Datasets:

BAAI
/

IndustryCorpus

id stringlengths 30 34	text stringlengths 0 68.5k	industry_type stringclasses 1 value
2017-09/0639/en_head.json.gz/21789	New generation of West Marin ranchers coming back to the family farm A NEW GENERATION of ranchers is emerging in West Marin, young adults who are going off to college but returning home to leave their mark on family businesses that have been around for generations.One hundred years ago there were few career options for...	农业
2017-09/0639/en_head.json.gz/24180	Scrapping regulations calls for discretion Feb 10, 2017 Stronger safety net is goal for National Cotton Council Jan 27, 2017 Oklahoma Peanut Expo March 23 in Altus Feb 08, 2017 Cattle industry 'very concerned' about Trump's pledge to renegotiate NAFTA Feb 06, 2017 Few days to review 2006 tax scenarios Caroline Booth La...	农业
2017-09/0639/en_head.json.gz/25071	Green Subsidies: India's Unfortunate Lesson One of the focal points of the President's plan for reviving the US economy is federal subsidies for "green manufacturing" and "clean energy." Now, I've already laid out a lot of serious problems with such plans - the most important of which is America's unblemished record of...	农业
2017-09/0639/en_head.json.gz/25364	Global Farmer Network By: Global Farmer Network The Global Farmer Network are farmers committed to inserting their voice and perspective in the global dialogue regarding food and nutritional security. Elected For the Common Good In his victory speech on Election Night, Barack Obama said that America has “sent a message...	农业
2017-09/0639/en_head.json.gz/25697	Just peachy enough Rosa Parra, 9, helps fill a bin of an early variety of local peach at the Mt. Garfield Fruits and Vegetables stand near Palisade. The stand enjoyed brisk business this past weekend after cherries, apricots — and peaches — arrived. It’s no secret: We love peaches. So when a cruel cold snap this spring...	农业
2017-09/0640/en_head.json.gz/768	You are hereHome » The Third Plate: Field Notes on the Future of... The Third Plate: Field Notes on the Future of Food (Hardcover) By Dan Barber $29.95 Usually Ships in 1-5 Days " E]ngaging, funny and delicious... I would call this The Omnivore's Dilemma 2.0." --Chicago Tribune At the heart of today's optimistic farm-t...	农业
2017-09/0640/en_head.json.gz/1203	Ideas shared for bridging urban-rural divide Whether the topic is use of technology in food production, how to insure safe food or whether climate change is real, it's no secret that rural residents often see the issues much differently than their urban counterparts. By Candace KrebsContributing Writer OKLAHOMA CITY — ...	农业
2017-09/0640/en_head.json.gz/1377	Randolph Center Fish Farm A ‘Low Profile Operation’ Tweet People / Jul. 9, 2009 12:00am EDT By Martha Slater Randolph Center Fish Farm A ‘Low Profile Operation’ By Martha Slater Louis Warlick gets ready to feed some of his mature trout in one of many ponds on his Randolph Center property. (Herald / Tim Calabro) If you ...	农业
2017-09/0640/en_head.json.gz/1421	Can Anyone Grow Their Own Food ‘From the Ground Up’? [25 September 2013] By Catherine Ramsdell When Jeanne Nolan was just a teenager, she left her parents’ comfortable home and lifestyle and ended up living on a commune (cult?) called Zendik Farm. Throughout From the Ground Up, Nolan weaves in memories from her time th...	农业
2017-09/0640/en_head.json.gz/1532	Resistance management even more critical with new herbicides Feb 06, 2017 Plan for strong disease, nematode pressure early this year Feb 02, 2017 US cotton moves to rebrand its promise to the world Feb 02, 2017 David Blakemore to lead National Cotton Ginners Association Feb 14, 2017 Crops>Peanuts From Sunbelt Expo Paul...	农业
2017-09/0640/en_head.json.gz/2783	Cover crop cocktails are more than a salad bar Feb 15, 2017 5 ways to celebrate National FFA Week Feb 17, 2017 Seedstock Directory Dec 28, 2015 Directing nature? Gene editing offers big potential Feb 16, 2017 Agenda Diablo Trust Honored With BEEF 2011 Trailblazer Award It started as an effort to simply remain in busine...	农业
2017-09/0640/en_head.json.gz/3015	Sell to the Women Tags: looking back, Sam Moore, women, During first half of the last century (sounds like a long time ago, doesn't it? But wait—I lived through two thirds of that long ago century—unbelievable!) many farm equipment dealers sold water systems, lighting plants, washing machines and other household applia...	农业
2017-09/0640/en_head.json.gz/3097	Hidden New Jersey The travels and adventures of a couple of nuts wandering around New Jersey, looking for history, birds and other stuff. A few of our sources HNJ in the media NJ 350 Newark's State Fair was a great state fair Midwestern-born friends of ours admitted to being a bit confused at the hubbub advertised as t...	农业
