🗣️ Dialogue Systems

📷 CVPR2026 · 1 paper notes

📌 Same area in other venues: 🔬 ICLR2026 (10) · 💬 ACL2026 (26) · 🧪 ICML2026 (5) · 🤖 AAAI2026 (5) · 🧠 NeurIPS2025 (8)

Evolutionary Multimodal Reasoning via Hierarchical Semantic Representation for Intent Recognition

Ours proposes HIER, which consistently outperforms SOTA methods and leading MLLMs (1-3% gain) on three multimodal intent recognition benchmarks by combining hierarchical semantic representations (token→concept→relation) with a self-evolutionary reasoning mechanism based on MLLM feedback.