3 citations · 6 across the 7 of their papers we have counts for
4 papers · 2 filters
The Culture Within: Towards Mechanistic Understanding of Cultural Reasoning in LLMs
Samee Arif, Furkan Danisman, Angana Borah +6
Large Language Models (LLMs) increasingly operate across culturally diverse settings, yet existing evaluations largely measure cultural behavior at the output level. We introduce C…
One Example Is Enough to Pass Fairness Benchmarks: Rethinking Fairness Evaluation for Aligned LLMs
Naihao Deng, Samee Arif, Shuaichen Chang +2
Warning: This submission studies stereotypes and biases, and contains toxic and offensive examples, used for illustration purposes only. Fairness benchmarks such as BBQ have become…
The Age of Curiosity Meets the Age of AI: Benchmarking Child Safety in Large Language Models
Samee Arif, Angana Borah, Rada Mihalcea
Children increasingly have access to Large Language Models (LLMs), which may expose them to responses that are developmentally inappropriate or require age-sensitive safety, guidan…
One Word at a Time: Incremental Completion Decomposition Breaks LLM Safety
Samee Arif, Naihao Deng, Zhijing Jin +1
Large Language Models (LLMs) are trained to refuse harmful requests, yet they remain vulnerable to jailbreak attacks that exploit weaknesses in conversational safety mechanisms. We…