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Few-Shot Text Generation with Pattern-Exploiting Training
v1v2 (latest)

Few-Shot Text Generation with Pattern-Exploiting Training

Conference on Empirical Methods in Natural Language Processing (EMNLP), 2020
22 December 2020
Timo Schick
Hinrich Schütze
ArXiv (abs)PDFHTML

Papers citing "Few-Shot Text Generation with Pattern-Exploiting Training"

50 / 85 papers shown
Language-driven Description Generation and Common Sense Reasoning for Video Action Recognition
Language-driven Description Generation and Common Sense Reasoning for Video Action Recognition
Xiaodan Hu
Chuhang Zou
Suchen Wang
Jaechul Kim
Narendra Ahuja
LRM
203
0
0
20 Jun 2025
Active Few-Shot Learning for Text Classification
Active Few-Shot Learning for Text ClassificationNorth American Chapter of the Association for Computational Linguistics (NAACL), 2025
Saeed Ahmadnia
Arash Yousefi Jordehi
Mahsa Hosseini Khasheh Heyran
Seyed Abolghasem Mirroshandel
Owen Rambow
Cornelia Caragea
335
8
0
26 Feb 2025
Fact-Preserved Personalized News Headline Generation
Fact-Preserved Personalized News Headline GenerationIndustrial Conference on Data Mining (IDM), 2023
Zhao Yang
Junhong Lian
Xiang Ao
957
3
0
21 Jan 2025
Differentiable Prompt Learning for Vision Language Models
Differentiable Prompt Learning for Vision Language ModelsInternational Joint Conference on Artificial Intelligence (IJCAI), 2024
Zhenhan Huang
Tejaswini Pedapati
Pin-Yu Chen
Jianxi Gao
VLM
303
0
0
03 Jan 2025
Source2Synth: Synthetic Data Generation and Curation Grounded in Real Data Sources
Source2Synth: Synthetic Data Generation and Curation Grounded in Real Data Sources
A. Lupidi
Carlos Gemmell
Nicola Cancedda
Jane Dwivedi-Yu
Jason Weston
Jakob Foerster
Roberta Raileanu
Maria Lomeli
SyDa
538
23
0
12 Sep 2024
Defining and Detecting Vulnerability in Human Evaluation Guidelines: A
  Preliminary Study Towards Reliable NLG Evaluation
Defining and Detecting Vulnerability in Human Evaluation Guidelines: A Preliminary Study Towards Reliable NLG Evaluation
Jie Ruan
Wenqing Wang
Xiaojun Wan
AAMLELM
271
12
0
12 Jun 2024
llmNER: (Zero|Few)-Shot Named Entity Recognition, Exploiting the Power
  of Large Language Models
llmNER: (Zero|Few)-Shot Named Entity Recognition, Exploiting the Power of Large Language Models
F. Villena
Luis Miranda
Claudio Aracena
379
8
0
06 Jun 2024
From Transformers to LLMs: A Systematic Survey of Efficiency Considerations in NLP
From Transformers to LLMs: A Systematic Survey of Efficiency Considerations in NLP
Wazib Ansar
Saptarsi Goswami
Amlan Chakrabarti
MedIm
559
12
0
15 May 2024
Potential and Limitations of LLMs in Capturing Structured Semantics: A
  Case Study on SRL
Potential and Limitations of LLMs in Capturing Structured Semantics: A Case Study on SRL
Ning Cheng
Zhaohui Yan
Ziming Wang
Zhijie Li
Jiaming Yu
Zilong Zheng
Kewei Tu
Jinan Xu
Wenjuan Han
231
20
0
10 May 2024
Hire Me or Not? Examining Language Model's Behavior with Occupation Attributes
Hire Me or Not? Examining Language Model's Behavior with Occupation AttributesInternational Conference on Computational Linguistics (COLING), 2024
Damin Zhang
Yi Zhang
Geetanjali Bihani
Julia Taylor Rayz
542
4
0
06 May 2024
Using Large Language Models to Enrich the Documentation of Datasets for
  Machine Learning
Using Large Language Models to Enrich the Documentation of Datasets for Machine Learning
Joan Giner-Miguelez
Abel Gómez
Jordi Cabot
LLMAG
445
8
0
04 Apr 2024
Humane Speech Synthesis through Zero-Shot Emotion and Disfluency
  Generation
Humane Speech Synthesis through Zero-Shot Emotion and Disfluency Generation
Rohan Chaudhury
Mihir Godbole
Aakash Garg
Jinsil Hwaryoung Seo
229
1
0
31 Mar 2024
