Datasets:

Modalities:
Text
Formats:
json
Libraries:
Datasets
Dask
License:
Dataset Viewer (First 5GB)
Auto-converted to Parquet Duplicate
id
stringlengths
30
34
text
stringlengths
0
67.9k
industry_type
stringclasses
1 value
2016-50/4330/en_head.json.gz/2645
| People v. Novak People v. Novak County Court, Sullivan County The People of the State New of New York, Plaintiff,v.Paul Novak, Defendant. Gary Greenwald, Esq. Greenwald Law Offices Attorney for Defendant. Hon. James R. Farrell Sullivan County DA Attorney for the People. Stephen F. Lungen, Esq. Special Prosecutor, Att...
法律
2016-50/4330/en_head.json.gz/2658
256 U.S. 350 - American Bank Trust Co v. Federal Reserve Bank of Atlanta Ga Homethe United States Reports256 U.S. 256 US 350 American Bank Trust Co v. Federal Reserve Bank of Atlanta Ga 256 U.S. 350 AMERICAN BANK & TRUST CO. et al.v.FEDERAL RESERVE BANK OF ATLANTA, GA., et al. Argued April 13 and 14, 1921. Mr. Alexande...
法律
2016-50/4330/en_head.json.gz/2873
Jury Statement Competition Guidelines Paula Grant-Berry Paula Grant Berry serves on the LMDC Families Advisory Council and was a Memorial Program Drafting Committee member. Her husband, David Berry, was killed in the South Tower of the World Trade Center. Ms. Grant Berry graduated from Harvard University in 1979 and re...
法律
2016-50/4330/en_head.json.gz/2937
Legal Articles Criminal Defense HomeLegal Help CenterCriminal Defense Pennsylvania Criminal Defense Tweet If you have committed a crime in Pennsylvania, are suspected of committing a crime in Pennsylvania, or have been accused of committing a crime in Pennsylvania, the government may prosecute you. If found guilty, you...
法律
2016-50/4330/en_head.json.gz/3039
New anti-spam legislation is 'a mess' says internet lawyer Internet, privacy lawyer David Fraser calls legislation 'onerous, complicated and cumbersome' By Yvonne Colbert, CBC News Posted: Jun 25, 2014 10:26 AM AT Last Updated: Jun 25, 2014 10:26 AM AT Canada's tough new anti-spam legislation kicks in on July 1, meanin...
法律
2016-50/4330/en_head.json.gz/3101
In the Courts - Jul 31, 2002 01:25 AM, Wednesday, July 31 2002 | 570 views | 0 | 4 | | Unruly passengerAn 18-year-old Russellville male was arrested Tuesday morning and cited for public intoxication, disorderly conduct, obstructing governmental operations and terroristic threatening during a traffic stop at Highway 7 N...
法律
2016-50/4330/en_head.json.gz/3105
Case Western Reserve law dean takes shots from writer in American Lawyer LinkedIn Google+ “Doubling down on a losing hand is rarely a good move, yet that is precisely what Case Western Reserve Law School dean Lawrence E. Mitchell is doing.”That's the tough-minded first sentence of this piece, on AmericanLawyer.com, fro...
法律
2016-50/4330/en_head.json.gz/3109
Arthur Shawcross The Crimes In November 1990, Shawcross went on trial for the ten murders that had occurred in Monroe County, which included all victims except for Elizabeth Gibson, who had been killed in neighbouring Wayne County. The trial was a national media event, extensively televised and widely viewed. Shawcross...
法律
2016-50/4330/en_head.json.gz/3149
Nevada State Legislature Legalizes Online Poker Nevada beats New Jersey to the punch Nevada Governor Brian Sandoval signed a bill into law this week that legalizes online poker in the absence of federal action. The Nevada Legislature fast-tracked the online gaming bill declaring it an emergency measure taking the bill ...
法律
2016-50/4330/en_head.json.gz/3188
DRF.Com › Magna to push back financing hearing 03/31/2009 11:00PMMagna to push back financing hearingBy Matt Hegarty EmailMagna Entertainment Corp. plans to ask a Delaware bankruptcy judge to put off by several weeks the consideration of several motions that are currently scheduled for a hearing on Friday, including th...
法律
2016-50/4330/en_head.json.gz/3336
Judge tosses case seeking rights for orcas Wed Feb 8th, 2012 9:06pmNews By Julie Watson Associated Press SAN DIEGO — An effort to free whales from SeaWorld by claiming they were enslaved made a splash in the news but flopped in court Wednesday. A federal judge in San Diego dismissed an unprecedented lawsuit seeking to ...
法律
2016-50/4330/en_head.json.gz/3456
