4 papers · 1 filter
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…
Investigating Distributions of Telecom Adapted Sentence Embeddings for Document Retrieval
Sujoy Roychowdhury, Sumit Soman, Ranjani Hosakere Gireesha +4
A plethora of sentence embedding models makes it challenging to choose one, especially for technical domains rich with specialized vocabulary. In this work, we domain adapt embeddi…
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 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…