Splits

This dataset has 3 splits: train, validation, and test.
Token counts with a RoBERTa tokenizer.

Dataset Split Number of Instances Avg. tokens
Train 17,517 < 9,000 / < 500
Validation 973 < 9,000 / < 500
Test 973 < 9,000 / < 500

Cite original article

@misc{huang2021efficient,
      title={Efficient Attentions for Long Document Summarization}, 
      author={Luyang Huang and Shuyang Cao and Nikolaus Parulian and Heng Ji and Lu Wang},
      year={2021},
      eprint={2104.02112},
      archivePrefix={arXiv},
      primaryClass={cs.CL}
    }
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