Artificial Neural Networks for Text-to-SQL Task: State of the Art

Discover our conference paper Artificial Neural Networks for Text-to-SQL Task: State of the Art – International conference on smart Information & communication Technologies part of the Lecture Notes in Electrical Engineering book series (LNEE, volume 684).

Thanks to the Novelis Research Team for their knowlegde and experience.

Abstract

The database stores a large amount of data from all over the world, but to access this data, users must understand query languages ​​such as SQL. In order to facilitate this task and make it possible to interact with databases around the world, some research has recently emerged to deal with systems that understand natural language problems and automatically convert them into SQL queries. The purpose of this article is to provide the most advanced text-to-SQL tasks, in which we show the main models and existing solutions (natural language deal with). We also specify the experimental settings for each method, their limitations, and a comparison of the best available methods.

About the study

“Text-to-SQL task is one of the most important subtask of semantic parsing in natural language processing (NLP). It maps natural language sentences to corresponding SQL queries. In recent years, some state-of-the-art methods with Seq2Seq encoder-decoder architectures (Ilya Sutskever, Oriol Vinyals, Quoc V. Le 2014) [1] are able to obtain more than 80% exact matching accuracy on some complex text-to-SQL benchmarks such as Atis (Price, 1990; Dahl and al., 1994) [2], GeoQuery (Zelle and Mooney, 1996) [3], Restaurants (Tang and Mooney, 2000; Popescu and al., 2003) [4], Scholar (Iyer and al., 2017) [5], Academic (Li and Jagadish, 2014) [6], Yelp (Yaghmazadeh and al., 2017) [7] and WikiSQL (Zhong and al., 2017) [8].These models seem to have already solved most problems in this area. However, as (Finegan-Dollak et al., 2018) [9] show, because of the problematic task definition in the traditional datasets, most of these mod- els just learn to match semantic parsing results, rather than truly learn to understand the meanings of inputs and generalize to new programs and databases, which led to low precisions on more generic dataset as the case of Spider (YU, Tao, ZHANG, Rui, YANG, Kai, and al. 2018) [10].”

Read the full article

Part of the Lecture Notes in Electrical Engineering book series (LNEE, volume 684) 

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Novelis sponsors the SS&C Blue Prism Live in New York City

On April 30, our partner SS&C Blue Prism Live is hosting an event in New York on the theme of AI and Automation.

This is a key event for technology professionals wishing to understand and apply the principles of intelligent automation and artificial intelligence in their fields of activity.

As a sponsor, Novelis is proud to be associated with this event, which promises to highlight the most relevant innovation strategies of our time.

Vision and Transformation through Expertise

This event will feature experts from different sectors sharing their vision of how artificial intelligence and business process automation can transform organizations. These interventions aim to demonstrate how the strategic exploitation of data and automation technologies can lead to increased operational efficiency and better decision-making.

Novelis’ Commitment to Innovation

Novelis is committed to promoting innovation in the fields of artificial intelligence and process automation. Our participation in SS&C Blue Prism Live bears witness to our desire to be at the forefront of technological developments, sharing our expertise and exploring new avenues to support organizations in their digital transformation.

A partner committed to operational performance

As a partner committed to optimizing operational performance and ensuring the long-term viability of companies, we offer a wide range of services. In addition to advanced automation solutions, our offering also includes tailor-made solutions in Generative AI, designed to meet large-scale requirements. Our team of experts, including doctors and engineers specializing in AI, NLP and Generative AI, is on hand to support you from the initial concept through to the implementation of enterprise-wide applications.

For more information, please contact us.

Catherine Stewart – President for the Americas, Walid Dahhane – CTO & Co-Founder, and Paul Branson – Director of Technical Solutions, are present at the SS&C Blue Prism Live event in New York on April 30, 2024, and will be happy to answer any questions you may have.

Register now for the event to explore together the possibilities offered by these disruptive technologies. Novelis looks forward to seeing you there to discuss these crucial issues.

Novelis takes part in SS&C Blue Prism User Group event in Greece

Novelis announces its participation in the SS&C Blue Prism quarterly conference in Greece on March 14th. This event marks a significant milestone for Novelis, recently honored with the Gold partner status.

Designed for a broad audience including developers, process engineers, and specialists in RPA and intelligent automation, the conference serves as a hub for collaboration and innovation. Attendees will engage in peer discussions, expand their networks, and tackle the challenges of automation, sharing knowledge and strategies to enhance operational efficiency.

Highlighting SmartRoby: Novelis’ Automation Governance Platform

In a dedicated session, Novelis will showcase SmartRoby, its acclaimed automation governance platform. Ina Krebs, General Manager for DACH & Nordics and Georges Abou Haidar, Product Manager and Solutions Architect from Novelis will share insights on how SmartRoby is helping companies optimize and streamline their IA operations. 

SmartRoby’s design caters to a wide array of users, from SMEs and COEs to management teams, offering:

  • Real-Time Monitoring: Enables stakeholders at all levels to monitor intelligent automation operations in real-time, fostering informed decision-making and enhanced visbility on the automations’ throughput. 
  • Exception Management: Users can efficiently manage and resolve exceptions, ensuring smoother automation processes.
  • Performance Visibility: The platform provides detailed insights into automation and resource performance, supporting process optimization and effectiveness.