Do you want to advertise with us? Brandon J. Williams Two South Biscayne Boulevard 2 S Biscayne Blvd Ste 1900 http://www.foley.com Overview Brandon J. Williams is an associate and business immigration lawyer with Foley & Lardner LLP. He has experience with business-related immigration issues, audits of employers' compl...
法律
2016-50/4330/en_head.json.gz/3540
Free Helplines Tax Credit Legal Feedback Companies & Sectors Reliance Group seeks 16 more defence manufacturing licences Going overdrive in the defence manufacturing space, Anil Ambani-led Reliance Group has applied for as many as 16 more licences in areas ranging from missiles to radar, barely two weeks after it got c...
法律
2016-50/4330/en_head.json.gz/3578
George Will: Judicial activism is sometimes necessary | New Hampshire Contact us May 04. 2013 3:17AM George Will: Judicial activism is sometimes necessary "The legislative department is everywhere extending the sphere of its activity, and drawing all power into its impetuous vortex."- James Madison, Federalist 48BUT UN...
法律
2016-50/4330/en_head.json.gz/3640
Learn More About Civil Litigation Defense in Detroit, Texas Homecivil litigation defensetexasdetroit Detroit is a town in Red River County, Texas, United States. The population was 776 at the 2000 census. John Nance Garner, 32nd Vice President of the United States, was born outside of Detroit but lived most of his life...
法律
2016-50/4330/en_head.json.gz/3727
HOW WILL PUBLIC BODIES COPE WITH THE FREEDOM OF INFORMATION? Features: November 26th, 2004 How will Public Bodies Cope With Freedom of Information ? By Ian Quanstrom In recent months some of the most respected observers and commentators of the IT industry have quite rightly thrown doubt on the ability of public sector ...
法律
2016-50/4330/en_head.json.gz/3757
In coming weeks, late-term abortion law in Kansas may finally be enforced In coming weeks, late-term abortion law in Kansas may finally be enforced DIARY / Benjamin Hodge // Posted at 8:35 am on January 12, 2011 by Benjamin Hodge The Kansas City Star dishonestly writes about upcoming bills as “tighter restrictions” on ...
法律
2016-50/4330/en_head.json.gz/3876
Court rules negative notice in teacher's file can stay Bryce Alderton The Laguna Beach Unified School District does not need to remove a note from a teacher's personnel file that alleges she arrived at school drunk in December 2010, an Orange County Superior Court judge ruled this week.In his ruling, Judge Andrew Banks...
法律
2016-50/4330/en_head.json.gz/3999
A truck driver who was involved in a fatal July crash on I-55 near Chicago has pleaded not guilty to charges related to falsifying his logbooks, but reckless homicide charges are still possible in the crash that killed five. According to published reports, prosecutors are still awaiting the results of investigations by...
法律
2016-50/4330/en_head.json.gz/4062
Judge says pregnant women can bar fathers from delivery room Updated: Mar 14, 2014 - 7:07 AM NEW JERSEY - Some dads-to-be could be kept out of the delivery room in New Jersey. In a decision released this week, a judge ruled pregnant women can block the biological father of their children from entering the room. "The ru...
法律
2016-50/4330/en_head.json.gz/4104
Special Weapons for Fighting Giants Revoke their charters, and other legal tools to hold corporations accountable to our laws. Anti-coal photographer and activist Mark Schmerling brought his photo of Massey Energy’s destruction of Kayford Mountain to an EPA hearing in Philadelphia. Delaware Attorney General Joseph R. “...
法律
2016-50/4330/en_head.json.gz/4151
The Business Ethics Blog A blog about Business Ethics by Chris MacDonald, Ph.D. Blog Business Ethics Highlights Subscribe to the Business Ethics Blog Business Obligations During Natural Disasters Filed under: corporate citizenship, disaster, employees, philanthropy, safety | As Hurricane Sandy bears down on Atlantic Ci...
法律
2016-50/4330/en_head.json.gz/4368
« Back to News Print This Topics Admissions 'Before Brown' When people talk about the demolition of the doctrine of "separate but equal," the case everyone focuses on is Brown v. Board of Education, the U.S. Supreme Court's landmark 1954 ruling. Four years earlier, however, the Supreme Court rejected that doctrine in a...
法律
2016-50/4330/en_head.json.gz/4389
