Few-Shot Question Answering by Pretraining Span Selection

2 January 2021

Papers citing "Few-Shot Question Answering by Pretraining Span Selection"

50 / 64 papers shown

Title
Using Large Language Models for education managements in Vietnamese with low resources Duc Do Minh Vinh Nguyen Van Thang Dam Cong 38 0 0 28 Jan 2025
Prompting-based Synthetic Data Generation for Few-Shot Question Answering Maximilian Schmidt A. Bartezzaghi Ngoc Thang Vu SyDa 36 5 0 15 May 2024
Domain Adaptation of Multilingual Semantic Search -- Literature Review Anna Bringmann Anastasia Zhukova VLM 30 0 0 05 Feb 2024
A Survey on Data Augmentation in Large Model Era Yue Zhou Chenlu Guo Xu Wang Yi-Ju Chang Yuan Wu LM&MA VLM 42 23 0 27 Jan 2024
Survey of Natural Language Processing for Education: Taxonomy, Systematic Review, and Future Trends Yunshi Lan Xinyuan Li Hanyue Du Xuesong Lu Ming Gao Weining Qian Aoying Zhou 33 1 0 15 Jan 2024
ReFusion: Improving Natural Language Understanding with Computation-Efficient Retrieval Representation Fusion Shangyu Wu Ying Xiong Yufei Cui Xue Liu Buzhou Tang Tei-Wei Kuo Chun Jason Xue 23 2 0 04 Jan 2024
Character-level Chinese Backpack Language Models Hao Sun John Hewitt 17 0 0 19 Oct 2023
MinPrompt: Graph-based Minimal Prompt Data Augmentation for Few-shot Question Answering Xiusi Chen Jyun-Yu Jiang Wei-Cheng Chang Cho-Jui Hsieh Hsiang-Fu Yu Wei Wang 11 11 0 08 Oct 2023
Large Language Models Vote: Prompting for Rare Disease Identification David Oniani Jordan Hilsman Hang Dong F. Gao Shiven Verma Yanshan Wang 19 12 0 24 Aug 2023
SINC: Self-Supervised In-Context Learning for Vision-Language Tasks Yi-Syuan Chen Yun-Zhu Song Cheng Yu Yeo Bei Liu Jianlong Fu Hong-Han Shuai VLM LRM 24 4 0 15 Jul 2023
Meta-training with Demonstration Retrieval for Efficient Few-shot Learning Aaron Mueller Kanika Narang Lambert Mathias Qifan Wang Hamed Firooz RALM 11 3 0 30 Jun 2023
Span-Selective Linear Attention Transformers for Effective and Robust Schema-Guided Dialogue State Tracking Björn Bebensee Haejun Lee 23 4 0 15 Jun 2023
Gotta: Generative Few-shot Question Answering by Prompt-based Cloze Data Augmentation Xiusi Chen Yu Zhang Jinliang Deng Jyun-Yu Jiang Wei Wang 24 10 0 07 Jun 2023
Plug-and-Play Document Modules for Pre-trained Models Chaojun Xiao Zhengyan Zhang Xu Han Chi-Min Chan Yankai Lin Zhiyuan Liu Xiangyang Li Zhonghua Li Zhao Cao Maosong Sun KELM 22 5 0 28 May 2023
Context-Aware Transformer Pre-Training for Answer Sentence Selection Luca Di Liello Siddhant Garg Alessandro Moschitti 14 3 0 24 May 2023
Few-shot Unified Question Answering: Tuning Models or Prompts? Srijan Bansal Semih Yavuz Bo Pang Meghana Moorthy Bhat Yingbo Zhou 26 2 0 23 May 2023
Improving Small Language Models on PubMedQA via Generative Data Augmentation Zhen Guo Peiqi Wang Yanwei Wang Shangdi Yu LM&MA MedIm 18 10 0 12 May 2023
Comprehensive Solution Program Centric Pretraining for Table-and-Text Hybrid Numerical Reasoning Qianying Liu Dongsheng Yang Wenjie Zhong Fei Cheng Sadao Kurohashi AIMat 28 0 0 12 May 2023
Towards Multi-Modal DBMSs for Seamless Querying of Texts and Tables Matthias Urban Carsten Binnig 28 5 0 26 Apr 2023
Mind Reasoning Manners: Enhancing Type Perception for Generalized Zero-shot Logical Reasoning over Text Fangzhi Xu Jun Liu Qika Lin Tianzhe Zhao Jian Zhang Lingling Zhang ReLM LRM 9 3 0 08 Jan 2023
What Are You Token About? Dense Retrieval as Distributions Over the Vocabulary Ori Ram L. Bezalel Adi Zicher Yonatan Belinkov Jonathan Berant Amir Globerson 39 35 0 20 Dec 2022
Momentum Contrastive Pre-training for Question Answering Minda Hu Muzhi Li Yasheng Wang Irwin King 24 3 0 12 Dec 2022
From Cloze to Comprehension: Retrofitting Pre-trained Masked Language Model to Pre-trained Machine Reader Weiwen Xu Xin Li Wenxuan Zhang Meng Zhou W. Lam Luo Si Lidong Bing 17 2 0 09 Dec 2022
Nonparametric Masked Language Modeling Sewon Min Weijia Shi M. Lewis Xilun Chen Wen-tau Yih Hannaneh Hajishirzi Luke Zettlemoyer RALM 40 48 0 02 Dec 2022
NAPG: Non-Autoregressive Program Generation for Hybrid Tabular-Textual Question Answering Tengxun Zhang Hongfei Xu Josef van Genabith Deyi Xiong Hongying Zan AIMat LRM 16 5 0 07 Nov 2022