SmartRoby’s introduction to organizations aims to enhance understanding and control over their automation landscapes, empowering teams to optimize operations and drive better automation outcomes.

Novelis sponsors SS&C Blue Prism Live in Dallas

The Live event organized by our partner SS&C Blue Prism is a captivating and interactive one-day event focusing on the future of intelligent automation. As a player specialized of integrated solutions and services, combining our expertise in process management with intelligent automation and AI innovations, including GenAI, we are honoured to sponsor this event.

Throughout the day, you will have the opportunity to participate in a variety of conferences, presented by industry pioneers, who will give you all the keys to integrating RPA or GenAI, to deploy and optimise concrete automation strategies for your organisation’s processes.

Novelis, expert in intelligent automation and customised GenAI solutions to transform operational efficiency

As a partner dedicated to improving the operational efficiency of businesses while ensuring their future resilience, we offer a wide range of services. These services are not limited to intelligent automation solutions, but also include customised GenAI solutions designed to meet large-scale requirements. With our team of experts, including PhDs and engineers specialising in AI, NLP and GenAI, we can support you from initial concept through to enterprise-wide application deployment.

If you’d like to find out more, please get in touch. Our team of Catherine Stewart – President for the Americas, and Paul Branson – Director of Technical Solutions, were on hand at the SS&C Blue Prism Live event on 27 February 2024!

During the event, Paul Branson was able to speak during a podcast about how Novelis is intervening in its customers’ business processes, which they are trying to reinvent through intelligent automation. Check out the podcast replay of the event!

Novelis sponsors SS&C Blue Prism Live in Toronto

The Live event organized by our partner SS&C Blue Prism is an immersive and interactive one-day event dedicated to the future of intelligent automation. As a player specialized in offering comprehensive solutions and services that seamlessly combine our process expertise with intelligent automation and AI advances such as generative AI, we are proud to be a Regional Sponsor of this event.

Catherine Stewart, our President for the Americas, will be attending, and we invite you to join her at this dynamic event.

Over the course of the day, you’ll have the opportunity to take part in a variety of conferences giving you all the keys to deploying successful automation strategies within your own organizations.

As a committed partner to elevating company’s operational efficiency while ensuring it’s resilience for the future, we provide a wide range of services. These include not just intelligent automation solutions, but also tailor-made GenAI solutions that cater to large-scale needs. With our team of seasoned AI, NLP, and GenAI PhDs and engineers, we guide you from conceptualization to enterprise-grade application deployment.​

Don’t hesitate to contact us if you’d like to find out more, and join us at the SS&C Blue Prism Live event on 06 December 2023!

Blue Prism Live in Toronto

Decompartmentalise feedback processing with AI

Novelis Joins the ABBYY Open House Event

In a world where businesses are constantly seeking ways to streamline their operations and enhance efficiency, Novelis is excited to bring you the latest innovations and insights from the ABBYY Open House event. Join us as we dive into the transformative power of ABBYY Timeline, RPA, and IA and discover how these technologies can revolutionize your organization.

An Inspiring Gathering and Insightful talk at ABBYY Open House event

The ABBYY Open House event promises to be an inspiring gathering where industry leaders, experts, customers, and partners come together to explore the potential of cutting-edge technologies.

Ina Krebs, General Manager for DACH & Nordics at Novelis, will be sharing insights and best-practice for optimizing business efficiency with ABBYY Timeline. The presentation promises to shed light on how these technologies can help your organization streamline operations, reduce manual work, and ultimately become more efficient than ever before.

A Glimpse into KPMG’s Journey

The event will also feature a deep dive into the experiences of KPMG, one of Germany’s leading auditing and consulting firms. KPMG will provide insights into their challenges and approach to implementing the ABBYY IDP solution.

Panel Discussions and Presentations

The day will be packed with engaging presentations and panel discussions, covering a wide range of topics such as business efficiency, RPA, and IA. It’s the perfect opportunity to broaden your knowledge, interact with industry experts, and network with fellow professionals who share your passion for innovation.

Centers of Excellence in Automation (CoE): key to the success of smart automation and a true accelerator of AI deployment

Automation Center of Excellence 

CoEs, often also called “knowledge centers”, have been used in recent years to share accumulated knowledge in different areas such as marketing, pharmaceuticals, automotive, and telecommunications. A CoE can be defined as a group of highly skilled experts who work together to analyze knowledge in a specific area of interest and provide the company with the necessary support to implement technologies in compliance with recommended best practices. 

Similarly, an Automation CoE focuses on integrating a strong framework and successful implementation of automation tools within the company. 

Benefits of the Automation Center of Excellence 

Robotic Process Automation (RPA) has become a must-have for companies looking to increase their operational performance. However, to achieve an even higher level of automation that is adaptable and scalable, intelligent automation is necessary. This is where the crucial role of automation centers of excellence (CoEs) comes in. 

