Web IR NLP Group @ NUS
Web IR NLP Group @ NUS
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Paper-Conference
Unsupervised Multi-hop Question Answering by Question Generation
Obtaining training data for multi-hop question answering (QA) is time-consuming and resource-intensive. We explore the possibility to …
Liangming Pan
,
Wenhu Chen
,
Wenhan Xiong
,
Min-Yen Kan
,
William Yang Wang
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DOI
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Analyzing the Domain Robustness of Pretrained Language Models, Layer by Layer
The robustness of pretrained language models(PLMs) is generally measured using performance drops on two or more domains. However, we do …
Abhinav Ramesh Kashyap
,
Laiba Mehnaz
,
Bhavitvya Malik
,
Abdul Waheed
,
Devamanyu Hazarika
,
Min-Yen Kan
,
Rajiv Ratn Shah
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Exploring Question-Specific Rewards for Generating Deep Questions
Recent question generation (QG) approaches often utilize the sequence-to-sequence framework (Seq2Seq) to optimize the log likelihood of …
Yuxi Xie
,
Liangming Pan
,
Dongzhe Wang
,
Min-Yen Kan
,
Yansong Feng
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DOI
URL
Molweni: A Challenge Multiparty Dialogues-based Machine Reading Comprehension Dataset with Discourse Structure
Research into the area of multiparty dialog has grown considerably over recent years. We present the Molweni dataset, a machine reading …
Jiaqi Li
,
Ming Liu
,
Min-Yen Kan
,
Zihao Zheng
,
Zekun Wang
,
Wenqiang Lei
,
Ting Liu
,
Bing Qin
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DOI
URL
Retrieving Skills from Job Descriptions: A Language Model Based Extreme Multi-label Classification Framework
We introduce a deep learning model to learn the set of enumerated job skills associated with a job description. In our analysis of a …
Akshay Bhola
,
Kishaloy Halder
,
Animesh Prasad
,
Min-Yen Kan
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DOI
URL
Mind Your Inflections! Improving NLP for Non-Standard Englishes with Base-Inflection Encoding
Inflectional variation is a common feature of World Englishes such as Colloquial Singapore English and African American Vernacular …
Samson Tan
,
Shafiq Joty
,
Lav Varshney
,
Min-Yen Kan
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URL
Re-examining the Role of Schema Linking in Text-to-SQL
In existing sophisticated text-to-SQL models, schema linking is often considered as a simple, minor component, belying its importance. …
Wenqiang Lei
,
Weixin Wang
,
Zhixin Ma
,
Tian Gan
,
Wei Lu
,
Min-Yen Kan
,
Tat-Seng Chua
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DOI
URL
SciWING-- A Software Toolkit for Scientific Document Processing
We introduce SciWING, an open-source soft-ware toolkit which provides access to state-of-the-art pre-trained models for scientific …
Abhinav Ramesh Kashyap
,
Min-Yen Kan
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Expertise Style Transfer: A New Task Towards Better Communication between Experts and Laymen
The curse of knowledge can impede communication between experts and laymen. We propose a new task of expertise style transfer and …
Yixin Cao
,
Ruihao Shui
,
Liangming Pan
,
Min-Yen Kan
,
Zhiyuan Liu
,
Tat-Seng Chua
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DOI
URL
It′s Morphin′ Time! Combating Linguistic Discrimination with Inflectional Perturbations
Training on only perfect Standard English corpora predisposes pre-trained neural networks to discriminate against minorities from …
Samson Tan
,
Shafiq Joty
,
Min-Yen Kan
,
Richard Socher
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