evidence extraction 1financial disclosures 1fine-grained classification 1inconsistency detection 1model evaluation 1
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cs.CL2026
Diagnosing Fine-Grained Inconsistency Classification in Financial Disclosure Text
Aman Kumar, Lasitha Vidyaratne, Dipanjan D Ghosh +2
The paper investigates fine-grained classification of different inconsistency types in financial disclosure texts, evaluating various supervised and large language models on a synt…
cs.CL2025
Building Domain-Specific Small Language Models via Guided Data Generation
Aman Kumar, Ekant Muljibhai Amin, Xian Yeow Lee +5
Large Language Models (LLMs) have shown remarkable success in supporting a wide range of knowledge-intensive tasks. In specialized domains, there is growing interest in leveraging…