From the 1 of 4 linked papers with an AI index.
4 papers
Diagnosing Fine-Grained Inconsistency Classification in Financial Disclosure Text
Aman Kumar, Lasitha Vidyaratne, Dipanjan D Ghosh +2
The paper investigates fine-grained classification of different inconsistency types in financial disclosure texts, evaluating various supervised and large language models on a synt…
GRACE-RAG: Governed Retrieval Architecture for Canonical Evidence Synthesis, Enabling Lightweight Deployment in Closed-Domain Institutional Settings
Asit Desai, Aman Kumar, Prashant Devadiga
Retrieval-Augmented Generation (RAG) systems are widely used in institutional question answering settings where responses must be grounded in authoritative documentation (Gao et al…
FiMI: A Domain-Specific Language Model for Indian Finance Ecosystem
Aboli Kathar, Aman Kumar, Anusha Kamath +37
We present FiMI (Finance Model for India), a domain-specialized financial language model developed by National Payments Corporation of India (NPCI) for Indian digital payment syste…
Building Domain-Specific Small Language Models via Guided Data Generation
Aman Kumar, Ekant Muljibhai Amin, Xian Yeow Lee +5
Large Language Models (LLMs) have shown remarkable success in supporting a wide range of knowledge-intensive tasks. In specialized domains, there is growing interest in leveraging…