Grad2Task: Improved Few-shot Text Classification Using Gradients for
Task Representation

Grad2Task: Improved Few-shot Text Classification Using Gradients for Task Representation

27 January 2022

Kuan-Chieh Jackson Wang

Papers citing "Grad2Task: Improved Few-shot Text Classification Using Gradients for Task Representation"

11 / 11 papers shown

Title
Credit Assignment for Trained Neural Networks Based on Koopman Operator Theory Zhen Liang Changyuan Zhao Wanwei Liu Bai Xue Wenjing Yang Zhengbin Pang 37 1 0 02 Dec 2022
Understanding BLOOM: An empirical study on diverse NLP tasks Parag Dakle Sai Krishna Rallabandi Preethi Raghavan AI4CE 39 3 0 27 Nov 2022
Prototypical Fine-tuning: Towards Robust Performance Under Varying Data Sizes Yiqiao Jin Xiting Wang Y. Hao Yizhou Sun Xing Xie 43 11 0 24 Nov 2022
Disentangling Task Relations for Few-shot Text Classification via Self-Supervised Hierarchical Task Clustering Juan Zha Zheng Li Ying Wei Yu Zhang 35 5 0 16 Nov 2022
Few-shot Classification with Hypersphere Modeling of Prototypes Ning Ding Yulin Chen Yuchen Zhang Xiaobin Wang Haitao Zheng Zhiyuan Liu Pengjun Xie 38 8 0 10 Nov 2022
Meta-learning Pathologies from Radiology Reports using Variance Aware Prototypical Networks Arijit Sehanobish Kawshik Kannan Nabila Abraham Anasuya Das Benjamin Odry VLM 33 0 0 22 Oct 2022
Eliciting and Understanding Cross-Task Skills with Task-Level Mixture-of-Experts Qinyuan Ye Juan Zha Xiang Ren MoE 18 12 0 25 May 2022
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,591 0 21 Jan 2020
Transferability and Hardness of Supervised Classification Tasks Anh Tran Cuong V Nguyen Tal Hassner 134 164 0 21 Aug 2019
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 304 6,996 0 20 Apr 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 478 11,715 0 09 Mar 2017