Papers by Tony Deng
KAHAN: Knowledge-Augmented Hierarchical Analysis and Narration for Financial Data Narration (2025.findings-emnlp)
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| Challenge: | KAHAN leverages LLMs as domain experts to drive the analysis. |
| Approach: | They propose a knowledge-augmented hierarchical framework that extracts insights from raw tabular data. |
| Outcome: | KAHAN outperforms existing frameworks on financial reporting benchmarks on narrative quality and factuality. |