English Prompts are Better for NLI-based Zero-Shot Emotion
  Classification than Target-Language Prompts
English Prompts are Better for NLI-based Zero-Shot Emotion Classification than Target-Language PromptsThe Web Conference (WWW), 2024
Patrick Bareiss
Roman Klinger
Jeremy Barnes
341
17
0
05 Feb 2024
SA-MDKIF: A Scalable and Adaptable Medical Domain Knowledge Injection
  Framework for Large Language Models
SA-MDKIF: A Scalable and Adaptable Medical Domain Knowledge Injection Framework for Large Language Models
Tianhan Xu
Zhe Hu
LingSen Chen
Bin Li
LM&MA
263
2
0
01 Feb 2024
ToPro: Token-Level Prompt Decomposition for Cross-Lingual Sequence
  Labeling Tasks
ToPro: Token-Level Prompt Decomposition for Cross-Lingual Sequence Labeling Tasks
Bolei Ma
Ercong Nie
Shuzhou Yuan
Helmut Schmid
Michael Farber
Frauke Kreuter
Hinrich Schütze
VLM
374
9
0
29 Jan 2024
Large Language Models for Conducting Advanced Text Analytics Information
  Systems Research
Large Language Models for Conducting Advanced Text Analytics Information Systems Research
Benjamin Ampel
Chi-Heng Yang
Junjie Hu
Hsinchun Chen
434
15
0
27 Dec 2023
Task Contamination: Language Models May Not Be Few-Shot Anymore
Task Contamination: Language Models May Not Be Few-Shot Anymore
Changmao Li
Jeffrey Flanigan
434
137
0
26 Dec 2023
Graph Prompt Learning: A Comprehensive Survey and Beyond
Graph Prompt Learning: A Comprehensive Survey and Beyond
Xiangguo Sun
Jiawen Zhang
Xixi Wu
Hong Cheng
Yun Xiong
Jia Li
1.0K
92
0
28 Nov 2023
Think Before You Speak: Cultivating Communication Skills of Large
  Language Models via Inner Monologue
Think Before You Speak: Cultivating Communication Skills of Large Language Models via Inner Monologue
Junkai Zhou
Liang Pang
Huawei Shen
Xueqi Cheng
LRM
276
11
0
13 Nov 2023
How are Prompts Different in Terms of Sensitivity?
How are Prompts Different in Terms of Sensitivity?North American Chapter of the Association for Computational Linguistics (NAACL), 2023
Sheng Lu
Hendrik Schuff
Iryna Gurevych
382
35
0
13 Nov 2023
A Communication Theory Perspective on Prompting Engineering Methods for
  Large Language Models
A Communication Theory Perspective on Prompting Engineering Methods for Large Language ModelsJournal of Computational Science and Technology (JCST), 2023
Wailing Ng
Yuanqin He
Xuefang Zhao
Hanlin Gu
Chen Zhang
Haijun Yang
Lixin Fan
Qiang Yang
279
8
0
24 Oct 2023
NameGuess: Column Name Expansion for Tabular Data
NameGuess: Column Name Expansion for Tabular Data
Jiani Zhang
Zhengyuan Shen
Ninad Kulkarni
Shen Wang
Huzefa Rangwala
George Karypis
247
17
0
19 Oct 2023
CarExpert: Leveraging Large Language Models for In-Car Conversational
  Question Answering
CarExpert: Leveraging Large Language Models for In-Car Conversational Question Answering
Md. Rony
Christian Suess
Sinchana Ramakanth Bhat
Viju Sudhi
Julia Schneider
Maximilian Vogel
Roman Teucher
Ken E. Friedl
S. Sahoo
302
16
0
14 Oct 2023
GROVE: A Retrieval-augmented Complex Story Generation Framework with A
  Forest of Evidence
GROVE: A Retrieval-augmented Complex Story Generation Framework with A Forest of EvidenceConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Zhihua Wen
Zhiliang Tian
Wei Wu
Yuxin Yang
Yanqi Shi
Zhen Huang
Dongsheng Li
RALM
403
21
0
09 Oct 2023
Evaluation of Faithfulness Using the Longest Supported Subsequence
Evaluation of Faithfulness Using the Longest Supported Subsequence
Anirudh Mittal
Timo Schick
Mikel Artetxe
Jane Dwivedi-Yu
ALM
229
2
0
23 Aug 2023
Toward Zero-Shot Instruction Following
Toward Zero-Shot Instruction FollowingConference of the European Chapter of the Association for Computational Linguistics (EACL), 2023
Renze Lou
Wenpeng Yin
387
2
0
04 Aug 2023
Is Prompt-Based Finetuning Always Better than Vanilla Finetuning?
