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COLD Decoding: Energy-based Constrained Text Generation with Langevin
  Dynamics
v1v2v3 (latest)

COLD Decoding: Energy-based Constrained Text Generation with Langevin Dynamics

Neural Information Processing Systems (NeurIPS), 2022
23 February 2022
Lianhui Qin
Sean Welleck
Daniel Khashabi
Yejin Choi
    AI4CE
ArXiv (abs)PDFHTML

Papers citing "COLD Decoding: Energy-based Constrained Text Generation with Langevin Dynamics"

27 / 127 papers shown
Extrapolating Multilingual Understanding Models as Multilingual
  Generators
Extrapolating Multilingual Understanding Models as Multilingual GeneratorsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Bohong Wu
Fei Yuan
Hai Zhao
Lei Li
Jingjing Xu
AI4CE
263
2
0
22 May 2023
MacLaSa: Multi-Aspect Controllable Text Generation via Efficient
  Sampling from Compact Latent Space
MacLaSa: Multi-Aspect Controllable Text Generation via Efficient Sampling from Compact Latent SpaceConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Hanxing Ding
Liang Pang
Zihao Wei
Huawei Shen
Xueqi Cheng
Tat-Seng Chua
DiffM
281
15
0
22 May 2023
BOLT: Fast Energy-based Controlled Text Generation with Tunable Biases
BOLT: Fast Energy-based Controlled Text Generation with Tunable BiasesAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Xin Liu
Muhammad Khalifa
Lu Wang
337
25
0
19 May 2023
Controlled Text Generation with Natural Language Instructions
Controlled Text Generation with Natural Language InstructionsInternational Conference on Machine Learning (ICML), 2023
Wangchunshu Zhou
Yuchen Eleanor Jiang
Ethan Gotlieb Wilcox
Robert Bamler
Mrinmaya Sachan
451
115
0
27 Apr 2023
Automatically Auditing Large Language Models via Discrete Optimization
Automatically Auditing Large Language Models via Discrete OptimizationInternational Conference on Machine Learning (ICML), 2023
Erik Jones
Anca Dragan
Aditi Raghunathan
Jacob Steinhardt
258
211
0
08 Mar 2023
Aligning Language Models with Preferences through f-divergence
  Minimization
Aligning Language Models with Preferences through f-divergence MinimizationInternational Conference on Machine Learning (ICML), 2023
Dongyoung Go
Tomasz Korbak
Germán Kruszewski
Jos Rozen
Nahyeon Ryu
Marc Dymetman
306
110
0
16 Feb 2023
Opportunities and Challenges in Neural Dialog Tutoring
Opportunities and Challenges in Neural Dialog TutoringConference of the European Chapter of the Association for Computational Linguistics (EACL), 2023
Jakub Macina
Nico Daheim
Lingzhi Wang
Tanmay Sinha
Manu Kapur
Iryna Gurevych
Mrinmaya Sachan
316
38
0
24 Jan 2023
Plug & Play Directed Evolution of Proteins with Gradient-based Discrete
  MCMC
Plug & Play Directed Evolution of Proteins with Gradient-based Discrete MCMC
Patrick Emami
Aidan Perreault
Jeffrey N. Law
David J. Biagioni
Peter C. St. John
216
22
0
20 Dec 2022
An Extensible Plug-and-Play Method for Multi-Aspect Controllable Text
  Generation
An Extensible Plug-and-Play Method for Multi-Aspect Controllable Text GenerationAnnual Meeting of the Association for Computational Linguistics (ACL), 2022
Xuancheng Huang
Zijun Liu
Peng Li
Tao Li
Maosong Sun
Yang Liu
218
14
0
19 Dec 2022
Controllable Text Generation via Probability Density Estimation in the
  Latent Space
