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2017-17/2440/en_head.json.gz/565
Norway’s Sovereign Wealth Fund Faces Big Risks from Tax Havens Tags: #Norway #oil #tax #PanamaPapers #Oslo #SWF #Fund #Investment #europe #government #money #NBIM #SPUThe original version of this article (in Norwegian) appeared today in the leading Norwegian business newspaper DN.no and can be veiwed here: http://www.a...
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2017-17/2440/en_head.json.gz/746
For more information about WTP, press releases, articles, events, and webinars, please contact:PJ BrownPJ.Brown@wtpadvisors.comNews Archive2017201620152014201320122011 Tax Alert: IRS Targeting Small and Mid-sized Companies for Transfer Pricing Audits Tax Alert: IRS Targeting Small and Mid-sized Companies for Transfer P...
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2017-17/2440/en_head.json.gz/831
Home > Columns & Papers > Macroeconomics >TPP negotiations and "safeguards" English translated version of "Business Prospect" on NHK Radio Channel 1 on October 14, 2014 1.I often hear the word "safeguard" on the news in connection to the TPP negotiations. Could you explain it? A safeguard is a measure taken to save dom...
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2017-17/2440/en_head.json.gz/1041
"...And Justice For All...": The Case for Fiscal Equity and Equality An End to "Them That Has, Keeps" Institute Bulletin No.48 20.January.2003 Corporate Accountability: Concentration and Combination The current spate of corporate theft in North America can be traced to one overriding element in continental corporate cu...
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2017-17/2440/en_head.json.gz/1132
Worries over Volksbanken hit Austrian banks Simon Kennedy Firm says it's well capitalized after report it was placed on watch list SimonKennedy LONDON (MarketWatch) -- Worries over the state of the Austrian banking industry continued Tuesday after a report -- swiftly denied by the bank itself -- that Oesterreichische V...
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2017-17/2440/en_head.json.gz/1209
Politics 10 October 2011 Tired and cold on Wall Street, Laurie Penny finds an America she thought was lost By Laurie Penny Follow @@pennyred On a cold, wet Sunday morning, Manhattan's financial district is full of zombies. Halloween is weeks away, but members of the Occupy Wall Street protest, which has been in place f...
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2017-17/2440/en_head.json.gz/1357
Forum Home Page [see Broadridge note below] The Shareholder ForumTM` See related case examples of Walgreen Co. stock buyback policies "Fair Access" Home Page "Fair Access" Program Reference For graphs of specific company and related industry returns, see Returns on Corporate Capital For graphs of specific company votin...
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2017-17/2440/en_head.json.gz/1501
Bankrupting America’s Spending Daily Posted: January 2, 2013 at 5:00 pm / by Bankrupting America 0shares Facebook0 Twitter0 Google+0 Pinterest0 LinkedIn0 Spending Daily | January 2, 2013 New Campaign: Talk is Cheap, Overspending is Not Bankrupting America, a project of Public Notice, announced today a new campaign, “Ta...
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2017-17/2440/en_head.json.gz/1705
Oracle defends CEO's pay amid shareholder unrest Share Tweet SAN FRANCISCO (AP) — Oracle is facing a potential shareholder revolt against a compensation formula that has consistently made its billionaire co-founder, Larry Ellison, one of the best-paid CEOs in the world.The business software maker staunchly defended Ell...
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2017-17/2440/en_head.json.gz/1733
HSBC to Pay Record Settlement to Department of Justice Eric Volkman, The Motley Fool, AOL.com Dec 11th 2012 10:57AM HSBC will pay a record $1.92 billion to the U.S. Department of Justice to settle a long-running investigation into its lack of compliance with money laundering laws and economic sanctions, the company sai...
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2017-17/2440/en_head.json.gz/1875
Compare All The Changing Landscape of Socially Responsible Investing: Q&A With an Expert Allison Kade NEW YORK (MainStreet) -- If you've ever bought shares of a mutual fund and silently grimaced at the prospect that it might be investing your money in unsavory ways--how do you feel about investing in Big Tobacco or oil...
