4 papers · 1 filter
Evidence-Grounded SLM Behavioral Prediction Architecture for Future Assistance Use
Adeyemi Adeseye, Aisvarya Adeseye, Hannu Tenhunen +1
Users often exhibit changes in interaction behavior before explicitly seeking assistance, enabling systems to anticipate future assistance use. This is especially important in high…
Dynamic Agentic AI Expert Profiler System Architecture for Multidomain Intelligence Modeling
Aisvarya Adeseye, Jouni Isoaho, Seppo Virtanen +1
In today's artificial intelligence driven world, modern systems communicate with people from diverse backgrounds and skill levels. For human-machine interaction to be meaningful, s…
Entropy and Attention Dynamics in Small Language Models: A Trace-Level Structural Analysis on the TruthfulQA Benchmark
Adeyemi Adeseye, Aisvarya Adeseye, Hannu Tenhunen +1
Small language models (SLMs) have been increasingly deployed in edge devices and other resource-constrained settings. However, these models make confident mispredictions and produc…
Local Language Models for Context-Aware Adaptive Anonymization of Sensitive Text
Aisvarya Adeseye, Jouni Isoaho, Seppo Virtanen +1
Qualitative research often contains personal, contextual, and organizational details that pose privacy risks if not handled appropriately. Manual anonymization is time-consuming, i…