Search Results for author: Fanyu Meng

Found 6 papers, 1 papers with code

Adversarial Semantic Decoupling for Recognizing Open-Vocabulary Slots

no code implementations EMNLP 2020 Yuanmeng Yan, Keqing He, Hong Xu, Sihong Liu, Fanyu Meng, Min Hu, Weiran Xu

Open-vocabulary slots, such as file name, album name, or schedule title, significantly degrade the performance of neural-based slot filling models since these slots can take on values from a virtually unlimited set and have no semantic restriction nor a length limit.

Sentence slot-filling +1

Interpreting Inflammation Prediction Model via Tag-based Cohort Explanation

no code implementations17 Oct 2024 Fanyu Meng, Jules Larke, Xin Liu, Zhaodan Kong, Xin Chen, Danielle Lemay, Ilias Tagkopoulos

Machine learning is revolutionizing nutrition science by enabling systems to learn from data and make intelligent decisions.

Decision Making Feature Importance +2

CohEx: A Generalized Framework for Cohort Explanation

1 code implementation17 Oct 2024 Fanyu Meng, Xin Liu, Zhaodan Kong, Xin Chen

eXplainable Artificial Intelligence (XAI) has garnered significant attention for enhancing transparency and trust in machine learning models.

Explainable artificial intelligence Explainable Artificial Intelligence (XAI)

TODSum: Task-Oriented Dialogue Summarization with State Tracking

no code implementations25 Oct 2021 Lulu Zhao, Fujia Zheng, Keqing He, Weihao Zeng, Yuejie Lei, Huixing Jiang, Wei Wu, Weiran Xu, Jun Guo, Fanyu Meng

Previous dialogue summarization datasets mainly focus on open-domain chitchat dialogues, while summarization datasets for the broadly used task-oriented dialogue haven't been explored yet.

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