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Table of contents

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Chinese

For more tasks, datasets and results in Chinese, check out the Chinese NLP website.

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Portuguese

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Persian

This document aims to track the progress in Natural Language Processing (NLP) and give an overviewof the state-of-the-art (SOTA) across the most common NLP tasks and their corresponding datasets.

It aims to cover both traditional and core NLP tasks such as dependency parsing and part-of-speech taggingas well as more recent ones such as reading comprehension and natural language inference. The main objectiveis to provide the reader with a quick overview of benchmark datasets and the state-of-the-art for theirtask of interest, which serves as a stepping stone for further research. To this end, if there is a place where results for a task are already published and regularly maintained, such as a public leaderboard,the reader will be pointed there.

If you want to find this document again in the future, just go to nlpprogress.comor nlpsota.com in your browser.

Contributing

Guidelines

Results Results reported in published papers are preferred; an exception may be made for influential preprints.

Datasets Datasets should have been used for evaluation in at least one published paper besides the one that introduced the dataset.

Code We recommend to add a link to an implementation if available. You can add a Code column (see below) to the table if it does not exist.In the Code column, indicate an official implementation with Official.If an unofficial implementation is available, use Link (see below).If no implementation is available, you can leave the cell empty.

Adding a new result

If you would like to add a new result, you can just click on the small edit button in the top-rightcorner of the file for the respective task (see below).

This allows you to edit the file in Markdown. Simply add a row to the corresponding table in thesame format. Make sure that the table stays sorted (with the best result on top). After you’ve made your change, make sure that the table still looks ok by clicking on the“Preview changes” tab at the top of the page. If everything looks good, go to the bottom of the page,where you see the below form.

Add a name for your proposed change, an optional description, indicate that you would like to“Create a new branch for this commit and start a pull request”, and click on “Propose file change”.

Adding a new dataset or task

For adding a new dataset or task, you can also follow the steps above. Alternatively, you can fork the repository.In both cases, follow the steps below:

1. If your task is completely new, create a new file and link to it in the table of contents above.
2. If not, add your task or dataset to the respective section of the corresponding file (in alphabetical order).
3. Briefly describe the dataset/task and include relevant references.
4. Describe the evaluation setting and evaluation metric.
5. Show how an annotated example of the dataset/task looks like.
6. Add a download link if available.
7. Copy the below table and fill in at least two results (including the state-of-the-art) for your dataset/task (change Score to the metric of your dataset). If your dataset/task has multiple metrics, add them to the right of Score.
8. Submit your change as a pull request.

Wish list

These are tasks and datasets that are still missing:

• Bilingual dictionary induction
• Discourse parsing
• Keyphrase extraction
• Knowledge base population (KBP)
• More dialogue tasks
• Semi-supervised learning
• Frame-semantic parsing (FrameNet full-sentence analysis)

Exporting into a structured format

You can extract all the data into a structured, machine-readable JSON format with parsed tasks, descriptions and SOTA tables.

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The instructions are in structured/README.md.

Instructions for building the site locally

Instructions for building the website locally using Jekyll can be found here.

Progress Software Corporation (Progress) is an American public company that offers software for creating and deploying business applications. Headquartered in Bedford, Massachusetts with offices in 16 countries, the company posted revenues of $397.6 million (USD) in 2017 and employs approximately 1500 people.

History[edit]

Progress Software was co-founded by several MIT graduates, including Joseph W. Alsop, in 1981.^[3] Initially called Data Language Corporation (DLC), the company changed its name in 1987 to match that of its flagship product, Progress.

In October 2002, Progress Software acquired Boston based eXcelon Corporation (NASDAQ: EXLN, formerly Object Design, NASDAQ: ODIS) for approximately US$24 Million.^[4] eXcelon created an XMLIDE, Stylus Studio, which is now marketed by Progress Software.

In December 2003, Progress Software acquired DataDirect Technologies Ltd. for $88 million.^[5] In 2005, Progress acquired Apama and entered the Complex event processing Space.^[6]

In 2004, Progress Software bought out Persistence Software for $16 million.^[7]

In January 2006, Progress Software acquired Mountain View-based Actional Corporation, which itself was the merger between Actional Corporation and WestBridge Technologies (an XML Security company). Actional focuses on providing enterprise-class SOA Management, Security, and run-time Governance solutions that cross vendor and protocol boundaries, based upon open standards.^[8]

In March 2006, Progress Software acquired Neon Systems (NASDAQ: NEON), which offers a set of capabilities for companies seeking to modernize existing 3270 applications.^[9][10] In 2010, Progress Software acquired the Santa Clara-based Savvion Inc., a provider of Business Process Management technology.^[11][12] Later that year, Progress announced the introduction of its Responsive Process Management (RPM) suite, including its Progress Control Tower.