  Insights from Cross-Lingual Language Understanding
Is Prompt-Based Finetuning Always Better than Vanilla Finetuning? Insights from Cross-Lingual Language UnderstandingConference on Natural Language Processing (NLP), 2023
Bolei Ma
Ercong Nie
Helmut Schmid
Hinrich Schütze
AAMLVLMLRM
290
11
0
15 Jul 2023
Training Models to Generate, Recognize, and Reframe Unhelpful Thoughts
Training Models to Generate, Recognize, and Reframe Unhelpful ThoughtsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Mounica Maddela
Megan Ung
Jing Xu
Andrea Madotto
H. Foran
Y-Lan Boureau
LRM
401
35
0
06 Jul 2023
Lingua Manga: A Generic Large Language Model Centric System for Data
  Curation
Lingua Manga: A Generic Large Language Model Centric System for Data CurationProceedings of the VLDB Endowment (PVLDB), 2023
Zui Chen
Lei Cao
Samuel Madden
244
13
0
20 Jun 2023
Multilingual Few-Shot Learning via Language Model Retrieval
Multilingual Few-Shot Learning via Language Model Retrieval
Genta Indra Winata
Liang-Kang Huang
Soumya Vadlamannati
Yash Chandarana
RALM
173
3
0
19 Jun 2023
bgGLUE: A Bulgarian General Language Understanding Evaluation Benchmark
bgGLUE: A Bulgarian General Language Understanding Evaluation BenchmarkAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Momchil Hardalov
Pepa Atanasova
Todor Mihaylov
G. Angelova
K. Simov
P. Osenova
Ves Stoyanov
Ivan Koychev
Preslav Nakov
Dragomir R. Radev
ELMFedML
304
9
0
04 Jun 2023
Did You Read the Instructions? Rethinking the Effectiveness of Task
  Definitions in Instruction Learning
Did You Read the Instructions? Rethinking the Effectiveness of Task Definitions in Instruction LearningAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Fan Yin
Jesse Vig
Philippe Laban
Shafiq Joty
Caiming Xiong
Chien-Sheng Wu
ALM
248
52
0
01 Jun 2023
Alfred: A System for Prompted Weak Supervision
Alfred: A System for Prompted Weak SupervisionAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Peilin Yu
Stephen H. Bach
351
11
0
29 May 2023
ZeroSCROLLS: A Zero-Shot Benchmark for Long Text Understanding
ZeroSCROLLS: A Zero-Shot Benchmark for Long Text UnderstandingConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Uri Shaham
Maor Ivgi
Avia Efrat
Jonathan Berant
Omer Levy
VLM
536
183
0
23 May 2023
Prompt Learning to Mitigate Catastrophic Forgetting in Cross-lingual
  Transfer for Open-domain Dialogue Generation
Prompt Learning to Mitigate Catastrophic Forgetting in Cross-lingual Transfer for Open-domain Dialogue GenerationAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2023
Lei Liu
J. Huang
CLL
231
7
0
12 May 2023
Synthetic Query Generation for Privacy-Preserving Deep Retrieval Systems
  using Differentially Private Language Models
Synthetic Query Generation for Privacy-Preserving Deep Retrieval Systems using Differentially Private Language ModelsNorth American Chapter of the Association for Computational Linguistics (NAACL), 2023
Aldo G. Carranza
Rezsa Farahani
Natalia Ponomareva
Alexey Kurakin
Matthew Jagielski
Milad Nasr
SyDa
353
15
0
10 May 2023
Causality-aware Concept Extraction based on Knowledge-guided Prompting
Causality-aware Concept Extraction based on Knowledge-guided PromptingAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Siyu Yuan
Deqing Yang
Jinxi Liu
Shuyu Tian
Jiaqing Liang
Yanghua Xiao
R. Xie
411
15
0
03 May 2023
MixPro: Simple yet Effective Data Augmentation for Prompt-based Learning
MixPro: Simple yet Effective Data Augmentation for Prompt-based Learning
