9 citations · 10 across the 3 of their papers we have counts for
8 papers
Analyzing the Effects of Reasoning Types on Cross-Lingual Transfer Performance
Karthikeyan K, Aalok Sathe, Somak Aditya +1
Multilingual language models achieve impressive zero-shot accuracies in many languages in complex tasks such as Natural Language Inference (NLI). Examples in NLI (and equivalent co…
Trusting RoBERTa over BERT: Insights from CheckListing the Natural Language Inference Task
Ishan Tarunesh, Somak Aditya, Monojit Choudhury
The recent state-of-the-art natural language understanding (NLU) systems often behave unpredictably, failing on simpler reasoning examples. Despite this, there has been limited foc…
Analyzing the Nuances of Transformers' Polynomial Simplification Abilities
Vishesh Agarwal, Somak Aditya, Navin Goyal
Symbolic Mathematical tasks such as integration often require multiple well-defined steps and understanding of sub-tasks to reach a solution. To understand Transformers' abilities…
TaxiNLI: Taking a Ride up the NLU Hill
Pratik Joshi, Somak Aditya, Aalok Sathe +1
Pre-trained Transformer-based neural architectures have consistently achieved state-of-the-art performance in the Natural Language Inference (NLI) task. Since NLI examples encompas…
Uncovering Relations for Marketing Knowledge Representation
Somak Aditya, Atanu Sinha
Online behaviors of consumers and marketers generate massive marketing data, which ever more sophisticated models attempt to turn into insights and aid decisions by marketers. Yet,…
Integrating Knowledge and Reasoning in Image Understanding
Somak Aditya, Yezhou Yang, Chitta Baral
Deep learning based data-driven approaches have been successfully applied in various image understanding applications ranging from object recognition, semantic segmentation to visu…