CROSS-JEM: Accurate and Efficient Cross-encoders for Short-text Ranking Tasks

no code implementations • 15 Sep 2024 • Bhawna Paliwal, Deepak Saini, Mudit Dhawan, Siddarth Asokan, Nagarajan Natarajan, Surbhi Aggarwal, Pankaj Malhotra, Jian Jiao, Manik Varma

In response, we propose Cross-encoders with Joint Efficient Modeling (CROSS-JEM), a novel ranking approach that enables transformer-based models to jointly score multiple items for a query, maximizing parameter utilization.

HLDC: Hindi Legal Documents Corpus

1 code implementation • Findings (ACL) 2022 • Arnav Kapoor, Mudit Dhawan, Anmol Goel, T. H. Arjun, Akshala Bhatnagar, Vibhu Agrawal, Amul Agrawal, Arnab Bhattacharya, Ponnurangam Kumaraguru, Ashutosh Modi

Further, as a use-case for the corpus, we introduce the task of bail prediction.

Multi-Task Learning

GAME-ON: Graph Attention Network based Multimodal Fusion for Fake News Detection

1 code implementation • 25 Feb 2022 • Mudit Dhawan, Shakshi Sharma, Aditya Kadam, Rajesh Sharma, Ponnurangam Kumaraguru

A plethora of previous multimodal-based work has tried to address the problem of modeling heterogeneous modalities in identifying fake content.

Fake News Detection Graph Attention +1