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Exploring the Limits of Transfer Learning with a Unified Text-to-Text
  Transformer
v1v2v3v4 (latest)

Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer

23 October 2019
Colin Raffel
Noam M. Shazeer
Adam Roberts
Katherine Lee
Sharan Narang
Michael Matena
Yanqi Zhou
Wei Li
Peter J. Liu
    AIMat
ArXiv (abs)PDFHTML

Papers citing "Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer"

50 / 9,870 papers shown
Title
Entity-Based Knowledge Conflicts in Question Answering
Entity-Based Knowledge Conflicts in Question Answering
Shayne Longpre
Kartik Perisetla
Anthony Chen
Nikhil Ramesh
Chris DuBois
Sameer Singh
HILM
340
264
0
10 Sep 2021
Controlled Neural Sentence-Level Reframing of News Articles
Controlled Neural Sentence-Level Reframing of News Articles
Wei-Fan Chen
Khalid Al Khatib
Benno Stein
Henning Wachsmuth
70
13
0
10 Sep 2021
Does Pretraining for Summarization Require Knowledge Transfer?
Does Pretraining for Summarization Require Knowledge Transfer?
Kundan Krishna
Jeffrey P. Bigham
Zachary Chase Lipton
73
39
0
10 Sep 2021
Tiered Reasoning for Intuitive Physics: Toward Verifiable Commonsense
  Language Understanding
Tiered Reasoning for Intuitive Physics: Toward Verifiable Commonsense Language Understanding
Shane Storks
Qiaozi Gao
Yichi Zhang
J. Chai
ReLMLRM
108
23
0
10 Sep 2021
Beyond the Tip of the Iceberg: Assessing Coherence of Text Classifiers
Beyond the Tip of the Iceberg: Assessing Coherence of Text Classifiers
Shane Storks
J. Chai
94
7
0
10 Sep 2021
Document-level Entity-based Extraction as Template Generation
Document-level Entity-based Extraction as Template Generation
Kung-Hsiang Huang
Sam Tang
Nanyun Peng
52
54
0
10 Sep 2021
Zero-Shot Dialogue State Tracking via Cross-Task Transfer
Zero-Shot Dialogue State Tracking via Cross-Task Transfer
Zhaojiang Lin
Bing-Quan Liu
Andrea Madotto
Seungwhan Moon
Paul A. Crook
...
Zhiguang Wang
Zhou Yu
Eunjoon Cho
R. Subba
Pascale Fung
87
74
0
10 Sep 2021
What Changes Can Large-scale Language Models Bring? Intensive Study on
  HyperCLOVA: Billions-scale Korean Generative Pretrained Transformers
What Changes Can Large-scale Language Models Bring? Intensive Study on HyperCLOVA: Billions-scale Korean Generative Pretrained Transformers
Boseop Kim
Hyoungseok Kim
Sang-Woo Lee
Gichang Lee
Donghyun Kwak
...
Jaewook Kang
Inho Kang
Jung-Woo Ha
W. Park
Nako Sung
VLM
292
124
0
10 Sep 2021
CINS: Comprehensive Instruction for Few-shot Learning in Task-oriented
  Dialog Systems
CINS: Comprehensive Instruction for Few-shot Learning in Task-oriented Dialog Systems
Fei Mi
Yitong Li
Yasheng Wang
Xin Jiang
Qun Liu
97
43
0
10 Sep 2021
TIAGE: A Benchmark for Topic-Shift Aware Dialog Modeling
TIAGE: A Benchmark for Topic-Shift Aware Dialog Modeling
Huiyuan Xie
Zhenghao Liu
Chenyan Xiong
Zhiyuan Liu
Ann A. Copestake
VLM
52
27
0
09 Sep 2021
TxT: Crossmodal End-to-End Learning with Transformers
TxT: Crossmodal End-to-End Learning with Transformers
Jan-Martin O. Steitz
Jonas Pfeiffer
Iryna Gurevych
Stefan Roth
LRM
29
2
0
09 Sep 2021
Multi-granularity Textual Adversarial Attack with Behavior Cloning
Multi-granularity Textual Adversarial Attack with Behavior Cloning
Yangyi Chen
Jingtong Su
Wei Wei
AAML
52
33
0
09 Sep 2021
PPT: Pre-trained Prompt Tuning for Few-shot Learning
PPT: Pre-trained Prompt Tuning for Few-shot Learning
Yuxian Gu
Xu Han
Zhiyuan Liu
Minlie Huang
VLM
159
420
0
09 Sep 2021
Translate & Fill: Improving Zero-Shot Multilingual Semantic Parsing with
  Synthetic Data
Translate & Fill: Improving Zero-Shot Multilingual Semantic Parsing with Synthetic Data
Massimo Nicosia
Zhongdi Qu
Yasemin Altun
76
26
0
09 Sep 2021
MetaXT: Meta Cross-Task Transfer between Disparate Label Spaces
MetaXT: Meta Cross-Task Transfer between Disparate Label Spaces
Srinagesh Sharma
Guoqing Zheng
Ahmed Hassan Awadallah
50
1
0
09 Sep 2021
KELM: Knowledge Enhanced Pre-Trained Language Representations with
  Message Passing on Hierarchical Relational Graphs
KELM: Knowledge Enhanced Pre-Trained Language Representations with Message Passing on Hierarchical Relational Graphs
Yinquan Lu
H. Lu
Guirong Fu
Qun Liu
KELM
46
34
0
09 Sep 2021
Weakly-Supervised Visual-Retriever-Reader for Knowledge-based Question
  Answering
Weakly-Supervised Visual-Retriever-Reader for Knowledge-based Question Answering
Man Luo
Yankai Zeng
Pratyay Banerjee
Chitta Baral
RALM
131
66
0
09 Sep 2021
What's Hidden in a One-layer Randomly Weighted Transformer?
