4 papers
FinBalance: A Multi-Document Accounting Reconciliation Benchmark
Sasank Tumpati, Devansh Agarwal, Ayush Kedia +6
Existing financial-NLP benchmarks mostly evaluate prepared artifacts such as filings, tables, or extracted values. Real accounting begins earlier: source documents must be reconcil…
Reinforcement Learning for Self-Healing Material Systems
Maitreyi Chatterjee, Devansh Agarwal, Biplab Chatterjee
The transition to autonomous material systems necessitates adaptive control methodologies to maximize structural longevity. This study frames the self-healing process as a Reinforc…
LogSyn: A Few-Shot LLM Framework for Structured Insight Extraction from Unstructured General Aviation Maintenance Logs
Devansh Agarwal, Maitreyi Chatterjee, Biplab Chatterjee
Aircraft maintenance logs hold valuable safety data but remain underused due to their unstructured text format. This paper introduces LogSyn, a framework that uses Large Language M…
Semantic Anchoring in Agentic Memory: Leveraging Linguistic Structures for Persistent Conversational Context
Maitreyi Chatterjee, Devansh Agarwal
Large Language Models (LLMs) have demonstrated impressive fluency and task competence in conversational settings. However, their effectiveness in multi-session and long-term intera…