Code for the paper titled "Prabhupadavani: A Code-mixed Speech Translation Data for 25 languages"

Related tags

Deep LearningCMST
Overview

Prabhupadavani: A Code-mixed Speech Translation Data for 25 languages

Code for the paper titled "Prabhupadavani: A Code-mixed Speech Translation Data for 25 languages"

File organization

  • Preprocessing : contains all files used to preprocess the data (Python 3.6)
  • Data : contains data required to run this code
  • Statistics : contains all files that contains statistics of the dataset

Dataset

file name discription
train/test/dev.csv This is the dataset for code-mixed Speech Translation.
chopped_audios This contains all the audios, transcription and translation.

Statistics of Corpora contained

Languages #types #tokens Types per line Tokens per line Avg. token length
English[100%] 40,324 601889 10.58 11.27 4.92
French (France) 50510 645651 11.38 12.09 5.08
German[100%] 50748 584575 10.44 10.95 5.57
Gujarati[100%] 41959 584989 10.37 10.95 4.46
Hindi[100%] 29744 716800 12.36 13.42 3.74
Hungarian[100%] 84872 506608 9.13 9.49 5.89
Indonesian[100%] 39365 653374 11.54 12.23 6.14
Italian[100%] 52372 512061 9.23 9.59 5.37
Latvian[100%] 70040 477106 8.69 8.93 5.72
Lithuanian[100%] 75222 491558 8.92 9.2 6.04
Nepali[100%] 52630 570268 10.03 10.68 4.88
Persian (Farsi)[100%] 51722 598096 10.61 11.2 4.1
Polish[100%] 71662 494263 8.99 9.25 5.86
Portuguese (Brazil)[100%] 50087 608432 10.8 11.39 5.12
Russian[100%] 72162 490908 8.96 9.19 5.79
Slovak[100%] 73789 520465 9.39 9.75 5.37
Slovenian[100%] 68619 516649 9.35 9.67 5.3
Spanish[100%] 49806 608868 10.75 11.4 5.07
Swedish[100%] 48233 581751 10.31 10.89 5
Tamil[100%] 84183 460678 8.37 8.63 7.65
Telugu[100%] 72006 464665 8.34 8.7 6.56
Turkish[100%] 78957 453521 8.27 8.49 6.35
Bulgarian[100%] 60712 564150 10.1 10.56 5.24
Croatian[100%] 73075 531326 9.58 9.95 5.28
Danish[100%] 50170 587253 10.4 11 4.98
Dutch[100%] 42716 595464 10.52 11.15 5.05

Code-mixing

All languages in Code-mixing

Language Total Words Unique Words Percentage
English 500136 6312 83.6
Bengali 46933 3907 7.84
Sanskrit 51246 7202 8.56
Total 598315 17421 100

Types of Code-mixing

English-Sanskrit Sanskrit-English English-Bengali Bengali-English
Inter-Sentential 2356 2366 339 339
Intra-Sentential 2338 851 124 0
Owner
Ayush Daksh
IIT Kharagpur | Mathematics & Computing | 3rd Year | NLP | UG Researcher
Ayush Daksh
GitHub Repository
Repository of best practices for deep learning in Julia, inspired by fastai

FastAI Docs: Stable | Dev FastAI.jl is inspired by fastai, and is a repository of best practices for deep learning in Julia. Its goal is to easily ena

FluxML 532 Jan 02, 2023
MediaPipeのPythonパッケージのサンプルです。2020/12/11時点でPython実装のある4機能(Hands、Pose、Face Mesh、Holistic)について用意しています。

mediapipe-python-sample MediaPipeのPythonパッケージのサンプルです。 2020/12/11時点でPython実装のある以下4機能について用意しています。 Hands Pose Face Mesh Holistic Requirement mediapipe 0.

KazuhitoTakahashi 217 Dec 12, 2022
Convert Python 3 code to CUDA code.

Py2CUDA Convert python code to CUDA. Usage To convert a python file say named py_file.py to CUDA, run python generate_cuda.py --file py_file.py --arch

Yuval Rosen 3 Jul 14, 2021
In this project, we create and implement a deep learning library from scratch.