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2017-17/2440/en_head.json.gz/1880
Dubai's Noor Islamic may break even in 2011 Singapore, June 8, 2011 Dubai's Noor Islamic Bank could break even in 2011, a year ahead of target, and will consider merger and acquisition opportunities later to expand overseas, its chief executive said on Wednesday. Noor Islamic Bank focuses mainly on corporate banking de...
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2017-17/2440/en_head.json.gz/1930
Unthinkable, thought The Economist presents an article on 02 DEC 2010 on How to resign from the club.The 'club' in question is the Eurozone, and resigning from it is presented as a showing how Nation States can get over a debt crisis via examining past such crises in other Nations. The EU has a problem in that it is no...
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2017-17/2440/en_head.json.gz/2100
Home'Trinidad and Tobago Guardian : May 9th 2013ContentsBG6 | NEWS BUSINESS GUARDIAN www.guardian.co.tt MAY 2013 • WEEK TWO The First Citizens bank initial public offering (IPO) of shares has been postponed from May to June, said deputy chief exec- utive officer Sharon Christopher. In early January, the bank s chair Ny...
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2017-17/2440/en_head.json.gz/2169
Home / News / FPA Congress sets financial planners on growth trajectory FPA Congress sets financial planners on growth trajectory Thu 1st December 2016 The Financial Planning Association of Australia (FPA) attracted over 1,000 delegates from around the country to the 2016 FPA Professionals Congress in Perth from 23-25 ...
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2017-17/2440/en_head.json.gz/2186
Gov’t owes UDC millions A review of the Urban Development Corporation’s books by the Auditor General’s Department has shown that the Government owes millions in rent to the agency. The report highlights that the government has failed to pay $137 million in rent for office spaces it occupies. It was noted that this acco...
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2017-17/2440/en_head.json.gz/2338
commentsEx-Goldman director indicted in insider caseBy Susan Candiotti and Jessica Dickler @CNNMoney October 26, 2011: 6:00 PM ET Ex-Goldman Sachs director Rajat Gupta, pictured at the World Economic Forum on Jan. 28, 2010, in Davos, Switzerland (See correction below) .NEW YORK (CNN) -- Former Goldman Sachs and Procter...
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2017-17/2440/en_head.json.gz/2492
Governance | New Pocket Guide to IFRS By Elizabeth Kennedy July 1, 2016 The IFRS® Foundation, the oversight body of the International Accounting Standards Board (IASB), has published the 2016 edition of the Pocket Guide to IFRS® Standards: the global financial reporting language. Written and developed by former IASB bo...
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2017-17/2440/en_head.json.gz/2638
Adient wins “Best Investor Relations for an IPO” award from IR Magazine Adient wins “Best Investor Relations for an IPO” award from IR Magazine Awards 3/23/17 Adient, the global leader in automotive seating and interiors, was recognized by IR Magazine for “best investor relations for an initial public offering (IPO) or...
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2017-17/2440/en_head.json.gz/2780
Harvard Economist: US Should Phase-Out All Currency Larger Than $10 Bills By Barbara Hollingsworth | September 16, 2016 | 11:24 AM EDT Harvard Economics Professor Kenneth Rogoff. (Harvard University) (CNSNews.com) – The Unites States should phase-out all denominations of the U.S. dollar larger than a $10 bill to thwart...
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2017-17/2440/en_head.json.gz/2992
Mortgage horror: Lender won't help after couple's child dies By: Jen A. Miller, December 04th 2012 Your sick child means nothing to your mortgage lender. Not even if he dies. You've drained your life savings. Pay me. You've gone deep into debt. Pay me. You've buried your boy. Pay me. Your tragedy is an "insufficient ha...
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2017-17/2440/en_head.json.gz/3082
New Home Building Approvals Up By 6.9 Percent In WA by Christopher Levay Despite the news on the negative sentiment of the economy of Western Australia, new home building approvals in the region rose to about 17 percent in August this year. This new figure was reported by HIA. In a press release which covered the overa...
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2017-17/2440/en_head.json.gz/3094
Paulson Says Wachovia Was Systemic Risk Sep 29 2008, 8:52AM After the Federal Deposit Insurance Corporation (FDIC), Federal Reserve and U.S. Treasury facilitated the acquisition of Wachovia by Citigroup, U.S. Treasury Secretary Henry Paulson said the failure of Wachovia posed a systemic risk to the U.S. economy, and he...
