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TVIR

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Data Party THU
Data Party THU
Aug 3, 2026 · Artificial Intelligence

TVIR: Breaking Text‑Only Limits with AI‑Powered Multimodal Research Report Generation

TVIR introduces a unified benchmark and multi‑agent framework for generating interleaved text‑visual research reports, detailing its 100‑task TVIR‑Bench, four‑stage TVIR‑Agent architecture, dual‑path evaluation of textual and visual quality, and experimental results showing its superiority over existing systems in multimodal evidence integration.

TVIRbenchmarkmultimodal AI
0 likes · 12 min read
TVIR: Breaking Text‑Only Limits with AI‑Powered Multimodal Research Report Generation
Machine Learning Algorithms & Natural Language Processing
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.

AIEvaluationTVIR
0 likes · 13 min read
TVIR: Text‑Visual Interleaved Report Generation Empowers Deep Research Agents