ARA In this project, we create and implement a deep learning library from scratch. Table of Contents Deep Leaning Library Table of Contents About The

22 Aug 23, 2022
Bottom-up Human Pose Estimation

Introduction This is the official code of Rethinking the Heatmap Regression for Bottom-up Human Pose Estimation. This paper has been accepted to CVPR2

108 Dec 01, 2022
Object tracking implemented with YOLOv4, DeepSort, and TensorFlow.

Object tracking implemented with YOLOv4, DeepSort, and TensorFlow. YOLOv4 is a state of the art algorithm that uses deep convolutional neural networks to perform object detections. We can take the ou

The AI Guy 1.1k Dec 29, 2022
Molecular Sets (MOSES): A Benchmarking Platform for Molecular Generation Models

Molecular Sets (MOSES): A benchmarking platform for molecular generation models Deep generative models are rapidly becoming popular for the discovery

MOSES 656 Dec 29, 2022
Code for our paper "SimCLS: A Simple Framework for Contrastive Learning of Abstractive Summarization", ACL 2021

SimCLS Code for our paper: "SimCLS: A Simple Framework for Contrastive Learning of Abstractive Summarization", ACL 2021 1. How to Install Requirements

Yixin Liu 150 Dec 12, 2022
This repository contains the official code of the paper Equivariant Subgraph Aggregation Networks (ICLR 2022)

Equivariant Subgraph Aggregation Networks (ESAN) This repository contains the official code of the paper Equivariant Subgraph Aggregation Networks (IC

Beatrice Bevilacqua 59 Dec 13, 2022
Segment axon and myelin from microscopy data using deep learning

Segment axon and myelin from microscopy data using deep learning. Written in Python. Using the TensorFlow framework. Based on a convolutional neural network architecture. Pixels are classified as eit

NeuroPoly 103 Nov 29, 2022
Text completion with Hugging Face and TensorFlow.js running on Node.js

Katana ML Text Completion 🤗 Description Runs with with Hugging Face DistilBERT and TensorFlow.js on Node.js distilbert-model - converter from Hugging

Katana ML 2 Nov 04, 2022
An Implicit Function Theorem (IFT) optimizer for bi-level optimizations

iftopt An Implicit Function Theorem (IFT) optimizer for bi-level optimizations. Requirements Python 3.7+ PyTorch 1.x Installation $ pip install git+ht

The Money Shredder Lab 2 Dec 02, 2021
Quick program made to generate alpha and delta tables for Hidden Markov Models

HMM_Calc Functions for generating Alpha and Delta tables from a Hidden Markov Model. Parameters: a: Matrix of transition probabilities. a[i][j] = a_{i

Adem Odza 1 Dec 04, 2021
Interactive web apps created using geemap and streamlit

geemap-apps Introduction This repo demostrates how to build a multi-page Earth Engine App using streamlit and geemap. You can deploy the app on variou

Qiusheng Wu 27 Dec 23, 2022
Python code to generate art with Generative Adversarial Network

GAN_Canvas_Maker Generating Art using Generative Adversarial Network (GAN) Python code to generate art with Generative Adversarial Network: https://to

Jonny Banana 10 Aug 22, 2022
HNECV: Heterogeneous Network Embedding via Cloud model and Variational inference

HNECV This repository provides a reference implementation of HNECV as described in the paper: HNECV: Heterogeneous Network Embedding via Cloud model a

4 Jun 28, 2022
OOD Generalization and Detection (ACL 2020)

Pretrained Transformers Improve Out-of-Distribution Robustness How does pretraining affect out-of-distribution robustness? We create an OOD benchmark

littleRound 57 Jan 09, 2023
Source code for the plant extraction workflow introduced in the paper “Agricultural Plant Cataloging and Establishment of a Data Framework from UAV-based Crop Images by Computer Vision”

Plant extraction workflow Source code for the plant extraction workflow introduced in the paper "Agricultural Plant Cataloging and Establishment of a

Maurice Günder 0 Apr 22, 2022
This is the implementation of the paper "Self-supervised Outdoor Scene Relighting"

Self-supervised Outdoor Scene Relighting This is the implementation of the paper "Self-supervised Outdoor Scene Relighting". The model is implemented

Ye Yu 24 Dec 17, 2022
RSC-Net: 3D Human Pose, Shape and Texture from Low-Resolution Images and Videos

RSC-Net: 3D Human Pose, Shape and Texture from Low-Resolution Images and Videos Implementation for "3D Human Pose, Shape and Texture from Low-Resoluti

XiangyuXu 42 Nov 10, 2022