Search Results for author: Nikitha Rao

Found 8 papers, 2 papers with code

CAT-LM: Training Language Models on Aligned Code And Tests

2 code implementations2 Oct 2023 Nikitha Rao, Kush Jain, Uri Alon, Claire Le Goues, Vincent J. Hellendoorn

We also drastically increase the maximum sequence length of inputs to 8, 192 tokens, 4x more than typical code generation models, to ensure that the code context is available to the model when generating test code.

Code Generation Language Modelling

AI for Low-Code for AI

no code implementations31 May 2023 Nikitha Rao, Jason Tsay, Kiran Kate, Vincent J. Hellendoorn, Martin Hirzel

We task 20 developers with varying levels of AI expertise with implementing four ML pipelines using LowCoder, replacing the LowCoder_NL component with a simple keyword search in half the tasks.

SoftNER: Mining Knowledge Graphs From Cloud Incidents

no code implementations15 Jan 2021 Manish Shetty, Chetan Bansal, Sumit Kumar, Nikitha Rao, Nachiappan Nagappan

We have deployed SoftNER at Microsoft, a major cloud service provider and have evaluated it on more than 2 months of cloud incidents.

Cloud Computing Knowledge Graphs +3

Search4Code: Code Search Intent Classification Using Weak Supervision

1 code implementation24 Nov 2020 Nikitha Rao, Chetan Bansal, Joe Guan

We evaluate the approach against several baselines on a real-world dataset comprised of over 1 million queries mined from Bing web search engine and show that the CNN based model can achieve an accuracy of 77% and 76% for C# and Java respectively.

Classification Code Search +3

Product Insights: Analyzing Product Intents in Web Search

no code implementations18 May 2020 Nikitha Rao, Chetan Bansal, Subhabrata Mukherjee, Chandra Maddila

Web search engines are frequently used to access information about products.

Studying Ransomware Attacks Using Web Search Logs

no code implementations1 May 2020 Chetan Bansal, Pantazis Deligiannis, Chandra Maddila, Nikitha Rao

Cyber attacks are increasingly becoming prevalent and causing significant damage to individuals, businesses and even countries.

Analyzing Web Search Behavior for Software Engineering Tasks

no code implementations19 Dec 2019 Nikitha Rao, Chetan Bansal, Thomas Zimmermann, Ahmed Hassan Awadallah, Nachiappan Nagappan

Subsequently, we propose a taxonomy of intents to identify the various contexts in which web search is used in software engineering.

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