most citedNOMAD: A Multi-Agent LLM System for UML Class Diagram Generation from Natural Language Requirements

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cs.CL2026

In the Guise of Correction: How Framing and Cultural Adaptation Erode LLM Safety on Real-World Criminal Cases

Mohsinul Kabir, Md. Tariquzzaman, Karam S. R. Elradie +4

Existing safety benchmarks rely largely on synthetic prompts with loosely grounded taxonomies and offer little focused analysis of severe crime categories. We introduce GUISE, a be…

cs.CL2026

Janus: A Benchmark for Goal-Conditioned Information Distortion in LLMs

Polydoros Giannouris, Mohsinul Kabir, Sophia Ananiadou

LLM deception is often evaluated through direct markers such as fabricated claims, explicit lies, or strategic concealment. However, many real-world misleading communications do no…

cs.CL2026

Same Claim, Different Judgment: Benchmarking Scenario-Induced Bias in Multilingual Financial Misinformation Detection

Zhiwei Liu, Yupen Cao, Yuechen Jiang +22

Large language models (LLMs) have been widely applied across various domains of finance. Since their training data are largely derived from human-authored corpora, LLMs may inherit…

cs.CL2025

Semantic Label Drift in Cross-Cultural Translation

Mohsinul Kabir, Tasnim Ahmed, Md Mezbaur Rahman +2

Machine Translation (MT) is widely employed to address resource scarcity in low-resource languages by generating synthetic data from high-resource counterparts. While sentiment pre…

cs.CL2025

MultiFinBen: Benchmarking Large Language Models for Multilingual and Multimodal Financial Application

Xueqing Peng, Lingfei Qian, Yan Wang +44

Real-world financial analysis involves information across multiple languages and modalities, from reports and news to scanned filings and meeting recordings. Yet most existing eval…

cs.CL2025

Plutus: Benchmarking Large Language Models in Low-Resource Greek Finance

Xueqing Peng, Triantafillos Papadopoulos, Efstathia Soufleri +7

Despite Greece's pivotal role in the global economy, large language models (LLMs) remain underexplored for Greek financial context due to the linguistic complexity of Greek and the…