Banking & Finance Law Blog Is the FDIC Staking Out Its Territory or Extending Its Borders? Related Articles ACH Compliance Webinar: Understanding Regulations that Affect ACH Transactions FDIC Files Libor Manipulation Lawsuit for Alleged Harm to Failed Banks FDIC: Banks Improve, Number of Problem Institutions Continues ...
法律
2016-50/4330/en_head.json.gz/4423
What is the New York State Nurse Practice Act? The New York State Nurse Practice Act is a set of laws enacted by the state of New York regulating safe and appropriate nursing practice. Nursing care can pose risks to the public if practitioners are not competent, so the state sets standards of competence through the Nur...
法律
2016-50/4330/en_head.json.gz/4621
Proposed legislation could aid drainage work Proposed legislation could make issuing payment warrants for drainage work easier in the future. John Torbert, executive director of the Iowa Drainage District Association, presented an update to the Webster County Board of Supervisors before its regular meeting Tuesday. “We...
法律
2016-50/4330/en_head.json.gz/4764
| Gray v. Industrial Commission Gray v. Industrial Commission THEODORE A. GRAY, APPELLANT,v.THE INDUSTRIAL COMMISSION ET AL. (ELECTROCAST STEEL FOUNDRY CO., INC., APPELLEE). MR. JUSTICE UNDERWOOD DELIVERED THE OPINION OF THE COURT: Claimant, Theodore A. Gray, filed a claim with the Industrial Commission under the Workm...
法律
2016-50/4330/en_head.json.gz/4780
New York - Sunday, 11 December 2016 You are here: Home / Statements / General Assembly Statements / Sixth Committee Statements / 9 October 2013 Statement by H.E. Mr. Gholamhossein Dehghani Ambassador and Deputy Permanent Representative of the Islamic Republic of Iran On behalf of the Non-Aligned Movement on Agenda Item...
法律
2016-50/4330/en_head.json.gz/4831
Quality Control at the Second Circuit: 38 Years of Willfulness Jurisprudence Thrown Out in Kaiser? GUEST BLOGGER-SOLOMON L. WISENBERG Former U.S. FoodService ("USF") purchasing and marketing chief Mark Kaiser's convictions on charges of conspiracy and securities fraud were reversed on Thursday, and the case was remande...
法律
2016-50/4330/en_head.json.gz/4930
| COMMONWEALTH v. FLOWERS (10/28/75) COMMONWEALTH v. FLOWERS (10/28/75) COMMONWEALTHv.FLOWERS, APPELLANT Appeal from judgment of sentence of Court of Common Pleas of Luzerne County, No. 374 of 1973, in case of Commonwealth of Pennsylvania v. Donald Flowers. James F. Geddes, Jr., for appellant. John J. Gill, with him Je...
法律
2016-50/4330/en_head.json.gz/5030
Toobin: 'This Law Looks Like It's Going To Be Struck Down' ByIgor BobicPublishedMarch 27, 2012, 12:17 PM EDT CNN Legal Analyst Jeffrey Toobin, following Supreme Court arguments on President Obama's health care law, said on CNN that based on what he heard inside the Court, things didn't look good for proponents of the l...
法律
2016-50/4330/en_head.json.gz/5124
Federal Circuit Oral Arguments Now Available on iTunes One can easily access the audio recordings of oral arguments from the Federal Circuit website. However, for those who prefer to use iTunes, I noticed that recent recordings are available from iTunes at this link for free. “adapted, in its operative position, to ___...
法律
2016-50/4330/en_head.json.gz/5143
DONATE Federal Refusal to Enforce Law Allows Foreign Fishing Companies to Use Harmful Methods Bycaught loggerhead turtle, 1969 (photo: Bob Williams-NOAA) Despite a 40-year-old federal law meant to protect them, every year more than 650,000 marine mammals, including dolphins, whales and sea lions, are killed in foreign ...
法律
2016-50/4330/en_head.json.gz/5346
Why YouTube is offering legal support for users threatened with takedowns Latest News Trump team’s 'intrusive' memo alarms DOE climate scientists In a bid to raise awareness about issues of 'fair use,' the site will provide legal aid to four users threatened with takedown notices. By Max Lewontin, Staff writer A pictur...
法律
2016-50/4330/en_head.json.gz/5556
"The team has so many contacts with foreign insurers and so many people with foreign languages that it is miles ahead of others." Chambers and Partners (2014) Gardinia Plaza, Sharm el Sheikh in Egypt 2010 Irwin Mitchell has been approached to act for holidaymakers who travelled to the Gardinia Plaza, Sharm el Sheikh in...
法律
End of preview. Expand in Data Studio

