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cs.CL2026★ 1 cited
HNC: Leveraging Hard Negative Captions towards Models with Fine-Grained Visual-Linguistic Comprehension Capabilities
Esra Dönmez, Pascal Tilli, Hsiu-Yu Yang +2
Image-Text-Matching (ITM) is one of the defacto methods of learning generalized representations from a large corpus in Vision and Language (VL). However, due to the weak associatio…
cs.CL2023
Implicit Affordance Acquisition via Causal Action-Effect Modeling in the Video Domain
Hsiu-Yu Yang, Carina Silberer
Affordance knowledge is a fundamental aspect of commonsense knowledge. Recent findings indicate that world knowledge emerges through large-scale self-supervised pretraining, motiva…
cs.CL2021
Does External Knowledge Help Explainable Natural Language Inference? Automatic Evaluation vs. Human Ratings
Hendrik Schuff, Hsiu-Yu Yang, Heike Adel +1
Natural language inference (NLI) requires models to learn and apply commonsense knowledge. These reasoning abilities are particularly important for explainable NLI systems that gen…