26 citations · 48 across the 15 of their papers we have counts for
15 papers
From Scratch to Fine-Tuned: A Comparative Study of Transformer Training Strategies for Legal Machine Translation
Amit Barman, Atanu Mandal, Sudip Kumar Naskar
In multilingual nations like India, access to legal information is often hindered by language barriers, as much of the legal and judicial documentation remains in English. Legal Ma…
HF-RAG: Hierarchical Fusion-based RAG with Multiple Sources and Rankers
Payel Santra, Madhusudan Ghosh, Debasis Ganguly +2
Leveraging both labeled (input-output associations) and unlabeled data (wider contextual grounding) may provide complementary benefits in retrieval augmented generation (RAG). Howe…
Unified Graph Networks (UGN): A Deep Neural Framework for Solving Graph Problems
Rudrajit Dawn, Madhusudan Ghosh, Partha Basuchowdhuri +1
Deep neural networks have enabled researchers to create powerful generalized frameworks, such as transformers, that can be used to solve well-studied problems in various applicatio…
AlpaPICO: Extraction of PICO Frames from Clinical Trial Documents Using LLMs
Madhusudan Ghosh, Shrimon Mukherjee, Asmit Ganguly +3
In recent years, there has been a surge in the publication of clinical trial reports, making it challenging to conduct systematic reviews. Automatically extracting Population, Inte…
Effect of Leaders Voice on Financial Market: An Empirical Deep Learning Expedition on NASDAQ, NSE, and Beyond
Arijit Das, Tanmoy Nandi, Prasanta Saha +4
Financial market like the price of stock, share, gold, oil, mutual funds are affected by the news and posts on social media. In this work deep learning based models are proposed to…
Generator-Guided Crowd Reaction Assessment
Sohom Ghosh, Chung-Chi Chen, Sudip Kumar Naskar
In the realm of social media, understanding and predicting post reach is a significant challenge. This paper presents a Crowd Reaction AssessMent (CReAM) task designed to estimate…
Convolutional Neural Networks can achieve binary bail judgement classification
Amit Barman, Devangan Roy, Debapriya Paul +4
There is an evident lack of implementation of Machine Learning (ML) in the legal domain in India, and any research that does take place in this domain is usually based on data from…
Attentive Fusion: A Transformer-based Approach to Multimodal Hate Speech Detection
Atanu Mandal, Gargi Roy, Amit Barman +2
With the recent surge and exponential growth of social media usage, scrutinizing social media content for the presence of any hateful content is of utmost importance. Researchers h…
Enhancing AI Research Paper Analysis: Methodology Component Extraction using Factored Transformer-based Sequence Modeling Approach
Madhusudan Ghosh, Debasis Ganguly, Partha Basuchowdhuri +1
Research in scientific disciplines evolves, often rapidly, over time with the emergence of novel methodologies and their associated terminologies. While methodologies themselves be…
Learning Semantic Text Similarity to rank Hypernyms of Financial Terms
Sohom Ghosh, Ankush Chopra, Sudip Kumar Naskar
Over the years, there has been a paradigm shift in how users access financial services. With the advancement of digitalization more users have been preferring the online mode of pe…
FiNCAT: Financial Numeral Claim Analysis Tool
Sohom Ghosh, Sudip Kumar Naskar
While making investment decisions by reading financial documents, investors need to differentiate between in-claim and outof-claim numerals. In this paper, we present a tool which…
A Deep Learning Approach to Integrate Human-Level Understanding in a Chatbot
Afia Fairoose Abedin, Amirul Islam Al Mamun, Rownak Jahan Nowrin +3
In recent times, a large number of people have been involved in establishing their own businesses. Unlike humans, chatbots can serve multiple customers at a time, are available 24/…
Is Attention always needed? A Case Study on Language Identification from Speech
Atanu Mandal, Santanu Pal, Indranil Dutta +2
Language Identification (LID) is a crucial preliminary process in the field of Automatic Speech Recognition (ASR) that involves the identification of a spoken language from audio s…
Classifier Combination Approach for Question Classification for Bengali Question Answering System
Somnath Banerjee, Sudip Kumar Naskar, Paolo Rosso +1
Question classification (QC) is a prime constituent of automated question answering system. The work presented here demonstrates that the combination of multiple models achieve bet…
Improving CAT Tools in the Translation Workflow: New Approaches and Evaluation
Mihaela Vela, Santanu Pal, Marcos Zampieri +2
This paper describes strategies to improve an existing web-based computer-aided translation (CAT) tool entitled CATaLog Online. CATaLog Online provides a post-editing environment w…