💻 computer science

Qaamuuska-NLP: A Structured 46K-Entry Somali Lexicon Extracted from a Print Dictionary

This paper introduces Qaamuuska-NLP, a structured 46,314-entry machine-readable Somali lexicon extracted via a deterministic rule-based pipeline from the 2012 monolingual dictionary *Qaamuuska Af-Soomaaliga*, which preserves detailed grammatical and lexical information while retaining original entry text for verification.

Abdullahi Mohamud Ahmed, Abdulkadir Ugas, Abdirashid Omar, Abdulhakim Ismail2026-09-08
💻 computer science

Mirage Mesh: A Multi-Layer Cyber Deception Framework for Linux Environments

This paper introduces Mirage Mesh, a lightweight, multi-layer cyber deception framework for Linux environments that integrates network, system, software, and data-layer decoys with a unified event schema and automated pipeline to detect and analyze malicious activity resembling legitimate administration, while proposing a new metric to evaluate its effectiveness across the cyber kill chain.

Mohamed Anwar Basha M, Praveen Kumar K, Priyadharshan V, Ram Prabhu K K2026-09-08
💻 computer science

Context-Window-Mediated Corruption of Large Multimodal Models in Clinical Medicine: A Systematic Review

This systematic review of ten high-risk-of-bias studies reveals that large multimodal models in clinical medicine are vulnerable to input-based corruption across four distinct failure classes, a threat that persists regardless of model characteristics or tested defenses and does not require an adversarial attacker to compromise output integrity.

Amir Srour, Alon Galindo Mor, Mahmud Omar, Yiftach Barash, Diana Litmanovich, Mayse Srour-Asmar, Eyal Klang, Alon Gorens (…)2026-09-08
💻 computer science

Collapse-Retained Information and Representation-Independent Pushdown Exposure Complexity

This paper establishes a representation-independent tradeoff theorem demonstrating that erasing higher-order semantic information retained after lower-order fixation in unrestricted deterministic pushdown realizations necessitates a physical cost quantified by source stack exposure depth and canonicalization debt, with sharp lower bounds derived from the interplay between retained information and limited observation capacity.

Alp Eren Bütün2026-09-08
💻 computer science

Artificial intelligence for oral history and disaster experience: a systematic mapping study

This systematic mapping study reviews 35 primary studies to analyze how artificial intelligence is transforming oral history from static archives into dynamic, interactive fields, highlighting significant advances in transcription and analysis while emphasizing critical ethical challenges and the necessity of trauma-informed, human-centered approaches.

Ahmad Azarsa, Ali Asgary, Maleknaz Nayebi, Sean Holman2026-09-08
💻 computer science

Can LLMs Judge Legal Accuracy? Reliability of LLM Evaluators for High-Stakes Insurance QA in a Low-Resource Language

This paper demonstrates that while LLMs can be used to evaluate legal accuracy in low-resource languages like Quebec French, their reliability is insufficient for high-stakes deployment without human oversight, as even the strongest models exhibit moderate agreement, fail to consistently catch dangerous errors, and benefit significantly from step-by-step reasoning and ensemble methods.

David Beauchemin, Richard Khoury2026-09-07
💻 computer science

Adaptive Neural Threshold Networks for SEC Accounting Enforcement Triage

This study proposes an adaptive neural threshold network that outperforms logistic regression in prioritizing SEC filings for accounting enforcement review by learning context-dependent thresholds, while simultaneously establishing a framework of governance requirements to ensure the system's use as a confidential triage aid rather than legal evidence.

Maha Moussa, Sayed Sayed, Khater A. E. Gad, Mahmoud Ibrahim2026-09-07