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spadeMIA
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GovReport_Corpus_1024_2040

text large_stringlengths 6.06k 12.5k	label int64 1 1
The Dodd-Frank Wall Street Reform and Consumer Protection Act (Dodd-Frank Act; P.L. 111-203 ) was signed into law on July 21, 2010, as a response to the 2008-2009 financial crisis. The act mandated extensive financial regulatory reform. Section 953(b) of the act, the so-called pay ratio provision, requires the Securiti...	1
Immunizations are widely considered one of the leading public health achievements of the 20th century. Mandatory immunization programs have eradicated polio and smallpox in the United States and reduced the number of deaths from several childhood diseases, such as measles, to near zero. A consistent supply of many diff...	1
PTSD can develop following exposure to life-threatening events, natural disasters, terrorist incidents, serious accidents, or violent personal assaults like rape. PTSD is the most prevalent mental disorder arising from combat. People who experience stressful events often relive the experience through nightmares and fla...	1
According to the State Department, no country poses a more immediate narcotics threat to the United States than Mexico. For over 20 years, the United States has supported the Mexican government in its counternarcotics efforts and has provided assistance to develop and strengthen the Mexican government in its law enforc...	1
The West Valley site, about 30 miles southeast of Buffalo, includes an approximately 200-acre area of nuclear operations within a 3,300-acre area owned by the state of New York. (See fig. 1.) The facility began construction in 1963 as the first—and ultimately the only—commercial spent fuel reprocessing plant to be oper...	1
The drawdown of equipment and personnel from Iraq is a highly complex operation of significant magnitude. According to DOD, as of February 2010, there were approximately 98,100 U.S. military personnel in Iraq, spread among 228 bases throughout the country. Additionally, as of February 2010, the Army reported that there...	1
The HVBP program affects Medicare payments to approximately 3,000 acute care hospitals for the inpatient services provided to Medicare beneficiaries. Hospitals are included in the HVBP program if they are paid through Medicare’s Inpatient Prospective Payment System. Thus, hospitals not paid through this system, such as...	1
State is authorized to designate acceptance facilities—in addition to its own passport offices—to provide passport execution services to the American public. The majority of passport applications are submitted at acceptance facilities nationwide; these include post offices; federal, state, and probate courts; some publ...	1
RUS, EDA, Reclamation, and the Corps each have distinct missions and fund rural water supply and wastewater projects under separate programs and congressional authorizations. Furthermore, each agency has its own definition of what constitutes a rural area and a unique organizational structure to implement its programs....	1
Humanitarian parole—in the context of immigration—refers to official permission for an otherwise inadmissible alien to legally enter the United States temporarily. This includes aliens required to have a visa to visit or immigrate to the United States who are unable to obtain one, either due to ineligibility or urgent ...	1
A patent box provides a lower tax rate on income from patents. In some cases, the lower rate applies to income from other intellectual property. Such a subsidy is sometimes referred to as an innovation or IP box. In this report, the term "patent box," the most popular name, will be used to refer to all of the special t...	1
The Omnibus Reconciliation Act of 1982 ( P.L. 97-253 ; September 8, 1982) suspended previously existing permanent law pertaining to cost-of-living adjustments (COLAs) for federal civilian and military retirees. Much of the legislative and executive branch activity related to military retirement COLAs since 1983 has inv...	1
Demand for GAO’s analysis and advice remains strong across the Congress. During the past 3 years, GAO has received requests or mandated work from all of the standing committees of the House and the Senate and over 90 percent of their subcommittees. In fiscal year 2007, GAO received over 1,200 requests for studies. This...	1
During and after the breakup of the Soviet Union in 1991, the North Caucasus area of Russia experienced substantial disorder. Among such disorder, breakaway conflicts in neighboring Georgia rallied some North Caucasians to support their efforts; Chechen separatism gained ground, contributing to the breakup of the then-...	1
The DI program was established in 1956 to provide monthly cash benefits to individuals unable to work because of severe long-term disability. Cash benefits are payable monthly, as long as the worker remains eligible for benefits, until the worker reaches full retirement age or dies. In fiscal year 2011, more than 10 mi...	1
The phrase "Glass-Steagall" generally refers to the separation of commercial banking from investment banking. In this context, commercial banking refers to the activities engaged in by depository institutions, which this report also will refer to as "banks" or "commercial banks." In contrast, investment banking refers ...	1
The Food, Agriculture, Conservation, and Trade Act of 1990 (the 1990 Farm Bill) required, among other things, that the Secretary give priority to beginning farmers in purchasing inventory farmland—properties that have come into government ownership through voluntary conveyance or foreclosure. It also expressed the sens...	1
DHS Acquisition Management Directive 102-01 (MD 102) and an accompanying instruction manual establish the department’s policies and processes for managing major acquisition programs. While DHS has had an acquisition management policy in place since October 2004, the department issued the initial version of MD 102 in 20...	1

