3 papers
cs.CV2026
VisualQuest: A Benchmark for Abstract Visual Reasoning in MLLMs
Kelaiti Xiao, Liang Yang, Dongyu Zhang +2
We introduce VisualQuest, a novel dataset designed to rigorously evaluate multimodal large language models (MLLMs) on abstract visual reasoning tasks that require the integration o…
cs.CL2025
Visual Puns from Idioms: An Iterative LLM-T2IM-MLLM Framework
Kelaiti Xiao, Liang Yang, Dongyu Zhang +2
We study idiom-based visual puns--images that align an idiom's literal and figurative meanings--and present an iterative framework that coordinates a large language model (LLM), a…
cs.CL2025
CommonVoice-SpeechRE and RPG-MoGe: Advancing Speech Relation Extraction with a New Dataset and Multi-Order Generative Framework
Jinzhong Ning, Paerhati Tulajiang, Yingying Le +4
Speech Relation Extraction (SpeechRE) aims to extract relation triplets directly from speech. However, existing benchmark datasets rely heavily on synthetic data, lacking sufficien…