Bohan Li
Longxu Dou
Yutai Hou
Yunlong Feng
Honglin Mu
Qingfu Zhu
Qinghua Sun
Wanxiang Che
VLM
266
5
0
19 Apr 2023
LINGO : Visually Debiasing Natural Language Instructions to Support Task
  Diversity
LINGO : Visually Debiasing Natural Language Instructions to Support Task Diversity
Anjana Arunkumar
Sanjay Kariyappa
Rakhi Agrawal
Sriramakrishnan Chandrasekaran
Chris Bryan
224
1
0
12 Apr 2023
HiPrompt: Few-Shot Biomedical Knowledge Fusion via Hierarchy-Oriented
  Prompting
HiPrompt: Few-Shot Biomedical Knowledge Fusion via Hierarchy-Oriented PromptingAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2023
Jiaying Lu
Jiaming Shen
Bo Xiong
Wenjing Ma
Steffen Staab
Carl Yang
244
16
0
12 Apr 2023
Large Language Model Instruction Following: A Survey of Progresses and
  Challenges
Large Language Model Instruction Following: A Survey of Progresses and ChallengesComputational Linguistics (CL), 2023
Renze Lou
Kai Zhang
Wenpeng Yin
ALMLRM
958
47
0
18 Mar 2023
An Overview on Language Models: Recent Developments and Outlook
An Overview on Language Models: Recent Developments and OutlookAPSIPA Transactions on Signal and Information Processing (TASIP), 2023
Chengwei Wei
Yun Cheng Wang
Bin Wang
C.-C. Jay Kuo
339
54
0
10 Mar 2023
Prompt-Based Learning for Thread Structure Prediction in Cybersecurity
  Forums
Prompt-Based Learning for Thread Structure Prediction in Cybersecurity ForumsIntelligent Systems with Applications (ISA), 2023
Kazuaki Kashihara
Kuntal Kumar Pal
Chitta Baral
Robert P. Trevino
152
2
0
05 Mar 2023
Strategize Before Teaching: A Conversational Tutoring System with
  Pedagogy Self-Distillation
Strategize Before Teaching: A Conversational Tutoring System with Pedagogy Self-DistillationFindings (Findings), 2023
Lingzhi Wang
Mrinmaya Sachan
Xingshan Zeng
Kam-Fai Wong
227
14
0
27 Feb 2023
STA: Self-controlled Text Augmentation for Improving Text
  Classifications
STA: Self-controlled Text Augmentation for Improving Text Classifications
Congcong Wang
Gonzalo Fiz Pontiveros
Steven Derby
Tri Kurniawan Wijaya
288
4
0
24 Feb 2023
What do Language Models know about word senses? Zero-Shot WSD with
  Language Models and Domain Inventories
What do Language Models know about word senses? Zero-Shot WSD with Language Models and Domain InventoriesGlobal WordNet Conference (GWC), 2023
Oscar Sainz
Oier López de Lacalle
Eneko Agirre
German Rigau
205
11
0
07 Feb 2023
Zero-shot Clarifying Question Generation for Conversational Search
Zero-shot Clarifying Question Generation for Conversational SearchThe Web Conference (WWW), 2023
Zhenduo Wang
Yuancheng Tu
Corby Rosset
Nick Craswell
Ming Wu
Jiaxin Mao
330
31
0
30 Jan 2023
Prompt-Based Editing for Text Style Transfer
Prompt-Based Editing for Text Style TransferConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Guoqing Luo
Yu Tong Han
Lili Mou
Mauajama Firdaus
350
36
0
27 Jan 2023
Unnatural Instructions: Tuning Language Models with (Almost) No Human
  Labor
Unnatural Instructions: Tuning Language Models with (Almost) No Human LaborAnnual Meeting of the Association for Computational Linguistics (ACL), 2022
Or Honovich
Thomas Scialom
Omer Levy
Timo Schick
ALM
501
462
0
19 Dec 2022
Searching for Effective Multilingual Fine-Tuning Methods: A Case Study
  in Summarization
Searching for Effective Multilingual Fine-Tuning Methods: A Case Study in Summarization
Yiwei Qin
Graham Neubig
Pengfei Liu
199
4
0
12 Dec 2022
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