Search Results for author: Soumyadeep Roy

Found 5 papers, 5 papers with code

MEDVOC: Vocabulary Adaptation for Fine-tuning Pre-trained Language Models on Medical Text Summarization

1 code implementation7 May 2024 Gunjan Balde, Soumyadeep Roy, Mainack Mondal, Niloy Ganguly

In contrast to existing domain adaptation approaches in summarization, MEDVOC treats vocabulary as an optimizable parameter and optimizes the PLM vocabulary based on fragment score conditioned only on the downstream task's reference summaries.

Domain Adaptation Text Summarization

Beyond Accuracy: Investigating Error Types in GPT-4 Responses to USMLE Questions

1 code implementation20 Apr 2024 Soumyadeep Roy, Aparup Khatua, Fatemeh Ghoochani, Uwe Hadler, Wolfgang Nejdl, Niloy Ganguly

In our annotated dataset, a substantial portion of GPT-4's incorrect responses is categorized as a "Reasonable response by GPT-4," by annotators.

GeneMask: Fast Pretraining of Gene Sequences to Enable Few-Shot Learning

1 code implementation29 Jul 2023 Soumyadeep Roy, Jonas Wallat, Sowmya S Sundaram, Wolfgang Nejdl, Niloy Ganguly

Large-scale language models such as DNABert and LOGO aim to learn optimal gene representations and are trained on the entire Human Reference Genome.

Few-Shot Learning Language Modelling +1

An Integrated Approach for Improving Brand Consistency of Web Content: Modeling, Analysis and Recommendation

1 code implementation19 Nov 2020 Soumyadeep Roy, Shamik Sural, Niyati Chhaya, Anandhavelu Natarajan, Niloy Ganguly

A consumer-dependent (business-to-consumer) organization tends to present itself as possessing a set of human qualities, which is termed as the brand personality of the company.

Marketing Sentence

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