IIIT-MLNS at SemEval-2022 Task 8: Siamese Architecture for Modeling Multilingual News Similarity

no code implementations • SemEval (NAACL) 2022 • Sagar Joshi, Dhaval Taunk, Vasudeva Varma

For modeling the similarity task by using the representations given by these models, a Siamese architecture was used as the underlying architecture.

Data Augmentation

Summarizing Indian Languages using Multilingual Transformers based Models

no code implementations • 29 Mar 2023 • Dhaval Taunk, Vasudeva Varma

With the advent of multilingual models like mBART, mT5, IndicBART etc., summarization in low resource Indian languages is getting a lot of attention now a days.

GrapeQA: GRaph Augmentation and Pruning to Enhance Question-Answering

no code implementations • 22 Mar 2023 • Dhaval Taunk, Lakshya Khanna, Pavan Kandru, Vasudeva Varma, Charu Sharma, Makarand Tapaswi

Commonsense question-answering (QA) methods combine the power of pre-trained Language Models (LM) with the reasoning provided by Knowledge Graphs (KG).

Common Sense Reasoning Knowledge Graphs +1

XWikiGen: Cross-lingual Summarization for Encyclopedic Text Generation in Low Resource Languages

1 code implementation • 22 Mar 2023 • Dhaval Taunk, Shivprasad Sagare, Anupam Patil, Shivansh Subramanian, Manish Gupta, Vasudeva Varma

But, for low-resource languages, the scarcity of reference articles makes monolingual summarization ineffective in solving this problem.

Cross-Lingual Abstractive Summarization Document Summarization +3