Wenxin Ernie 3.0 blessing! Small samples can also achieve 99% effect of full data!

In recent years , With AI Technological development ,NLP Technology has been gradually “ Mount guard ” To various industrial application scenarios , Automatically handle complex and repetitive work , Such as automatic classification of news content 、 Intelligent customer service automatically replies 、 Review of sensitive words 、 User comments, emotion analysis, etc .

One 、 Why? NLP It has become a sharp tool for enterprises to reduce costs and increase efficiency ？

In Finance 、 government affairs 、 law 、 In many industries such as medical treatment , A large amount of document information is generated every day and needs to be processed . Take text information processing as an example ：

An auditor can audit at most in a day 5000 A text message , And it is difficult to guarantee the accuracy , And online UGC Information websites often receive more than one million text messages in an hour on average .

This shows that in a real business scenario , All through manpower to achieve information production 、 Handle 、 It is almost impossible to release the whole process tracking , urgent need NLP Technology to achieve intelligent processing of information , Reduce cost and increase efficiency for enterprises .

Two 、NLP “ Mount guard ” To several major problems in the business

NLP The application of technology in the actual scene is not as smooth as expected , Mainly from NLP In the process of customizing the scenario application model , There are many problems ：

• Data annotation is time-consuming and laborious ： Self built models require manual annotation of business data , laborious , The marking cost is very high , Greatly affect business progress ;

• There is no clue about the scheme selection ： Do not know the optimal model solution , Uncertain model evaluation indicators , I don't know how to tune the model effect ;

• It is difficult to deploy the model ： The deployment scheme suitable for the business scenario is not clear , It is difficult to implement deployment and development 、 The high cost .

3、 ... and 、 How to zero code 、 High quality AI demand ？

To address these issues , Baidu PaddlePaddle EasyDL It provides you with 「 "One-stop" work style NLP Task development services 」, The data 、 Training and deployment were all taken over , It's also achieved Full process automation , Users only need to drag and drop according to the platform prompts , Don't understand the algorithm 、 Not being able to write code is not a problem .

at present ,EasyDL Text categorization is already supported 、 Text creation 、 Analysis of emotional tendencies 、 Short text similarity matching 、 Entity extraction 、 Entity relation extraction 、 Comment opinion extraction and other task types , comprehensive 、 Efficient 、 Conveniently solve the actual business needs of small and medium-sized enterprises .

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EasyDL - Text experience link

https://ai.baidu.com/easydl/nlp/

Data phase ：「AI staff 」 Help with efficient labeling

To help enterprises reduce costs in data preparation , Improve the dimensioning effect ,EasyDL Provided by the platform  “AI staff ” Smart label service . in application , Only a small amount of manual annotation is required , smart “AI staff ” You can intelligently label other unlabeled data , Effectively solve the big problem of data annotation , Help enterprises reduce costs in data preparation , Improve the dimensioning effect .

Training phase :  only 20% Small sample data to achieve high-precision model effect

EasyDL NLP Recently, I will write a letter ERNIE Big model 「 base 」 Upgrade to 3.0. What does that mean? ？ Let's start from the following aspects , See how the big model of literary mind makes EasyDL Text ability is more powerful ：

• Massive Chinese data knowledge reserves ： The big model of literary mind ERNIE 3.0 As a large model for knowledge enhancement of tens of billions of parameters , In addition to learning vocabulary from massive text data 、 structure 、 In addition to semantic knowledge , And learn from large-scale knowledge maps . therefore EasyDL NLP The task shows better effect on Chinese model training , Don't worry that the model can't understand Chinese anymore ～

• Small sample quick training ： Wenxin big model ERNIE 3.0 Handle both language understanding and language generation tasks , Good training effect can be achieved through a small amount of training data . At present EasyDL NLP The marking amount can be reduced to the original 20%.
  

• The effect of the task is leading ： Wenxin big model ERNIE 3.0 Refresh at one stroke 54 Chinese NLP Mission benchmark , Including emotional analysis 、 Take out ideas 、 reading comprehension 、 Text in this paper, 、 Dialogue generation 、 Mathematical operations and other tasks . Verified by authoritative public data sets , Various types NLP The average accuracy of the task is as high as 90% above .

• Multi scene creation ability ： Wenxin big model ERNIE 3.0 In terms of literary creation ability, it has been significantly improved , Through the study of massive texts and knowledge , Give Way EasyDL Of “ Text creation ”  The task does not require special training , You can start a novel 、 The lyrics 、 poetry 、 Couplets and other literary creation . If you don't talk much, it will be effective .

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See here , Little buddy must have found out ,EasyDL Text ability is in the big model of literary mind ERNIE 3.0「 base 」 Have strong general knowledge ability with the support of , It's like a Wulin expert who has practiced internal skill for many years . With this general knowledge , Only a small amount of specific business scenario data is required 「 Grasp a typical example and you will grasp the whole category 」, Realization NLP Business landing .

Deployment phase ： Free choice in many ways

• Public cloud API： Users can directly call the... Provided by Baidu cloud API To use , Fast and easy .

• Local server deployment ： For some localized 、 Requirements for privatized deployment , Users can flexibly access the deployment mode of localized services , High performance can also be achieved serving Ability .

Four 、 Extensive and mature practical application Help all walks of life AI upgrade

at present EasyDL Zero threshold of 、 Strong professionalism and other characteristics have been widely accepted by small and medium-sized enterprises , Use EasyDL The number of users has exceeded 100 ten thousand , Cover 20 Multiple industry scenarios , Including the Internet 、 Industry 、 Agriculture 、 Medical care 、 logistics 、 retail 、 education 、 Transportation, etc .

• Enterprise service ： Hancai headhunter uses text classification model , It is realized through intelligent annotation function on the platform 199 Ten thousand pieces of data are automatically marked , Finally, the training accuracy reached 95%+ Of “ Candidate functions ”、“ Candidate rank ” Wait for the model , Intellectualization solves the problem of the company 200 The problem of selecting resumes from the talent pool .

• Financial field ： Jiniu technology has the customization function based on the text entity extraction model , The key information extraction based on insurance agent visit log is realized autonomously , Effectively improve the efficiency of customer intelligent operation .

• Logistics field ： An Internet moving platform uses EasyDL Text classification filter high-quality user messages , Judge whether users place orders effectively , Accurate positioning of target users , Recognition accuracy reaches 97% above , Effectively improve the overall operation efficiency of the platform .

• E-commerce ： Pigeon book number card ERP The order management system is connected to the propeller EasyDL Text processing technology , It realizes the automatic classification and similarity matching of tens of thousands of error messages returned by dozens of upstream operators , With high accuracy 87% about , Greatly simplifies labor costs , Reduce the time cost in the order production process .

Live class preview

6 month 9 Friday night 20:00, Baidu NLP The product manager will bring a wonderful live broadcast , analyse NLP Three pitfalls and corresponding solutions that cannot be ignored in industrial application development , Reading EasyDL How to achieve NLP Industrial application landing , And take you to the actual combat of the project .

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Group entry benefits

• obtain 6 month 9 Links to daily live classes

• Participate in 「 Classification of news and information 」「 Analysis of e-commerce comments 」 Combat camp ,15 Minutes of easy training with high accuracy NLP Model , More exquisite gifts and certificates are distributed free of charge

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• Thesis link ：

https://arxiv.org/pdf/2107.02137.pdf

• Demo link ：

https://wenxin.baidu.com/younger/apiDetail?id=20006