Text2App: A Framework for Creating Android Apps from Text Descriptions

2 code implementations • 16 Apr 2021 • Masum Hasan, Kazi Sajeed Mehrab, Wasi Uddin Ahmad, Rifat Shahriyar

We overcome this limitation by transforming natural language into an abstract intermediate formal language representing an application with a substantially smaller number of tokens.

Code Generation Language Modelling

CoDesc: A Large Code-Description Parallel Dataset

1 code implementation • 29 May 2021 • Masum Hasan, Tanveer Muttaqueen, Abdullah Al Ishtiaq, Kazi Sajeed Mehrab, Md. Mahim Anjum Haque, Tahmid Hasan, Wasi Uddin Ahmad, Anindya Iqbal, Rifat Shahriyar

In this study, we present CoDesc -- a large parallel dataset composed of 4. 2 million Java methods and natural language descriptions.

Code Search Code Summarization +2

CoDesc: A Large Code–Description Parallel Dataset

1 code implementation • Findings (ACL) 2021 • Masum Hasan, Tanveer Muttaqueen, Abdullah Al Ishtiaq, Kazi Sajeed Mehrab, Md. Mahim Anjum Haque, Tahmid Hasan, Wasi Ahmad, Anindya Iqbal, Rifat Shahriyar

BERT2Code: Can Pretrained Language Models be Leveraged for Code Search?

no code implementations • 16 Apr 2021 • Abdullah Al Ishtiaq, Masum Hasan, Md. Mahim Anjum Haque, Kazi Sajeed Mehrab, Tanveer Muttaqueen, Tahmid Hasan, Anindya Iqbal, Rifat Shahriyar

In this work, we leverage the efficacy of these embedding models using a simple, lightweight 2-layer neural network in the task of semantic code search.

Code Search Natural Language Queries

Let There Be Order: Rethinking Ordering in Autoregressive Graph Generation

1 code implementation • 24 May 2023 • Jie Bu, Kazi Sajeed Mehrab, Anuj Karpatne

Conditional graph generation tasks involve training a model to generate a graph given a set of input conditions.

Dimensionality Reduction Graph Generation