1 code implementation • 19 Mar 2024 • Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang, Menglin Xia, Xufang Luo, Jue Zhang, QIngwei Lin, Victor Rühle, Yuqing Yang, Chin-Yew Lin, H. Vicky Zhao, Lili Qiu, Dongmei Zhang
The challenge is that information entropy may be a suboptimal compression metric: (i) it only leverages unidirectional context and may fail to capture all essential information needed for prompt compression; (ii) it is not aligned with the prompt compression objective.
no code implementations • 28 Nov 2023 • Mohammad Mahdi Derakhshani, Menglin Xia, Harkirat Behl, Cees G. M. Snoek, Victor Rühle
We propose CompFuser, an image generation pipeline that enhances spatial comprehension and attribute assignment in text-to-image generative models.
no code implementations • 27 Nov 2023 • Lukas Wutschitz, Boris Köpf, Andrew Paverd, Saravan Rajmohan, Ahmed Salem, Shruti Tople, Santiago Zanella-Béguelin, Menglin Xia, Victor Rühle
In this paper, we take an information flow control perspective to describe machine learning systems, which allows us to leverage metadata such as access control policies and define clear-cut privacy and confidentiality guarantees with interpretable information flows.
no code implementations • 8 Aug 2023 • Menglin Xia, Xuchao Zhang, Camille Couturier, Guoqing Zheng, Saravan Rajmohan, Victor Ruhle
Retrieval augmentation enhances performance of traditional language models by incorporating additional context.
1 code implementation • Joint Conference on Lexical and Computational Semantics 2021 • Menglin Xia, Emilio Monti
To evaluate our multilingual models on human-written sentences as opposed to machine translated ones, we introduce a new multilingual semantic parsing dataset in English, Italian and Japanese based on the Facebook Task Oriented Parsing (TOP) dataset.
no code implementations • 26 May 2020 • Yi Zhu, Yiwei Zhou, Menglin Xia
Finally, we demonstrate that adversarial training with SAGE augmented data can improve performance and robustness of TableQA systems.
1 code implementation • WS 2016 • Menglin Xia, Ekaterina Kochmar, Ted Briscoe
This paper addresses the task of readability assessment for the texts aimed at second language (L2) learners.
no code implementations • NAACL 2019 • Menglin Xia, Ekaterina Kochmar, Ted Briscoe
Automating the assessment of learner summaries provides a useful tool for assessing learner reading comprehension.