3 papers
q-fin.CP2025
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…
q-fin.CP2025
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…
q-fin.CP2025
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…