Machine Learning Algorithms & Natural Language Processing

Jul 25, 2026 · Artificial Intelligence

TVIR: Text‑Visual Interleaved Report Generation Empowers Deep Research Agents

The TVIR benchmark and TVIR‑Agent framework introduce a multimodal, text‑visual interleaved approach to deep research report generation, providing a unified evaluation suite, a four‑stage hierarchical agent pipeline, and extensive experiments that show TVIR‑Agent variants outperform commercial systems in overall score, citation support, and structural reliability.