CoEs enable rapid digital transformation while controlling associated risks and ensuring that automation investments are managed wisely. By establishing a CoE, companies can effectively manage and monitor their initiatives with total transparency. The automation CoE thus lies at the intersection of control, speed, and agility. 

  • Efficient robot development cycle: 

An effective Automation Center of Excellence (CoE) helps companies to centralize knowledge and learning data in the field of automation. It also provides access to best practices shared by other business units, focusing on researching RPA platforms and automation processes. This information sharing enables companies to optimize their time, speed up RPA deployment, and simplify automation-related initiative management. 

  • Integration of IT and RPA: 

A well-structured CoE ensures the participation of IT in the project team, where they were previously considered an optional addition. IT teams manage aspects such as infrastructure, security, data confidentiality, and other strategic elements from the start of a project, reducing the risk of automation disruptions. Legacy computer systems are constantly evolving and are regularly updated, which can alter automation at the user interface level. IT teams can help prepare for and anticipate these changes. 

  • Scalability Ease: 

Uncoordinated RPA projects can hinder success and prevent companies from achieving desired levels of automation and organizational objectives. A CoE is critical in preventing these types of failures and establishing a comprehensive vision for the company that allows for easy adaptation of RPA. If the goal is to implement automation throughout the organization, a CoE is essential for successful adoption and promotion of RPA or any other automation software. 

  • Improved Return on Investment (ROI): 

The absence of a CoE can lead to significant costs for integrating RPA technology, as well as difficult-to-identify inefficiencies that hinder automation, RPA acquisition, and support. A thorough evaluation of potential process automation can help avoid a negative return on investment when investing in a project. Multiple factors must be considered, and in some cases, RPA may not be the best solution for improving processes. 

CoE speeds up the deployment of AI. 

  • Deployment of AI 

In a recent study by AI experts, “64% reported that it took their organization at least a month to implement a new model, and 20% reported “6 months or more”.” 

This is where the automation center of excellence (CoE) can make a significant difference. It achieves three critical outcomes: 

  • It streamlines deployment to accelerate time-to-market. 
  • It sets the standard by determining the elements needed for a profitable business plan. 
  • It optimizes resource utilization to execute projects with increased efficiency and significantly reduced expenses. 
  • How do CoEs achieve these results? 

An effective automation CoE uses enterprise platforms and human-automation collaboration to enable rapid integration of models into workflows. This not only allows system robots to access and apply these models in real-time, but also creates conditions for continuous improvement of models using human feedback. Additionally, they drive automated extraction, transformation, quality assurance, and data management with centralized governance and compliance to standards. 

The automation CoE goes beyond just “time” considerations to achieve large-scale automation. It seamlessly integrates technology, processes, and people to deliver value-oriented business outcomes while improving operational efficiency and costs. By taking a business-oriented approach rather than simply adopting technology, it links business context to robotic process automation (RPA), AI-based technologies, process mining, and advanced analytics – and thus provides transformative results at all levels of the enterprise. This approach tackles the process fragmentation that poses a challenge to organizations. The CoE therefore shifts from the logic of automating tasks and enterprise processes to that of intelligent automation. 

Sources :  

https://www.uipath.com/blog/automation/top-automation-trends-2022

https://www.uipath.com/blog/automation/what-is-automation-center-of-excellence

https://robocorp.com/blog/why-do-rpa-projects-fail-automation-is-what-we-make-of-it

https://www.blueprism.com/resources/podcast/what-is-a-coe-and-why-does-your-company-need-one/

Novelis at GITEX GLOBAL | The Largest Tech Event in 2023


Novelis announces its participation, alongside its partner ABBYY, in the major event GITEX GLOBAL 2023: the world’s most prestigious technology exhibition, to be held at the Dubai World Trade Centre and Dubai Harbour.

Every year, GITEX GLOBAL brings together major technology players and groundbreaking startups operating in fields such as AI, cybersecurity, mobility, sustainable technology and much more. This year’s event will feature no fewer than 6,000 exhibitors, 170 countries represented and 1,800 participating startups.

With over 200,000 visitors expected, GITEX Global offers an exceptional platform to showcase Novelis’ mission to revolutionize operational efficiency and meet new partners and customers. We look forward to playing a key role in this dynamic technology ecosystem.

Inspiring themes on the program of GITEX GLOBAL

This international event will highlight several key themes, including Artificial Intelligence, cybersecurity, application development, and much more.

Novelis will be presenting its value proposition in AI, cybersecurity, process intelligence, automation and innovative architectures: improving the operational efficiency of companies in new markets (notably the Middle East, North and East Africa, and South-West Asia).

We warmly invite you to join us at GITEX GLOBAL to learn more about how Novelis is shaping the future of AI and cybersecurity. Come and discover our innovations, meet our team of experts and explore how we can work together to meet the technological challenges of the 21st century.

We look forward to welcoming you to our stand B42 – Hall 3, with our partner ABBYY, and to sharing this unique experience with you!

Combining IDP, RPA and AI to solve a complex process