Xinyi Ling
3 papers · 2024–2025 · 2 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
Venues
Top co-authors
Research topics
Keywords
instruction tuning
(2)
multimodal learning
(2)
instruction following
(1)
foundation model
(1)
multimodal large language model
(1)
multi-image understanding
(1)
visual language model
(1)
multimodal foundation model
(1)
visual utility
(1)
multitask understanding
(1)
visual-language data
(1)
task performance
(1)
product image
(1)
out-of-domain generalizability
(1)
llms
(1)
e-commerce
(1)
ecinstruct
(1)
domain generalization
(1)
generalist modeling
(1)
image captioning
(1)
Papers
Captions Speak Louder than Images: Generalizing Foundation Models for E-commerce from High-quality Multimodal Instruction Data
IJCNLP 2025
EcomMMMU: Strategic Utilization of Visuals for Robust Multimodal E-commerce Models
IJCNLP 2025
eCeLLM: Generalizing Large Language Models for E-commerce from Large-scale, High-quality Instruction Data
ICML 2024