What's Hidden in a One-layer Randomly Weighted Transformer?
Sheng Shen
Z. Yao
Douwe Kiela
Kurt Keutzer
Michael W. Mahoney
50
4
0
08 Sep 2021
Retrieve, Caption, Generate: Visual Grounding for Enhancing Commonsense
  in Text Generation Models
Retrieve, Caption, Generate: Visual Grounding for Enhancing Commonsense in Text Generation Models
Steven Y. Feng
Kevin Lu
Zhuofu Tao
Malihe Alikhani
Teruko Mitamura
Eduard H. Hovy
Varun Gangal
LRM
79
13
0
08 Sep 2021
Sparsity and Sentence Structure in Encoder-Decoder Attention of
  Summarization Systems
Sparsity and Sentence Structure in Encoder-Decoder Attention of Summarization Systems
Potsawee Manakul
Mark Gales
64
5
0
08 Sep 2021
TruthfulQA: Measuring How Models Mimic Human Falsehoods
TruthfulQA: Measuring How Models Mimic Human Falsehoods
Stephanie C. Lin
Jacob Hilton
Owain Evans
HILM
151
1,953
0
08 Sep 2021
Memory and Knowledge Augmented Language Models for Inferring Salience in
  Long-Form Stories
Memory and Knowledge Augmented Language Models for Inferring Salience in Long-Form Stories
David Wilmot
Frank Keller
RALMKELM
78
21
0
08 Sep 2021
Label Verbalization and Entailment for Effective Zero- and Few-Shot
  Relation Extraction
Label Verbalization and Entailment for Effective Zero- and Few-Shot Relation Extraction
Oscar Sainz
Oier López de Lacalle
Gorka Labaka
Ander Barrena
Eneko Agirre
54
126
0
08 Sep 2021
Discrete and Soft Prompting for Multilingual Models
Discrete and Soft Prompting for Multilingual Models
Mengjie Zhao
Hinrich Schütze
LRM
92
72
0
08 Sep 2021
NSP-BERT: A Prompt-based Few-Shot Learner Through an Original
  Pre-training Task--Next Sentence Prediction
NSP-BERT: A Prompt-based Few-Shot Learner Through an Original Pre-training Task--Next Sentence Prediction
Yi Sun
Yu Zheng
Chao Hao
Hangping Qiu
VLM
107
37
0
08 Sep 2021
R2-D2: A Modular Baseline for Open-Domain Question Answering
R2-D2: A Modular Baseline for Open-Domain Question Answering
Martin Fajcik
Martin Docekal
Karel Ondrej
Pavel Smrz
72
47
0
08 Sep 2021
Sequence Level Contrastive Learning for Text Summarization
Sequence Level Contrastive Learning for Text Summarization
Shusheng Xu
Xingxing Zhang
Yi Wu
Furu Wei
117
98
0
08 Sep 2021
On the Challenges of Evaluating Compositional Explanations in Multi-Hop
  Inference: Relevance, Completeness, and Expert Ratings
On the Challenges of Evaluating Compositional Explanations in Multi-Hop Inference: Relevance, Completeness, and Expert Ratings
Peter Alexander Jansen
Kelly Smith
Dan Moreno
Huitzilin Ortiz
CoGeReLMLRM
72
9
0
07 Sep 2021
Beyond Preserved Accuracy: Evaluating Loyalty and Robustness of BERT
  Compression
Beyond Preserved Accuracy: Evaluating Loyalty and Robustness of BERT Compression
Canwen Xu
Wangchunshu Zhou
Tao Ge
Kelvin J. Xu
Julian McAuley
Furu Wei
73
42
0
07 Sep 2021
Aspect-Controllable Opinion Summarization
Aspect-Controllable Opinion Summarization
Reinald Kim Amplayo
Stefanos Angelidis
Mirella Lapata
69
75
0
07 Sep 2021
How much pretraining data do language models need to learn syntax?
How much pretraining data do language models need to learn syntax?
Laura Pérez-Mayos
Miguel Ballesteros
Leo Wanner
55
32
0
07 Sep 2021
Generate & Rank: A Multi-task Framework for Math Word Problems
Generate & Rank: A Multi-task Framework for Math Word Problems
Jianhao Shen
Yichun Yin
Lin Li
Lifeng Shang
Xin Jiang
Ming Zhang
Qun Liu
AIMat
87
133
0
07 Sep 2021
Datasets: A Community Library for Natural Language Processing
Datasets: A Community Library for Natural Language Processing
Quentin Lhoest
Albert Villanova del Moral
Yacine Jernite
A. Thakur
Patrick von Platen
...