In April 2011, Progress Software sold their SWIFT integration product 'ADS' (formally Iona's 'Artix Data Services') to C24 Technologies Ltd (UK). The product was re-branded to its former name 'Integration Objects'.

In April 2012, Progress announced strategy shift to become a much more narrowly focused, specialist vendor, looking to sell or decommission most of their existing products.^[13][14]

In June 2013, Progress Software acquired Rollbase Inc., a platform as a service (PaaS) for rapid development of cloud business applications.^[15] Rollbase was recognized by Gartner as a '2013 Cool Vendor in PaaS'.^[16]

In June 2013, Software AG acquired Apama activities from Progress Software.^[17]

In June 2014, Progress Software announced that it had acquired Cincinnati-based Modulus, a company providing a Node.js and MongoDB cloud platform.^[18]

In December 2014, Progress Software completed the acquisition of Telerik, a leading provider of application development tools.^[19][20]

On May 1, 2019, Progress Software completed the acquisition of Ipswitch, Inc., an IT management software developer for small and medium sized businesses, well known for its FTP client, WS_FTP.^[21][22]

On September 8, 2020, Progress Software announced the pending acquisition of Chef Software Inc., the developers of the Chef configuration management tool. The acquisition is expected to be completed by October of 2020.^[23][24][25]

Product[edit]

The Progress portfolio includes solutions for enterprise integration, data interoperability and application development, including Software as a Service (SaaS) enablement and delivery.

During the early-2000s, SonicMQ became a popular message broker made by Progress Software. It implements the Java Message Service 1.1 API.

In June 2008, Progress Software acquired Xcalia, a data integration company, and Mindreef, which developed SOAPscope products. In September 2008, Progress acquired IONA Technologies. IONA brought three product lines into the fold: FUSE (open source SOA), Artix (commercially licensed SOA), and Orbix (CORBA infrastructure).

In June 2012, the company sold its subsidiary FuseSource, which was spun out from Progress in October 2010, to Red Hat.^[26] In October 2012, Progress Software sold the brands Sonic, Savvion, Actional and DataXtend (DXSI) to Trilogy which created the company Aurea Software.^[27] The company also announced that Jay Bhatt planned to step down from the positions and as a director, effective December 7.

In May 2016, Progress Software re-branded as 'Progress' to emphasize its increased focus on delivering cloud-based software.^[28]

Current Product Portfolio

Adaptive User Experience

• Kendo UI – UI toolkit for web development.^[29]
• NativeScript – open source platform for building cross-platform native iOS and Android mobile apps.^[30][31]
• NativeChat – an AI platform for creating and deploying chatbots.^[32]
• Telerik – UI tools for .NET development.^[33]

Automated Testing

• Test Studio^[34] - test automation.

Mobility and Serverless Cloud

Progress Lighting

• Kinvey^[35] - serverless cloud backend.
• DataRPM^[36] - machine learning platform for anomaly detection and prediction.
• Corticon^[37] - business rules engine.

Data Connectivity and Integration

• DataDirect Connectors^[38] - connectors to integrate data across relational, big data and cloud databases.
• DataDirect Hybrid Data Pipeline^[39] - hybrid connectivity to data in the cloud or on-premises.

Web Experience Management

Progress Lighting

• Sitefinity^[40] - web content management.
• Sitefinity Digital Experience Cloud - customer experience tool for customer journey analysis, personalization, and optimization.

Insurance

Application Development

Progress Lighting

• OpenEdge^[41] - platform for building business applications and database management system.

References[edit]

