3 citations · 9 across the 19 of their papers we have counts for
9 papers · 1 filter
Uncovering Representation Bias for Investment Decisions in Open-Source Large Language Models
Fabrizio Dimino, Krati Saxena, Bhaskarjit Sarmah +1
Large Language Models are increasingly adopted in financial applications to support investment workflows. However, prior studies have seldom examined how these models reflect biase…
FinCARE: Financial Causal Analysis with Reasoning and Evidence
Alejandro Michel, Abhinav Arun, Bhaskarjit Sarmah +1
Portfolio managers rely on correlation-based analysis and heuristic methods that fail to capture true causal relationships driving performance. We present a hybrid framework that i…
FinReflectKG -- MultiHop: Financial QA Benchmark for Reasoning with Knowledge Graph Evidence
Abhinav Arun, Reetu Raj Harsh, Bhaskarjit Sarmah +1
Multi-hop reasoning over financial disclosures is often a retrieval problem before it becomes a reasoning or generation problem: relevant facts are dispersed across sections, filin…
FINCH: Financial Intelligence using Natural language for Contextualized SQL Handling
Avinash Kumar Singh, Bhaskarjit Sarmah, Stefano Pasquali
Text-to-SQL, the task of translating natural language questions into SQL queries, has long been a central challenge in NLP. While progress has been significant, applying it to the…
FinReflectKG -- EvalBench: Benchmarking Financial KG with Multi-Dimensional Evaluation
Fabrizio Dimino, Abhinav Arun, Bhaskarjit Sarmah +1
Large language models (LLMs) are increasingly being used to extract structured knowledge from unstructured financial text. Although prior studies have explored various extraction m…
AlphaAgents: Large Language Model based Multi-Agents for Equity Portfolio Constructions
Tianjiao Zhao, Jingrao Lyu, Stokes Jones +3
The field of artificial intelligence (AI) agents is evolving rapidly, driven by the capabilities of Large Language Models (LLMs) to autonomously perform and refine tasks with human…
Tracing Positional Bias in Financial Decision-Making: Mechanistic Insights from Qwen2.5
Fabrizio Dimino, Krati Saxena, Bhaskarjit Sarmah +1
The growing adoption of large language models (LLMs) in finance exposes high-stakes decision-making to subtle, underexamined positional biases. The complexity and opacity of modern…
FinReflectKG: Agentic Construction and Evaluation of Financial Knowledge Graphs
Abhinav Arun, Fabrizio Dimino, Tejas Prakash Agarwal +2
The financial domain poses unique challenges for knowledge graph (KG) construction at scale due to the complexity and regulatory nature of financial documents. Despite the critical…
Supervised Similarity for High-Yield Corporate Bonds with Quantum Cognition Machine Learning
Joshua Rosaler, Luca Candelori, Vahagn Kirakosyan +5
We investigate the application of quantum cognition machine learning (QCML), a novel paradigm for both supervised and unsupervised learning tasks rooted in the mathematical formali…