- Overview Press tab for submenu items
TCS is here to make a difference through technology.
Leading the way in innovation for over 55 years, we build greater futures for businesses across multiple industries and 55 countries.
-
Industries
-
Services
-
Products and Platforms
- Overview Press tab for submenu items
We deliver excellence and create value for customers and communities.
Our expert, committed team put our shared values into action – every day. With the best talent and the latest technology we help customers turn complexity into opportunities and create meaningful change.
-
About Us
-
Research & Innovation
-
Our Brand
- Overview Press tab for submenu items
Extraordinary expertise leads to remarkable results.
We share news, insights, analysis and research – tailored to your unique interests – to help you deepen your knowledge and impact.
-
Customer Stories
-
Perspectives
-
Global studies
-
Topics
- Overview Press tab for submenu items
Want to be a global change-maker? Join our team.
At TCS, we believe exceptional work begins with hiring, celebrating and nurturing the best people — from all walks of life.
-
India
-
Americas
-
Asia Pacific
-
Europe and UK
-
Middle East and Africa
Overview
India
expand here
Americas
expand here
Asia Pacific
expand here
Europe and UK
expand here
Middle East and Africa
expand here
- Overview Press tab for submenu items
Find the latest news about TCS in our Newsroom
Get access to a catalog of the latest news stories from across TCS. Discover our press releases, reports, and company announcements.
-
Press releases
-
News alerts
-
Analyst recognition
-
Events
Upcoming events
10 Aug 2025 TCS BaNCS at COBA 2025, Brisbane, AustraliaView all23 Jun 2025 TCS at HPE Discover Las Vegas 2025 -
Media kit
- Overview Press tab for submenu items
TCS works hand in hand with world-leading investors.
Tata Consultancy Services LimitedNSE:TCSINR -
Management Commentary
-
Financials
-
News and Events
-
ESG
-
Resources
Overview
Management Commentary
expand here
Financials
expand here
News and Events
expand here
ESG
expand here
Resources
expand here
- Worldwide Press tab for submenu items
Global knowledge. Local support
At TCS, we help enterprises grow through innovative solutions globally. Adapt and thrive with us.
-
Global
-
Localized
Top Results
Showing
10
01 - 07
What’s on your mind?
We’re here to help! Tell us what you’re looking for and we’ll get you connected to the right people.
Looking for something else?
Abstract
Domains such as energy management rely heavily on dashboards and other related interfaces to manage the infrastructure and resources. The users of this domain use dashboards to manage the data and extensively perform periodic analysis to save energy and cost. Creating multiple dashboards for visualization of data is not user-friendly from a design perspective. This motivates the need of a single interface through which users can do data exploration, visualization, and summarizing. Combining this with features such as anomaly detection can identify various issues and assist in day-to-day monitoring of an energy management center. In this paper, we present the resource optimization center (ROC) Bot, a novel data exploration tool with a natural language interface. ROC Bot leverages recent advances in deep models to make query understanding more robust in the following ways: first, ROC Bot uses a deep model to translate natural language statements to SQL, making the translation process more robust to paraphrasing and other linguistic variations. Second, to support the users in automatically summarizing data, ROC Bot provides a machine learning model that helps in writing natural looking summaries in any given tabular data.
Research area: Deep learning and AI
Authors: Amit Sangroya, Rishi Tiwari, Mohammed Afaque, Mrinal Rawat
Conference/event: Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2021)
Conference date: May 2021
Related reading
1/4
TCS Research
Ecosystem Modeling in a Digitally Simulated Electricity Market
White Paper
|
22 May 2025
Opens in new tab
2/4
TCS Research
New tools for optimizing Lithium-Ion Battery Performance
White Paper
|
22 May 2025
Opens in new tab
3/4
TCS Research
Jayita Dutta
Shankar Kausley
Parijat Deshpande
Digital twin tech for sustainable food supply chain
White Paper
|
19 May 2025
Opens in new tab
4/4
TCS Research
Anirudh Deodhar
Sri Harsha Nistala
Digital twin: Driving sustainability in power plants
White Paper
|
14 Jan 2025
Opens in new tab
Find out more
©2025 TATA Consultancy Services Limited
©2025 TATA Consultancy Services Limited
- Privacy Notice
- Cookie Policy
- Accessibility Declaration
- Disclaimer
- Security Policy
- California Notice at Collection
- Customize Cookies
