31 citations · 92 across the 18 of their papers we have counts for
19 papers
A Graph-based Approach for Multi-Modal Question Answering from Flowcharts in Telecom Documents
Sumit Soman, H. G. Ranjani, Sujoy Roychowdhury +4
Question-Answering (QA) from technical documents often involves questions whose answers are present in figures, such as flowcharts or flow diagrams. Text-based Retrieval Augmented…
Intelligibility of Text-to-Speech Systems for Mathematical Expressions
Sujoy Roychowdhury, H. G. Ranjani, Sumit Soman +3
There has been limited evaluation of advanced Text-to-Speech (TTS) models with Mathematical eXpressions (MX) as inputs. In this work, we design experiments to evaluate quality and…
Knowledge Distillation of Domain-adapted LLMs for Question-Answering in Telecom
Rishika Sen, Sujoy Roychowdhury, Sumit Soman +2
Knowledge Distillation (KD) is one of the approaches to reduce the size of Large Language Models (LLMs). A LLM with smaller number of model parameters (student) is trained to mimic…
Evaluation of Table Representations to Answer Questions from Tables in Documents : A Case Study using 3GPP Specifications
Sujoy Roychowdhury, Sumit Soman, HG Ranjani +3
With the ubiquitous use of document corpora for question answering, one important aspect which is especially relevant for technical documents is the ability to extract information…
Icing on the Cake: Automatic Code Summarization at Ericsson
Giriprasad Sridhara, Sujoy Roychowdhury, Sumit Soman +2
This paper presents our findings on the automatic summarization of Java methods within Ericsson, a global telecommunications company. We evaluate the performance of an approach cal…
Evaluation of RAG Metrics for Question Answering in the Telecom Domain
Sujoy Roychowdhury, Sumit Soman, H G Ranjani +3
Retrieval Augmented Generation (RAG) is widely used to enable Large Language Models (LLMs) perform Question Answering (QA) tasks in various domains. However, RAG based on open-sour…