Weakly-Supervised Scientific Document Classification via
Retrieval-Augmented Multi-Stage Training

Weakly-Supervised Scientific Document Classification via Retrieval-Augmented Multi-Stage Training

12 June 2023

Ran Xu

ArXiv (abs)PDF HTML Github (10★)

Papers citing "Weakly-Supervised Scientific Document Classification via Retrieval-Augmented Multi-Stage Training"

19 / 19 papers shown

Title
Knowledge-Infused Prompting: Assessing and Advancing Clinical Text Data Generation with Large Language Models Ran Xu Hejie Cui Yue Yu Xuan Kan Wenqi Shi Yuchen Zhuang Wei Jin Joyce C. Ho Carl Yang 160 17 0 28 Jan 2025
Pre-training Multi-task Contrastive Learning Models for Scientific Literature Understanding Yu Zhang Hao Cheng Zhihong Shen Xiaodong Liu Yejiang Wang Jianfeng Gao 84 14 0 23 May 2023
Neighborhood-Regularized Self-Training for Learning with Few Labels Ran Xu Yue Yu Hejie Cui Xuan Kan Yanqiao Zhu Joyce C. Ho Chao Zhang Carl Yang SSL 105 25 0 10 Jan 2023
FastClass: A Time-Efficient Approach to Weakly-Supervised Text Classification Tingyu Xia Yue Wang Yuan Tian Yi-Ju Chang 41 2 0 11 Dec 2022
Adaptive Multi-view Rule Discovery for Weakly-Supervised Compatible Products Prediction Rongzhi Zhang Rebecca West Xiquan Cui Chao Zhang 98 6 0 28 Jun 2022
FBNETGEN: Task-aware GNN-based fMRI Analysis via Functional Brain Network Generation Xuan Kan Hejie Cui Joshua Lukemire Ying Guo Carl Yang 77 91 0 25 May 2022
Seed-Guided Topic Discovery with Out-of-Vocabulary Seeds Yu Zhang Yu Meng Xuan Wang Sheng Wang Jiawei Han 148 13 0 04 May 2022
BERTopic: Neural topic modeling with a class-based TF-IDF procedure M. Grootendorst 168 1,507 0 11 Mar 2022
How Can Graph Neural Networks Help Document Retrieval: A Case Study on CORD19 with Concept Map Generation Hejie Cui Jiaying Lu Yao Ge Carl Yang 72 22 0 12 Jan 2022
Unsupervised Dense Information Retrieval with Contrastive Learning Gautier Izacard Mathilde Caron Lucas Hosseini Sebastian Riedel Piotr Bojanowski Armand Joulin Edouard Grave RALM 230 925 0 16 Dec 2021
MotifClass: Weakly Supervised Text Classification with Higher-order Metadata Information Yu Zhang Shweta Garg Yu Meng Xiusi Chen Jiawei Han 95 17 0 07 Nov 2021
WRENCH: A Comprehensive Benchmark for Weak Supervision Jieyu Zhang Yue Yu Yinghao Li Yujing Wang Yaming Yang Mao Yang Alexander Ratner 80 113 0 23 Sep 2021
X-Class: Text Classification with Extremely Weak Supervision Zihan Wang Dheeraj Mekala Jingbo Shang 86 80 0 24 Oct 2020
Fine-Tuning Pre-trained Language Model with Weak Supervision: A Contrastive-Regularized Self-Training Approach Yue Yu Simiao Zuo Haoming Jiang Wendi Ren T. Zhao Chao Zhang AI4MH 57 133 0 15 Oct 2020
BOND: BERT-Assisted Open-Domain Named Entity Recognition with Distant Supervision Chen Liang Yue Yu Haoming Jiang Siawpeng Er Ruijia Wang T. Zhao Chao Zhang OffRL 72 240 0 28 Jun 2020
SPECTER: Document-level Representation Learning using Citation-informed Transformers Arman Cohan Sergey Feldman Iz Beltagy Doug Downey Daniel S. Weld AI4TS 105 559 0 15 Apr 2020
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.3K 12,332 0 27 Aug 2019
On the Use of ArXiv as a Dataset Colin B. Clement Matthew Bierbaum K. O’Keeffe Alexander A. Alemi AI4CE 398 133 0 30 Apr 2019
SciBERT: A Pretrained Language Model for Scientific Text Iz Beltagy Kyle Lo Arman Cohan 183 2,990 0 26 Mar 2019

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