Skeleton-of-Thought: Prompting LLMs for Efficient Parallel Generation

1 code implementation • 28 Jul 2023 • Xuefei Ning, Zinan Lin, Zixuan Zhou, Zifu Wang, Huazhong Yang, Yu Wang

This work aims at decreasing the end-to-end generation latency of large language models (LLMs).

Dice Semimetric Losses: Optimizing the Dice Score with Soft Labels

1 code implementation • 28 Mar 2023 • Zifu Wang, Teodora Popordanoska, Jeroen Bertels, Robin Lemmens, Matthew B. Blaschko

As a result, we obtain superior Dice scores and model calibration, which supports the wider adoption of DMLs in practice.

Knowledge Distillation

Jaccard Metric Losses: Optimizing the Jaccard Index with Soft Labels

2 code implementations • NeurIPS 2023 • Zifu Wang, Xuefei Ning, Matthew B. Blaschko

To address this, we introduce Jaccard Metric Losses (JMLs), which are identical to the soft Jaccard loss in standard settings with hard labels but are fully compatible with soft labels.

Knowledge Distillation Semantic Segmentation

MRF-UNets: Searching UNet with Markov Random Fields

1 code implementation • 13 Jul 2022 • Zifu Wang, Matthew B. Blaschko

UNet [27] is widely used in semantic segmentation due to its simplicity and effectiveness.

Neural Architecture Search Semantic Segmentation