Multi-agent LLM systems increasingly automate tasks involving agents with different levels of privilege, creating a security risk in which a compromised low-privilege agent can influence a higher-privilege agent and trigger an unauthorized action. We study attack propagation in a four-agent LangGraph pipeline comprisin...
Tanzim Hossain Safin, Sharif Noor Zisad, S. Shatabda et al.· 0 citations
TIDE, an expert-verified benchmark of 3,050 QA pairs over 644 official customs instruments issued between 1969 and 2025 by the Government of Bangladesh, is presented, covering eight task types over deeply code-mixed documents that are heterogeneous in layout and dated in two calendars.
M. Sobhani, Md. Faiyaz Abdullah Sayeedi, F. Chowdhury et al.· 1 citation· ⚡1
Idiomatic expressions are an integral part of natural language, reflecting cultural nuances and posing unique challenges for computational models, particularly in low-resource languages. In this paper, we present the first large-scale benchmark dataset of Bangla idioms, complemented by a synthetic multiple-choice quest...
Mousumi Akter, Md. Faiyaz Abdullah Sayeedi, Nurul Labib Sayeedi et al.· 0 citations
Fine-tuning can improve legal question-answering accuracy without improving how models use law supplied in context. We study this distinction in bilingual Bangladeshi legal QA, where observed errors can arise from answer scoring, retrieval, or failure to use relevant law. We construct a hierarchy-preserving statutory c...
A representation-accessibility analysis of frozen genomic language models across regulatory, epigenetic, promoter, splice-site, and variant-effect prediction tasks shows that local biological signal is partially present in frozen representations, but is not always accessible through final pooled embeddings.
Nirjhor Datta, Swakkhar Shatabda, M. Rahman· 0 citations
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