1. ^'PROGRESS SOFTWARE CORP /MA - 10-K - 20140129 - INCOME_STATEMENT'. EDGAR Online. November 30, 2017. Retrieved July 19, 2018.
2. ^'Progress Software Corporation'. InsideView. Retrieved September 3, 2014.
3. ^'MIT-Related Companies with 10,000 Employees or More'. Massachusetts Institute of Technology. Archived from the original on March 23, 2007. Retrieved April 2, 2007.
4. ^Service, Scarlet Pruitt, IDG News (October 21, 2002). 'Progress buys XML tool maker eXcelon'. Computerworld. Retrieved September 29, 2020.
5. ^'SEC Form 8-K: Progress Software Corporation'. United States Securities and Exchange Commission. December 5, 2003.
6. ^'Progress Software acquires algorithmic technology vendor Apama'. Finextra Research. April 7, 2005. Retrieved September 29, 2020.
7. ^'PROGRESS SOFTWARE CORPORATION TO ACQUIRE PERSISTENCE SOFTWARE TO ACCELERATE GROWTH OF OBJECTSTORE OPERATING COMPANY'. bobsguide. Retrieved September 29, 2020.
8. ^Gardner, W. David (January 1, 2006). 'Progress Software acquires Actional for US$32 million'. itnews.com.au. Archived from the original on September 17, 2006. Retrieved April 2, 2007.
9. ^'Progress Software Acquires NEON Systems'. March 23, 2006. Archived from the original on February 23, 2012.
10. ^'Progress Software Corporation to Acquire NEON Systems Creating Unparalleled Data Connectivity Leader'. Finanzen.net. December 20, 2005. Retrieved September 3, 2014.
11. ^'Progress Software Corporation Acquiring BPM Leader, Savvion Inc. - PC World Australia'. PC World. Retrieved September 29, 2020.
12. ^Reading 1/12/2010, News Wire Feed Light. 'Progress Buys Savvion'. Light Reading. Retrieved September 29, 2020.
13. ^'Empowering Organizations Through Digital Transformation - Progress'. Progress.com. Archived from the original on January 14, 2013. Retrieved October 14, 2016.
14. ^'John R. Rymer's Blog'. blogs.forrester.com. Retrieved October 14, 2016.
15. ^'Progress Software buys a new front-end for its PaaS play'. June 12, 2013.
16. ^'Rollbase Named 2013 'Cool Vendor in PaaS' by Gartner'. April 29, 2013.
17. ^'Software AG buys complex-event processing technology from Progress'. PCWorld. June 13, 2013. Retrieved September 29, 2020.
18. ^'Progress Acquires Modulus; Enables Fast, Scalable Node.js and MongoDB App Development and Deployment (NASDAQ:PRGS)'. investors.progress.com. Retrieved October 14, 2016.
19. ^'Progress Completes Acquisition of Telerik and Expands Executive Management Team (NASDAQ:PRGS)'. investors.progress.com. Retrieved October 14, 2016.
20. ^'Progress Software Buys Telerik for $262.5M As Buying Spree Continues'. October 22, 2014.
21. ^https://www.zdnet.com/article/progress-acquires-ipswitch-for-225-million-tops-first-quarter-targets/
22. ^'Progress Completes Acquisition of Ipswitch, Inc'.
23. ^'Progress Announces Acquisition of Chef'. Progress. September 8, 2020. Retrieved September 8, 2020.
24. ^'The Fourth Chapter of Chef Has Arrived: Progress to Purchase Chef'. Chef Blog. September 8, 2020. Retrieved September 8, 2020.
25. ^'Progress snags software automation platform Chef for $220M'. TechCrunch. Retrieved September 29, 2020.
26. ^Morgan, Timothy Prickett (June 28, 2012). 'Red Hat snaps up open source SOAer FuseSource'. The Register. Retrieved September 3, 2014.
27. ^'Progress Software Announces Agreement to Sell Four Non-Core Product Lines to Investment Arm of Trilogy Enterprises (NASDAQ:PRGS)'. investors.progress.com. Retrieved October 14, 2016.
28. ^'So why did Mark Bittman leave Purple Carrot after all? - The Boston Globe'. BostonGlobe.com. Retrieved May 17, 2016.
29. ^'Progress Adds Support for React and Vue in Newest Release of Kendo UI'. September 15, 2018. Retrieved September 4, 2018.
30. ^'NativeScript: Native Mobile Apps with Angular, TypeScript, JavaScript'. NativeScript. Retrieved September 4, 2018.
31. ^Bridgwater, Adrian (May 30, 2018). 'Progress Releases NativeScript 4.0'. Computer Weekly. Retrieved September 4, 2018.
32. ^Bridgwater, Adrian (March 20, 2018). 'Progress Teaches Chatbots To Talk'. Forbes. Retrieved September 4, 2018.
33. ^Bridgewater, Adrian (February 9, 2018). 'Progress Goes on Louder on React, Xamarin & Fluent – themed design'. ComputerWeekly. Retrieved September 4, 2018.
34. ^'Progress Test Studio: Automated Testing Made Easy'. Telerik.com.
35. ^'Progress Software's Kinvey acquisition links app dev front to back'. SearchMobileComputing.
36. ^Condon, Stephanie. 'Progress acquires DataRPM for cognitive predictive maintenance in IIoT | ZDNet'. ZDNet.
37. ^'Progress: Pennsylvania automates IT processes and modernizes human services systems'. www.americancityandcounty.com.
38. ^'Progress Releases New DataDirect Connector for Apache Cassandra'. December 12, 2016.
39. ^'Deploying Progress DataDirect Hybrid Data Pipeline on Amazon Lightsail - DZone Big Data'. dzone.com.
40. ^'Progress ups front-end & back-end developer tools - CW Developer Network'. www.computerweekly.com.
41. ^'Progress OpenEdge 11.7 Delivers New Capabilities to Strengthen Mission-Critical Business Applications'. Database Trends and Applications. April 6, 2017.

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