3 papers
cs.CL2026
Pre-Generation Hallucination Detection in Large Language Models via Soft-Target Attention Probing
Amina Miftakhova, Alexey Zaytsev
Detecting hallucination risk before generation enables abstention, retrieval augmentation, and routing decisions without incurring the cost of decoding. While prior work has shown…
cs.CL2026
Multimodal Evaluation of Russian-language Architectures
Artem Chervyakov, Ulyana Isaeva, Anton Emelyanov +15
Multimodal large language models (MLLMs) are currently at the center of research attention, showing rapid progress in scale and capabilities, yet their intelligence, limitations, a…
cs.HC2025
3MDBench: Medical Multimodal Multi-agent Dialogue Benchmark
Ivan Sviridov, Amina Miftakhova, Artemiy Tereshchenko +3
Though Large Vision-Language Models (LVLMs) are being actively explored in medicine, their ability to conduct complex real-world telemedicine consultations combining accurate diagn…