[中文主页]

Industry models play a crucial role in driving enterprise intelligence transformation and innovative development. High-quality industry data is key to improving the performance of large models and realizing industry applications. However, datasets currently used for industry model training generally suffer from issues such as insufficient data volume, low quality, and lack of domain expertise.

To address these problems, we constructed and applied 22 industry data processing operators to clean and filter 3.4TB of high-quality multi-industry classified Chinese and English language pre-training datasets from over 100TB of open-source datasets including WuDaoCorpora, BAAI-CCI, redpajama, and SkyPile-150B. The filtered data consists of 1TB of Chinese data and 2.4TB of English data. To facilitate user utilization, we annotated the Chinese data with 12 types of labels including alphanumeric ratio, average line length, language confidence score, maximum line length, and perplexity.

Furthermore, to validate the dataset's performance, we conducted continued pre-training, SFT, and DPO training on a medical industry demonstration model. The results showed a 20% improvement in objective performance and a subjective win rate of 82%.

Industry categories: 18 categories including medical, education, literature, finance, travel, law, sports, automotive, news, etc. Rule-based filtering: Traditional Chinese conversion, email removal, IP address removal, link removal, Unicode repair, etc. Chinese data labels: Alphanumeric ratio, average line length, language confidence score, maximum line length, perplexity, toxicity character ratio, etc. Model-based filtering: Industry classification language model with 80% accuracy Data deduplication: MinHash document-level deduplication Data size: 1TB Chinese, 2.4TB English

Industry classification data size:

Industry Category Data Size (GB) Industry Category Data Size (GB)
Programming 4.1 Politics 326.4
Law 274.6 Mathematics 5.9
Education 458.1 Sports 442
Finance 197.8 Literature 179.3
Computer Science 46.9 News 564.1
Technology 333.6 Film & TV 162.1
Travel 82.5 Medicine 189.4
Agriculture 41.6 Automotive 40.8
Emotion 31.7 Artificial Intelligence 5.6
Total (GB) 3386.5

For the convenience of users to download and use, we have split the large dataset into sub-datasets for 18 industries. The current one is the sub-dataset for the law industry.

Data processing workflow:

image/png

Downloads last month
149

Collection including BAAI/IndustryCorpus_law