Exploring the Role of Task Transferability in Large-Scale Multi-Task
Learning

Exploring the Role of Task Transferability in Large-Scale Multi-Task Learning

23 April 2022

Vishakh Padmakumar

Leonard Lausen

Miguel Ballesteros

Sheng Zha

George Karypis

Papers citing "Exploring the Role of Task Transferability in Large-Scale Multi-Task Learning"

17 / 17 papers shown

Title
Linguistic Knowledge Can Enhance Encoder-Decoder Models (If You Let It) Alessio Miaschi F. Dell’Orletta Giulia Venturi 39 0 0 27 Feb 2024
The Validity of Evaluation Results: Assessing Concurrence Across Compositionality Benchmarks Kaiser Sun Adina Williams Dieuwke Hupkes CoGe 16 6 0 26 Oct 2023
Do LLMs Understand Social Knowledge? Evaluating the Sociability of Large Language Models with SocKET Benchmark Minje Choi Jiaxin Pei Sagar Kumar Chang Shu David Jurgens ALM LLMAG 24 69 0 24 May 2023
When Does Aggregating Multiple Skills with Multi-Task Learning Work? A Case Study in Financial NLP Jingwei Ni Zhijing Jin Qian Wang Mrinmaya Sachan Markus Leippold AIFin 13 6 0 23 May 2023
TaskWeb: Selecting Better Source Tasks for Multi-task NLP Joongwon Kim Akari Asai Gabriel Ilharco Hannaneh Hajishirzi 17 11 0 22 May 2023
Pre-Finetuning for Few-Shot Emotional Speech Recognition Maximillian Chen Zhou Yu 19 3 0 24 Feb 2023
SciRepEval: A Multi-Format Benchmark for Scientific Document Representations Amanpreet Singh Mike DÁrcy Arman Cohan Doug Downey Sergey Feldman 14 79 0 23 Nov 2022
Help me write a poem: Instruction Tuning as a Vehicle for Collaborative Poetry Writing Tuhin Chakrabarty Vishakh Padmakumar Hengxing He 17 72 0 25 Oct 2022
Scaling Instruction-Finetuned Language Models Hyung Won Chung Le Hou Shayne Longpre Barret Zoph Yi Tay ... Jacob Devlin Adam Roberts Denny Zhou Quoc V. Le Jason W. Wei ReLM LRM 56 2,986 0 20 Oct 2022
Evidence > Intuition: Transferability Estimation for Encoder Selection Elisa Bassignana Max Müller-Eberstein Mike Zhang Barbara Plank 27 8 0 20 Oct 2022
Task Compass: Scaling Multi-task Pre-training with Task Prefix Zhuosheng Zhang Shuohang Wang Yichong Xu Yuwei Fang W. Yu Yang Liu H. Zhao Chenguang Zhu Michael Zeng SSL LRM 17 16 0 12 Oct 2022
Few-shot Adaptation Works with UnpredicTable Data Jun Shern Chan Michael Pieler Jonathan Jao Jérémy Scheurer Ethan Perez 19 5 0 01 Aug 2022
Unsupervised Cross-Task Generalization via Retrieval Augmentation Bill Yuchen Lin Kangmin Tan Chris Miller Beiwen Tian Xiang Ren LRM RALM 8 47 0 17 Apr 2022
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 211 1,656 0 15 Oct 2021
SPoT: Better Frozen Model Adaptation through Soft Prompt Transfer Tu Vu Brian Lester Noah Constant Rami Al-Rfou Daniel Matthew Cer VLM LRM 137 277 0 15 Oct 2021
CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP Qinyuan Ye Bill Yuchen Lin Xiang Ren 209 179 0 18 Apr 2021
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 294 6,950 0 20 Apr 2018