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2017-17/2440/en_head.json.gz/3124
Lending industry pushes for statewide regulation - KFDA - NewsChannel 10 / Amarillo News, Weather, SportsMember Center:Create Account|Log InManage Account|Log Out Lending industry pushes for statewide regulation Consumer Service Alliance of TexasFort Worth Star-Telegram ArticleUniversity of Texas Industry Study Amarill...
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2017-17/2440/en_head.json.gz/3130
Banks Losing Billions in Fees Due to Overdraft Policy Implemented in 2010; Loss Could Affect Banks' Ability to Lend Article ID: 584754 Released: 17-Jan-2012 10:30 AM EST Source Newsroom: University of Arkansas, Fayetteville Business Ethics, Economics Tim Yeager, University of Arkansas Newswise — FAYETTEVILLE, Ark. – A ...
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2017-17/2440/en_head.json.gz/3264
How to account for school fees Paying for children’s education can be a costly business but options are available for parents who want to ensure they get a head start. Sue Hoban Many parents bracing for the inevitable post-Christmas influx of back-to-school bills might now be rueing the fact they didn’t put money aside...
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2017-17/2440/en_head.json.gz/3384
Vitter wants clean slate of overseers after Ponzi victims get no help Friday, July 18 2014 BATON ROUGE- In another blow to people who lost around $1 billion in a Ponzi scheme, the SEC lost its appeal to recoup money for victims of R. Allen Stanford. Stanford was convicted and sentenced in 2012 of using investors money ...
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2017-17/2440/en_head.json.gz/3434
The reversal of reforms on the New Pension System? In December 2002, the NDA made a very big move in pension reforms. They decided that from 1/1/2004 onwards, all new staff recruited into the government would be switched out of the traditional defined-benefit pension and instead placed into a new individual-account def...
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2017-17/2440/en_head.json.gz/3706
DiscoveryNew PBS Television Program Highlights NSF-funded Economics Research NOVA's "Mind Over Money" examines 2008 stock crash The New York Stock Exchange, focal point of the 2008 stock market crash. Credit and Larger Version The popular PBS science television program NOVA asks two simple questions: Why did mainstream...
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2017-17/2440/en_head.json.gz/3748
New J.P. Morgan Jam Bank Faces U.S. Action on Antimoney-Laundering Practices Dan Fitzpatrick And Robin Sidel Regulators are expected to serve J.P. Morgan Chase & Co. with a formal action alleging weaknesses in the bank's antimoney-laundering systems, said people close to the situation. The cease-and-desist order from t...
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2017-17/2440/en_head.json.gz/4333
Insights from a Top Five Star Fund Manager on Drug Pipelines (Part III) Recently, Larry and I met with an interesting person, Ken Kam. Ken manages the Masters 100 Fund (MOFQX) and is a Morningstar Five Star fund manager. He has been regularly beating the S&P 500 Composite Stock Price index. Ken believes that his approa...
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2017-17/2440/en_head.json.gz/4594
the "voice" of the promotional products industry. Skip Navigation LinksCase Studies > Management - Develop a Business Succession Plan Management - Develop a Business Succession Plan A Guide To Transitioning Your Family Company Aug 1, 2013 – by Shane Dale Tweet If you're content to wait until retirement to create a fami...
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2017-17/2440/en_head.json.gz/4697
Expert predictions on what lies ahead for GreeceGreek debt is running at 197% of GDP. Tim Mullaney, special to CNBC.com Monday, 6 Jul 2015 | 2:45 PM ETCNBC.com Who's exposed to Greece? Monday, 6 Jul 2015 | 1:46 PM ET | 01:37 On Sunday, Greek voters decisively rejected a proposal from the nation's creditors to swap new ...
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2017-17/2440/en_head.json.gz/4729
From the December 5, 2012 issue of Credit Union Times Magazine • Subscribe! Women to Watch: Shari Storm Shares Leadership Lessons By Myriam DiGiovanni December 05, 2012 • Reprints For Shari Storm, senior vice president at Verity Credit Union, periodically applying and interviewing for other jobs has helped reinforce th...
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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 finance industry.

Data processing workflow:

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