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GovReport fine-tuning corpus

Overview

This dataset contains GovReport text sequences prepared for controlled language-model fine-tuning and evaluation. It provides three predefined splits with a binary annotation column for reproducible dataset handling.

The label column is dataset metadata, not a language-model training target.

Project and contributors

This corpus was prepared at the SPADE Lab, Koç University.

Contributor	Affiliation
Melda Paksoy	Computer Science, Abdullah Gül University
Batu Koray Masak	AI & Data Engineering and Computer Science, Özyeğin University

Project leadership:

Dr. Emre Gürsoy, Principal Investigator
Hosein Madadi Tamar, Project Supervisor

Splits

Split	Rows	Labels	Intended use
`train`	10,000	10,000 rows (`label = 1`)	Fine-tuning population
`test`	1,000	1,000 rows (`label = 0`)	Held-out comparison population
`evaluation`	700	350 rows per label	Fixed, balanced evaluation set

Use train for fine-tuning. Keep test and evaluation out of gradient updates, early stopping, checkpoint selection, and parameter tuning.

All 350 evaluation rows with label = 1 occur in train. Evaluation rows with label = 0 are disjoint from both train and test.

Schema

Each split contains two columns:

Column	Type	Description
`text`	string	GovReport text sequence
`label`	int64	Binary dataset annotation, either `0` or `1`

Tokenization and sequence length

Sequence lengths were checked with the EleutherAI/pythia-1.4b tokenizer. One EOS token is included in the count. Every row is within the inclusive range 1024 to 2040 tokens.

Split	Minimum	Maximum
`train`	1,097	2,040
`test`	1,444	2,040
`evaluation`	1,334	2,040

Data quality and provenance

The dataset is based on Hub revision 5e20063029a3be4fdd12541abe3a92eb308d8c8d of spadeMIA/GovReport_Corpus_1024_2040. The text was reviewed for common encoding and PDF-extraction artifacts. High-confidence corrections include malformed punctuation and accented characters, substituted font glyphs, soft-hyphen artifacts, legal section symbols, list bullets, and clearly recoverable replacement characters.

The release contains 556 rows with reviewed text corrections. A row-level manifest records the source revision, correction categories, token-counting definition, split statistics, and SHA-256 hashes: govreport_1024_2040_quality_repair_manifest.json.

Exact duplicate rows within a split are retained. The training split contains 17 exact duplicate groups, with 18 additional duplicate rows. The evaluation split contains two duplicated label-0 pairs. These do not introduce cross-split overlap, but they should be considered when estimating effective sample size or confidence intervals. The source text is retained in its original sequence representation.

Loading

from datasets import load_dataset

repo_id = "spadeMIA/GovReport_Corpus_1024_2040"
train = load_dataset(repo_id, split="train")
test = load_dataset(repo_id, split="test")
evaluation = load_dataset(repo_id, split="evaluation")

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