Search Results for author: Xiang Yue

Found 18 papers, 14 papers with code

MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning

no code implementations11 Sep 2023 Xiang Yue, Xingwei Qu, Ge Zhang, Yao Fu, Wenhao Huang, Huan Sun, Yu Su, Wenhu Chen

The MAmmoTH models are trained on MathInstruct, our meticulously curated instruction tuning dataset.

Mathematical Reasoning

Can ChatGPT Defend the Truth? Automatic Dialectical Evaluation Elicits LLMs' Deficiencies in Reasoning

no code implementations22 May 2023 Boshi Wang, Xiang Yue, Huan Sun

We explore testing the reasoning ability of large language models (LLMs), such as ChatGPT, by engaging with them in a debate-like conversation that probes deeper into their understanding of the subject.

Benchmarking Memorization

Automatic Evaluation of Attribution by Large Language Models

1 code implementation10 May 2023 Xiang Yue, Boshi Wang, Kai Zhang, Ziru Chen, Yu Su, Huan Sun

To facilitate the evaluation, we manually curate a set of test examples covering 12 domains from a generative search engine, New Bing.

Fact Checking Language Modelling +3

Synthetic Text Generation with Differential Privacy: A Simple and Practical Recipe

1 code implementation25 Oct 2022 Xiang Yue, Huseyin A. Inan, Xuechen Li, Girish Kumar, Julia McAnallen, Hoda Shajari, Huan Sun, David Levitan, Robert Sim

Privacy concerns have attracted increasing attention in data-driven products due to the tendency of machine learning models to memorize sensitive training data.

Language Modelling Text Generation

Bootstrapping a User-Centered Task-Oriented Dialogue System

no code implementations11 Jul 2022 Shijie Chen, Ziru Chen, Xiang Deng, Ashley Lewis, Lingbo Mo, Samuel Stevens, Zhen Wang, Xiang Yue, Tianshu Zhang, Yu Su, Huan Sun

We present TacoBot, a task-oriented dialogue system built for the inaugural Alexa Prize TaskBot Challenge, which assists users in completing multi-step cooking and home improvement tasks.

Data Augmentation Dialogue Management +2

Synthetic Question Value Estimation for Domain Adaptation of Question Answering

1 code implementation ACL 2022 Xiang Yue, Ziyu Yao, Huan Sun

Synthesizing QA pairs with a question generator (QG) on the target domain has become a popular approach for domain adaptation of question answering (QA) models.

Domain Adaptation Question Answering

Differential Privacy for Text Analytics via Natural Text Sanitization

1 code implementation Findings (ACL) 2021 Xiang Yue, Minxin Du, Tianhao Wang, Yaliang Li, Huan Sun, Sherman S. M. Chow

The sanitized texts also contribute to our sanitization-aware pretraining and fine-tuning, enabling privacy-preserving natural language processing over the BERT language model with promising utility.

Language Modelling Privacy Preserving

CliniQG4QA: Generating Diverse Questions for Domain Adaptation of Clinical Question Answering

2 code implementations30 Oct 2020 Xiang Yue, Xinliang Frederick Zhang, Ziyu Yao, Simon Lin, Huan Sun

Clinical question answering (QA) aims to automatically answer questions from medical professionals based on clinical texts.

Domain Adaptation Question Answering +2

COUGH: A Challenge Dataset and Models for COVID-19 FAQ Retrieval

1 code implementation EMNLP 2021 Xinliang Frederick Zhang, Heming Sun, Xiang Yue, Simon Lin, Huan Sun

For evaluation, we introduce Query Bank and Relevance Set, where the former contains 1, 236 human-paraphrased queries while the latter contains ~32 human-annotated FAQ items for each query.


Practical Annotation Strategies for Question Answering Datasets

no code implementations6 Mar 2020 Bernhard Kratzwald, Xiang Yue, Huan Sun, Stefan Feuerriegel

Here, remarkably, annotating a stratified subset with only 1. 2% of the original training set achieves 97. 7% of the performance as if the complete dataset was annotated.

Question Answering

Towards Making the Most of Context in Neural Machine Translation

1 code implementation19 Feb 2020 Zaixiang Zheng, Xiang Yue, Shu-Jian Huang, Jia-Jun Chen, Alexandra Birch

Document-level machine translation manages to outperform sentence level models by a small margin, but have failed to be widely adopted.

Document Level Machine Translation Machine Translation +2

Tensor Decomposition with Relational Constraints for Predicting Multiple Types of MicroRNA-disease Associations

1 code implementation13 Nov 2019 Feng Huang, Xiang Yue, Zhankun Xiong, Zhouxin Yu, Wen Zhang

To this end, we innovatively represent miRNA-disease-type triplets as a tensor and introduce Tensor Decomposition methods to solve the prediction task.

Knowledge Graphs Link Prediction +1

SurfCon: Synonym Discovery on Privacy-Aware Clinical Data

1 code implementation21 Jun 2019 Zhen Wang, Xiang Yue, Soheil Moosavinasab, Yungui Huang, Simon Lin, Huan Sun

To solve the problem, we propose a new framework SurfCon that leverages two important types of information in the privacy-aware clinical data, i. e., the surface form information, and the global context information for synonym discovery.

Graph Embedding on Biomedical Networks: Methods, Applications, and Evaluations

4 code implementations12 Jun 2019 Xiang Yue, Zhen Wang, Jingong Huang, Srinivasan Parthasarathy, Soheil Moosavinasab, Yungui Huang, Simon M. Lin, Wen Zhang, Ping Zhang, Huan Sun

Our experimental results demonstrate that the recent graph embedding methods achieve promising results and deserve more attention in the future biomedical graph analysis.

Graph Embedding Link Prediction +2

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