Yi Liao
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View article: Neuron Abandoning Attention Flow: Visual Explanation of Dynamics inside CNN Models
Neuron Abandoning Attention Flow: Visual Explanation of Dynamics inside CNN Models Open
In this paper, we present a Neuron Abandoning Attention Flow (NAFlow) method to address the open problem of visually explaining the attention evolution dynamics inside CNNs when making their classification decisions. A novel cascading neur…
View article: SoftDedup: an Efficient Data Reweighting Method for Speeding Up Language Model Pre-training
SoftDedup: an Efficient Data Reweighting Method for Speeding Up Language Model Pre-training Open
The effectiveness of large language models (LLMs) is often hindered by duplicated data in their extensive pre-training datasets. Current approaches primarily focus on detecting and removing duplicates, which risks the loss of valuable info…
View article: Entity Retrieval via Entity Factoid Hierarchy
Entity Retrieval via Entity Factoid Hierarchy Open
Chunliang Lu, Wai Lam, Yi Liao. Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing (Volume 1: Long Papers). 2015.