Thibault Goehringer
Victor Mustar
François Lagunas
Alexander M. Rush
Thomas Wolf
266
614
0
07 Sep 2021
Text-to-Table: A New Way of Information Extraction
Text-to-Table: A New Way of Information Extraction
Xueqing Wu
Jiacheng Zhang
Hang Li
LMTD
88
57
0
06 Sep 2021
General-Purpose Question-Answering with Macaw
General-Purpose Question-Answering with Macaw
Oyvind Tafjord
Peter Clark
SyDaELMMLLM
83
60
0
06 Sep 2021
Vision Guided Generative Pre-trained Language Models for Multimodal
  Abstractive Summarization
Vision Guided Generative Pre-trained Language Models for Multimodal Abstractive Summarization
Tiezheng Yu
Wenliang Dai
Zihan Liu
Pascale Fung
105
74
0
06 Sep 2021
PermuteFormer: Efficient Relative Position Encoding for Long Sequences
PermuteFormer: Efficient Relative Position Encoding for Long Sequences
Peng-Jen Chen
93
21
0
06 Sep 2021
Modular Framework for Visuomotor Language Grounding
Modular Framework for Visuomotor Language Grounding
Kolby Nottingham
Litian Liang
Daeyun Shin
Charless C. Fowlkes
Roy Fox
Sameer Singh
81
12
0
05 Sep 2021
SideControl: Controlled Open-domain Dialogue Generation via Additive
  Side Networks
SideControl: Controlled Open-domain Dialogue Generation via Additive Side Networks
Wanyu Du
Yangfeng Ji
AI4CE
47
7
0
05 Sep 2021
FewshotQA: A simple framework for few-shot learning of question
  answering tasks using pre-trained text-to-text models
FewshotQA: A simple framework for few-shot learning of question answering tasks using pre-trained text-to-text models
Rakesh Chada
P. Natarajan
89
46
0
04 Sep 2021
CREAK: A Dataset for Commonsense Reasoning over Entity Knowledge
CREAK: A Dataset for Commonsense Reasoning over Entity Knowledge
Yasumasa Onoe
Michael J.Q. Zhang
Eunsol Choi
Greg Durrett
HILM
87
87
0
03 Sep 2021
Finetuned Language Models Are Zero-Shot Learners
Finetuned Language Models Are Zero-Shot Learners
Jason W. Wei
Maarten Bosma
Vincent Zhao
Kelvin Guu
Adams Wei Yu
Brian Lester
Nan Du
Andrew M. Dai
Quoc V. Le
ALMUQCV
326
3,806
0
03 Sep 2021
Biomedical Data-to-Text Generation via Fine-Tuning Transformers
Biomedical Data-to-Text Generation via Fine-Tuning Transformers
Ruslan Yermakov
Nicholas Drago
Angelo Ziletti
MedIm
58
13
0
03 Sep 2021
Do Prompt-Based Models Really Understand the Meaning of their Prompts?
Do Prompt-Based Models Really Understand the Meaning of their Prompts?
Albert Webson
Ellie Pavlick
LRM
136
374
0
02 Sep 2021
MultiEURLEX -- A multi-lingual and multi-label legal document
  classification dataset for zero-shot cross-lingual transfer
MultiEURLEX -- A multi-lingual and multi-label legal document classification dataset for zero-shot cross-lingual transfer
Ilias Chalkidis
Manos Fergadiotis
Ion Androutsopoulos
AILaw
104
111
0
02 Sep 2021
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for
  Code Understanding and Generation
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation
Yue Wang
Weishi Wang
Shafiq Joty
Guosheng Lin
370
1,610
0
02 Sep 2021
Survey of Low-Resource Machine Translation
Survey of Low-Resource Machine Translation
Barry Haddow
Rachel Bawden
Antonio Valerio Miceli Barone
Jindvrich Helcl
Alexandra Birch
AIMat
118
163
0
01 Sep 2021
Boosting Search Engines with Interactive Agents
Boosting Search Engines with Interactive Agents
Leonard Adolphs
Benjamin Boerschinger
Christian Buck
Michelle Chen Huebscher
Massimiliano Ciaramita
...
Thomas Hofmann
Yannic Kilcher
Sascha Rothe
Pier Giuseppe Sessa
Lierni Sestorain Saralegui
LLMAG
139
24
0
01 Sep 2021
It's not Rocket Science : Interpreting Figurative Language in Narratives
It's not Rocket Science : Interpreting Figurative Language in Narratives
Tuhin Chakrabarty
Yejin Choi
Vered Shwartz
97
58
0
31 Aug 2021
Effective Sequence-to-Sequence Dialogue State Tracking
Effective Sequence-to-Sequence Dialogue State Tracking
Jeffrey Zhao
Mahdis Mahdieh
Ye Zhang
Yuan Cao
Yonghui Wu
134
42
0
31 Aug 2021
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