2017-09/0640/en_head.json.gz/3619	an occasional magazine about land rights Reclaim the Fields Ed Hamer discovers a European youth movement taking action on the issue of access to agricultural land If the statistics are to be believed farming must be up there as one of the least attractive jobs facing school-leavers in the UK. With a typical wage middli...	农业
2017-09/0640/en_head.json.gz/3726	Business Your Balance +tax Growing success Local mushroom farm thriving By: Murray McNeill Posted: 03/17/2010 1:00 AM \| Comments: Tweet Post Reddit ShareThis Print This article was published 16/3/2010 (2534 days ago), so information in it may no longer be current. The province's only commercial mushroom farm has booste...	农业
2017-09/0640/en_head.json.gz/4185	Tag: grant news Nine new Trellis Fund projects awarded The Horticulture Innovation Lab has announced nine new projects in Africa and Asia as part of its Trellis Fund program. Each of these six-month projects is funded with a $2,000 grant, with work scheduled to begin in 2017. A U.S. graduate student with related expert...	农业
2017-09/0640/en_head.json.gz/4540	SADHU'S VISION Thank you for visiting my website! I’m Sadhu, the founder of Govardhan Gardens, a natural living and self-sufficiency oriented farming project near Mayagüez, Puerto Rico. After traveling the world for over 20 years, doing volunteer work for various cultural, social, altruistic and agricultural projects, ...	农业
2017-09/0640/en_head.json.gz/4586	Dry summer has Schuylkill County farmers at risk of losing crops David Mckeown/staff photos Michael Scheidel of Little Peace Farm, Schuylkill Haven, allows dry dirt to fall from his hand Monday. Earlier this year, farmers were praying the rain would stop.Now, they want it to come back."It's very dry. Most of the crops ...	农业
2017-09/0640/en_head.json.gz/4736	Food Giants Want 'Sustainable' Beef. But What Does That Mean? By Daniel Charles Mar 25, 2014 TweetShareGoogle+Email Customers order food from a McDonald's restaurant in Des Plaines, Ill. The company has promised to start buying "verified sustainable beef" in 2016. Originally published on March 25, 2014 3:07 pm McDonald...	农业
2017-09/0640/en_head.json.gz/4756	DOW AGROSCIENCES' CEO ANTONIO GALINDEZ TO RETIRE, TIM HASSINGER PROMOTEDMar. 21, 2014Source: Dow AgroSciences news release After more than 31 years of service, Antonio Galindez, president and CEO of Dow AgroSciences (DAS), a wholly owned subsidiary of The Dow Chemical Company (NYSE:DOW) will retire from the Company, ef...	农业
2017-09/0640/en_head.json.gz/5051	Aggie Agriculture: A Recipe for Success in Horticulture Research and Information Home gardening and the support of locally grown produce is on the rise across the nation. Aggie Horticulture, part of the Texas AgriLife Extension Service at Texas A & M University, is one of the world’s most popular resources on all thing...	农业
2017-09/0640/en_head.json.gz/6566	"At either end of any food chain you find a biological system -- a patch of soil, a human body -- health of one is connected, literally, to the health of the other." - Michael Pollan Join/Renew You are here: PublicationsMaine Organic Farmer & GardenerSpring 1998Volunteer - Judy Kirk Volunteer Profile – Judy Kirk Judy K...	农业
2017-09/0640/en_head.json.gz/6765	WACC joins FAO advisory group Maria Cristina Forero Ramirez, 35, picking some of the tomatoes she produces in her garden as part of a project that supports 55 IDP women to produce their own food. The project helps women who are displaced by violence to produce food for their families and for sale. Photo: ACT/Sean Hawke...	农业
2017-09/0640/en_head.json.gz/6955	Industry Drought costs California's ag industry $2.2 billion The Drought Monitor map of California, released on July 17, 2014. More than 80 percent of California is in extreme or worse drought, according to the latest Drought Monitor report. No drought improvement is expected through the end of October as the prospects...	农业
2017-09/0614/en_head.json.gz/8172	What are the main crops in Italy? Italy's rich soil, especially in the Po region, makes it possible to grow rice, corn, wheat, grapes, olives and tomatoes. Italy uses a majority of these crops, but the country is a major exporter of rice. What crops are grown in Italy? What fruits are grown in Italy? What do people eat...	农业
2017-09/0614/en_head.json.gz/8305	You are here: Home › Resources › USDA › Survey of American Honeys, Part 10: Summary Survey of American Honeys, Part 10: Summary Gleanings in Bee Culture – August, 1961 10. Summary 1/ JONATHAN W. WHITE, JR. Eastern Regional Research Laboratory Eastern Utilization Research and Development Division Agricultural Research S...	农业

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