Where to start? Analyzing the potential value of intermediate models Leshem Choshen Elad Venezian Shachar Don-Yehiya Noam Slonim Yoav Katz MoMe 17 27 0 31 Oct 2022
DyREx: Dynamic Query Representation for Extractive Question Answering Urchade Zaratiana Niama El Khbir Dennis Núñez Pierre Holat Nadi Tomeh Thierry Charnois 84 2 0 26 Oct 2022
Exploring The Landscape of Distributional Robustness for Question Answering Models Anas Awadalla Mitchell Wortsman Gabriel Ilharco Sewon Min Ian H. Magnusson Hannaneh Hajishirzi Ludwig Schmidt ELM OOD KELM 70 19 0 22 Oct 2022
LittleBird: Efficient Faster & Longer Transformer for Question Answering Minchul Lee Kijong Han M. Shin VLM 18 5 0 21 Oct 2022
Pre-training Language Models with Deterministic Factual Knowledge Shaobo Li Xiaoguang Li Lifeng Shang Chengjie Sun Bingquan Liu Zhenzhou Ji Xin Jiang Qun Liu KELM 36 11 0 20 Oct 2022
Factual and Informative Review Generation for Explainable Recommendation Zhouhang Xie Sameer Singh Julian McAuley Bodhisattwa Prasad Majumder 39 26 0 12 Sep 2022
Low-Resource Dense Retrieval for Open-Domain Question Answering: A Comprehensive Survey Xiaoyu Shen Svitlana Vakulenko Marco Del Tredici Gianni Barlacchi Bill Byrne Adria de Gispert RALM VLM 26 20 0 05 Aug 2022
OmniTab: Pretraining with Natural and Synthetic Data for Few-shot Table-based Question Answering Zhengbao Jiang Yi Mao Pengcheng He Graham Neubig Weizhu Chen LMTD 19 36 0 08 Jul 2022
Jointly Learning Span Extraction and Sequence Labeling for Information Extraction from Business Documents Nguyen Hong Son Hieu M. Vu Tuan-Anh Dang Nguyen Minh Le Nguyen 32 5 0 26 May 2022
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities Yisheng Song Ting-Yuan Wang S. Mondal J. P. Sahoo SLR 36 342 0 13 May 2022
Few-shot Mining of Naturally Occurring Inputs and Outputs Mandar Joshi Terra Blevins M. Lewis Daniel S. Weld Luke Zettlemoyer 25 1 0 09 May 2022
ProQA: Structural Prompt-based Pre-training for Unified Question Answering Wanjun Zhong Yifan Gao Ning Ding Yujia Qin Zhiyuan Liu Ming Zhou Jiahai Wang Jian Yin Nan Duan 15 34 0 09 May 2022
KECP: Knowledge Enhanced Contrastive Prompting for Few-shot Extractive Question Answering J. Wang Chengyu Wang Minghui Qiu Qiuhui Shi Hongbin Wang Jun Huang Ming Gao RALM 31 15 0 06 May 2022
Embedding Hallucination for Few-Shot Language Fine-tuning Yiren Jian Chongyang Gao Soroush Vosoughi 23 4 0 03 May 2022
SkillSpan: Hard and Soft Skill Extraction from English Job Postings Mike Zhang Kristian Nørgaard Jensen Sif Dam Sonniks Barbara Plank 12 53 0 27 Apr 2022
Bridging the Gap between Language Models and Cross-Lingual Sequence Labeling Nuo Chen Linjun Shou Ming Gong Jian Pei Daxin Jiang 19 10 0 11 Apr 2022
Few-Shot Cross-lingual Transfer for Coarse-grained De-identification of Code-Mixed Clinical Texts Saadullah Amin N. Goldstein M. Wixted Alejandro García-Rudolph Catalina Martínez-Costa G. Neumann 17 5 0 10 Apr 2022
Fusing finetuned models for better pretraining Leshem Choshen Elad Venezian Noam Slonim Yoav Katz FedML AI4CE MoMe 41 86 0 06 Apr 2022
Simulating Bandit Learning from User Feedback for Extractive Question Answering Ge Gao Eunsol Choi Yoav Artzi 25 10 0 18 Mar 2022
DOM-LM: Learning Generalizable Representations for HTML Documents Xiang Deng Prashant Shiralkar Colin Lockard Binxuan Huang Huan Sun AI4TS AI4CE 37 37 0 25 Jan 2022
Learning to Retrieve Passages without Supervision Ori Ram Gal Shachaf Omer Levy Jonathan Berant Amir Globerson RALM 11 61 0 14 Dec 2021
WECHSEL: Effective initialization of subword embeddings for cross-lingual transfer of monolingual language models Benjamin Minixhofer Fabian Paischer Navid Rekabsaz 22 72 0 13 Dec 2021
ExT5: Towards Extreme Multi-Task Scaling for Transfer Learning V. Aribandi Yi Tay Tal Schuster J. Rao H. Zheng ... Jianmo Ni Jai Gupta Kai Hui Sebastian Ruder Donald Metzler MoE 10 213 0 22 Nov 2021
Tracing Origins: Coreference-aware Machine Reading Comprehension Baorong Huang Zhuosheng Zhang Hai Zhao 6 5 0 15 Oct 2021
A Few More Examples May Be Worth Billions of Parameters Yuval Kirstain Patrick Lewis Sebastian Riedel Omer Levy 16 21 0 08 Oct 2021