XLM-RoBERTa-QA-CHaii Open-Source Multilingual Question-Answering Model - Supports Q&A Needs in English, Thai, and Hindi

Xlm Roberta Qa Chaii

Developed by gokulkarthik

A multilingual Q&A model based on XLM-Roberta pre-training, supporting English, Tamil, and Hindi, optimized for Indian language Q&A scenarios

Question Answering System

Transformers

Supports Multiple Languages#Multilingual Q&A #Indian Language Support #Cross-lingual Transfer Learning

Downloads 14

Release Time : 3/2/2022

Model Overview

This model is a Q&A system based on the XLM-Roberta architecture, pre-trained on the English SQUAD dataset and fine-tuned using the Indian language Q&A dataset (chaii), specifically designed for handling Q&A tasks in English, Tamil, and Hindi.

Model Features

Multilingual Support

Optimized specifically for India's multilingual environment, supporting Q&A in three languages: English, Tamil, and Hindi

Two-stage Training

Intermediate pre-training on the English SQUAD dataset followed by fine-tuning using the Indian language dataset (chaii) to ensure multilingual performance

Based on XLM-RoBERTa

Leverages the powerful XLM-RoBERTa pre-trained model as its foundation, with excellent cross-lingual understanding capabilities

Model Capabilities

English Q&A

Tamil Q&A

Hindi Q&A

Cross-lingual Understanding

Use Cases

Education

Multilingual Learning Assistant

Helps students acquire knowledge in their native language (Tamil/Hindi) or English

Improves learning efficiency for non-native English speakers

Customer Service

Multilingual Customer Support Bot

Provides automated Q&A services for India's multilingual users

Reduces language barriers and improves customer satisfaction

🚀 XLM-RoBERTa for question answering in Indian languages

This project uses pre - trained XLM - Roberta, with intermediate pre - training on the SQUAD dataset (English) and fine - tuning on the Chaii dataset (Tamil, Hindi) to perform question - answering tasks in Indian languages.

🚀 Quick Start

📦 Installation

There is no specific installation steps provided in the original document.

💻 Usage Examples

Basic Usage

from transformers import AutoTokenizer, AutoModelForQuestionAnswering
  
tokenizer = AutoTokenizer.from_pretrained("gokulkarthik/xlm-roberta-qa-chaii")

model = AutoModelForQuestionAnswering.from_pretrained("gokulkarthik/xlm-roberta-qa-chaii")

📚 Documentation

Supported Languages

English (en)
Tamil (ta)
Hindi (hi)

Datasets

SQUAD
Chaii

Widget Examples

Property	Details
Question 1	"அலுமினியத்தின் அணு எண் என்ன?" (What is the atomic number of aluminum?)
Context 1	"அலுமினியம் (ஆங்கிலம்: அலுமினியம்; வட அமெரிக்க ஆங்கிலம்: Aluminum) ஒரு வேதியியல் தனிமம் ஆகும். இதனுடைய அணு எண் 13 ஆகும். இது பூமியில் அதிகம் கிடைக்கும் உலோகங்களுள் ஒன்று. இது மின்சாரத்தையும் வெப்பத்தையும் கடத்த வல்லது. பாக்ஸைட் என்ற தாதுவில் இருந்து அலுமினியம் தயாரிக்கப்படுகிறது. இதன் வேதிக்குறியீடு Al ஆகும். (Aluminum is a chemical element. Its atomic number is 13. It is one of the most abundant metals on Earth. It is a good conductor of electricity and heat. Aluminum is produced from the ore bauxite. Its chemical symbol is Al.)"
Question 2	"ज्वाला गुट्टा की माँ का नाम क्या है?" (What is the name of Jwala Gutta's mother?)
Context 2	"ज्वाला गुट्टा (जन्म: 7 सितंबर 1983; वर्धा, महाराष्ट्र) एक भारतीय बैडमिंटन खिलाडी हैं। प्रारंभिक जीवन ज्वाला गुट्टा का जन्म 7 सितंबर 1983 को वर्धा, महाराष्ट्र में हुआ था। उनके पिता एम. क्रांति तेलुगु और मां येलन चीन से हैं। उनकी मां येलन गुट्टा पहली बार 1977 में अपने दादा जी के साथ भारत आई थीं। ज्वाला गुट्टा की प्रारंभिक पढ़ाई हैदराबाद से हुई और यहीं से उन्होंने बैडमिंटन खेलना भी शुरू किया। कॅरियर 10 साल की उम्र से ही ज्वाला गुट्टा ने एस.एम. आरिफ से ट्रेनिंग लेना शुरू कर दिया था। एस.एम. आरिफ भारत के जाने माने खेल प्रशिक्षक हैं जिन्हें द्रोणाचार्य अवार्ड से सम्मानित किया गया है। पहली बार 13 साल की उम्र में उन्होंने मिनी नेशनल बैडमिंटन चैंपियनशिप जीती थी। साल 2000 में ज्वाला गुट्टा ने 17 साल की उम्र में जूनियर नेशनल बैडमिंटन चैंपियनशिप जीती। इसी साल उन्होंने श्रुति कुरियन के साथ डबल्स में जोड़ी बनाते हुए महिलाओं के डबल्स जूनियर नेशनल बैडमिंटन चैंपियनशिप और सीनियर नेशनल बैडमिंटन चैंपियनशिप में जीत हासिल की। श्रुति कुरियन के साथ उनकी जोड़ी काफी लंबे समय तक चली। 2002 से 2008 तक लगातार सात बार ज्वाला गुट्टा ने महिलाओं के नेशनल युगल प्रतियोगिता में जीत हासिल की। (Jwala Gutta (born: September 7, 1983; Wardha, Maharashtra) is an Indian badminton player. In her early life, Jwala Gutta was born on September 7, 1983, in Wardha, Maharashtra. Her father, M. Kranti, is Telugu, and her mother, Yelan, is from China. Her mother, Yelan Gutta, first came to India in 1977 with her grandfather. Jwala Gutta's early education was in Hyderabad, and she also started playing badminton there. Career: Since the age of 10, Jwala Gutta started training with S.M. Arif. S.M. Arif is a well - known sports coach in India, who has been awarded the Dronacharya Award. For the first time at the age of 13, she won the Mini National Badminton Championship. In 2000, at the age of 17, Jwala Gutta won the Junior National Badminton Championship. In the same year, partnering with Shruti Kurien in doubles, she won the Women's Doubles Junior National Badminton Championship and the Senior National Badminton Championship. Her partnership with Shruti Kurien lasted for a long time. From 2002 to 2008, Jwala Gutta won the Women's National Doubles Competition seven consecutive times.)"
Question 3	"How many bones do you have in your body?"
Context 3	"A normal adult human skeleton consists of the following 206 (208 if the breast is thought to be three parts). This number can vary depending on the physiological differences. For example, in a very small number of humans, an extra rib (neck) or an extra lower spinal cord is found. There are 22 bones in the human skull (excluding the ear tendons), which are divided into eight cranium bones and 14 facial bones. (Thick numbers indicate the numbers seen in the nearby picture.) Bones (8) 1 frontal bone (2) 3 temporal bone (2) 4 occipital bone (4) Sphinoid bone (14) 7 mandible (6) maxilla (2) palatine bone (2) 5 zygotic bone (9) 9 nasal bone (2) The sacral vertebrae (4 or 5), in adults, form the sacral vertebrae (3 to 5), in adults they form the valve."

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