4 papers
Financial Audit Assistance using Misinformation Detection and Explanation
Kshitij Madhav Jadhav, Sushodhan Vaishampayan, Manoj Apte +3
Financial statements (FS) such as Balance Sheet (BS), Income Statement (IS) and Cash-flow Statement (CS) summarize the annual financial performance of a company. FS are widely used…
Broken Words, Broken Performance: Effect of Tokenization on Performance of LLMs
Sachin Pawar, Manoj Apte, Kshitij Jadhav +2
Tokenization is the first step in training any Large Language Model (LLM), where the text is split into a sequence of tokens as per the model's fixed vocabulary. This tokenization…
Explainable Statute Prediction via Attention-based Model and LLM Prompting
Sachin Pawar, Girish Keshav Palshikar, Anindita Sinha Banerjee +2
In this paper, we explore the problem of automatic statute prediction where for a given case description, a subset of relevant statutes are to be predicted. Here, the term "statute…
DRAssist: Dispute Resolution Assistance using Large Language Models
Sachin Pawar, Manoj Apte, Girish K. Palshikar +2
Disputes between two parties occur in almost all domains such as taxation, insurance, banking, healthcare, etc. The disputes are generally resolved in a specific forum (e.g., consu…