Author

Chunkit Chan

Hong Kong University of Science and Technology

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#artificial intelligence Jul 2026

MultivationBench: A Benchmark for Multimodal Sequential Motivation Reasoning

Results indicate that MultivationBench presents a significant challenge: all tested models struggle to maintain consistent motivation reasoning across sequential contexts, revealing a critical disconnect between static recognition capabilities and the dynamic reasoning essential for human-like social understanding.

Ka-po. Chung, Chunkit Chan, Yauwai Yim et al. · arXiv.org · 0 citations

Conference Open access 2026

InferenceDynamics: Adaptive LLM Routing through Structured Capability and Knowledge Profiling

This work proposes InferenceDynamics, a flexible and scalable multi-dimensional routing framework by modeling the capability and knowledge of models, and demonstrates its effectiveness and generalizability in group-level routing using modern benchmarks including MMLU-Pro, GPQA, BigGen-Bench, and LiveBench.

Haochen Shi, Tianshi ZHENG, Weiqi Wang et al. · Annual Meeting of the Associ... · 0 citations