CLUES: Few-Shot Learning Evaluation in Natural Language Understanding

CLUES: Few-Shot Learning Evaluation in Natural Language Understanding

4 November 2021

Subhabrata Mukherjee

Xiaodong Liu

Saghar Hosseini

Christopher Meek

Ahmed Hassan Awadallah

Papers citing "CLUES: Few-Shot Learning Evaluation in Natural Language Understanding"

12 / 12 papers shown

Title
MoRAL: MoE Augmented LoRA for LLMs' Lifelong Learning Shu Yang Muhammad Asif Ali Cheng-Long Wang Lijie Hu Di Wang CLL MoE 37 38 0 17 Feb 2024
CORE: A Few-Shot Company Relation Classification Dataset for Robust Domain Adaptation Philipp Borchert Jochen De Weerdt Kristof Coussement Arno De Caigny Marie-Francine Moens 26 1 0 18 Oct 2023
Adversarial Robustness of Prompt-based Few-Shot Learning for Natural Language Understanding Venkata Prabhakara Sarath Nookala Gaurav Verma Subhabrata Mukherjee Srijan Kumar ELM 60 6 0 19 Jun 2023
NaturalAdversaries: Can Naturalistic Adversaries Be as Effective as Artificial Adversaries? Saadia Gabriel Hamid Palangi Yejin Choi AAML 39 1 0 08 Nov 2022
PromptDA: Label-guided Data Augmentation for Prompt-based Few-shot Learners Canyu Chen Kai Shu VLM 31 8 0 18 May 2022
FETA: A Benchmark for Few-Sample Task Transfer in Open-Domain Dialogue Alon Albalak Yi-Lin Tuan Pegah Jandaghi Connor Pryor Luke Yoffe Deepak Ramachandran Lise Getoor Jay Pujara William Yang Wang 18 14 0 12 May 2022
FewNLU: Benchmarking State-of-the-Art Methods for Few-Shot Natural Language Understanding Yanan Zheng Jing Zhou Yujie Qian Ming Ding Chonghua Liao Jian Li Ruslan Salakhutdinov Jie Tang Sebastian Ruder Zhilin Yang ELM 212 29 0 27 Sep 2021
CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP Qinyuan Ye Bill Yuchen Lin Xiang Ren 214 180 0 18 Apr 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,848 0 18 Apr 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 243 1,919 0 31 Dec 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,589 0 21 Jan 2020
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 297 6,959 0 20 Apr 2018