Controllable Text Generation via Probability Density Estimation in the Latent SpaceAnnual Meeting of the Association for Computational Linguistics (ACL), 2022
Yuxuan Gu
Xiaocheng Feng
Sicheng Ma
Lingyuan Zhang
Heng Gong
Weihong Zhong
Bing Qin
235
28
0
16 Dec 2022
Harnessing Knowledge and Reasoning for Human-Like Natural Language
  Generation: A Brief Review
Harnessing Knowledge and Reasoning for Human-Like Natural Language Generation: A Brief ReviewIEEE Data Engineering Bulletin (DEB), 2022
Jiangjie Chen
Yanghua Xiao
226
5
0
07 Dec 2022
Generating Sequences by Learning to Self-Correct
Generating Sequences by Learning to Self-CorrectInternational Conference on Learning Representations (ICLR), 2022
Sean Welleck
Ximing Lu
Peter West
Faeze Brahman
T. Shen
Daniel Khashabi
Yejin Choi
LRM
270
310
0
31 Oct 2022
SSD-LM: Semi-autoregressive Simplex-based Diffusion Language Model for
  Text Generation and Modular Control
SSD-LM: Semi-autoregressive Simplex-based Diffusion Language Model for Text Generation and Modular ControlAnnual Meeting of the Association for Computational Linguistics (ACL), 2022
Xiaochuang Han
Sachin Kumar
Yulia Tsvetkov
327
147
0
31 Oct 2022
PCFG-based Natural Language Interface Improves Generalization for
  Controlled Text Generation
PCFG-based Natural Language Interface Improves Generalization for Controlled Text Generation
Jingyu Zhang
James R. Glass
Tianxing He
164
4
0
14 Oct 2022
CORE: A Retrieve-then-Edit Framework for Counterfactual Data Generation
CORE: A Retrieve-then-Edit Framework for Counterfactual Data GenerationConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Tanay Dixit
Bhargavi Paranjape
Hannaneh Hajishirzi
Luke Zettlemoyer
SyDa
422
33
0
10 Oct 2022
A Distributional Lens for Multi-Aspect Controllable Text Generation
A Distributional Lens for Multi-Aspect Controllable Text GenerationConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Yuxuan Gu
Xiaocheng Feng
Sicheng Ma
Lingyuan Zhang
Heng Gong
Bing Qin
349
46
0
06 Oct 2022
LayoutFormer++: Conditional Graphic Layout Generation via Constraint
  Serialization and Decoding Space Restriction
LayoutFormer++: Conditional Graphic Layout Generation via Constraint Serialization and Decoding Space RestrictionComputer Vision and Pattern Recognition (CVPR), 2022
Zhaoyun Jiang
Jiaqi Guo
Shizhao Sun
Huayu Deng
Zhongkai Wu
V. Mijović
Z. Yang
Jian-Guang Lou
Dongmei Zhang
341
58
0
17 Aug 2022
Composable Text Controls in Latent Space with ODEs
Composable Text Controls in Latent Space with ODEsConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Guangyi Liu
Zeyu Feng
Yuan Gao
Zichao Yang
Xiaodan Liang
Junwei Bao
Xiaodong He
Shuguang Cui
Zhen Li
Zhiting Hu
AI4CEDiffM
237
43
0
01 Aug 2022
Enhanced gradient-based MCMC in discrete spaces
Enhanced gradient-based MCMC in discrete spaces
Benjamin Rhodes
Michael U. Gutmann
198
18
0
29 Jul 2022
Can Language Models perform Abductive Commonsense Reasoning?
Can Language Models perform Abductive Commonsense Reasoning?
Seung-Kyum Kim
ReLMLRM
140
1
0
07 Jul 2022
Diffusion-LM Improves Controllable Text Generation
Diffusion-LM Improves Controllable Text GenerationNeural Information Processing Systems (NeurIPS), 2022
Xiang Lisa Li
John Thickstun
Ishaan Gulrajani
Abigail Z. Jacobs
Tatsunori B. Hashimoto
AI4CE
514
1,115
0
27 May 2022
NaturalProver: Grounded Mathematical Proof Generation with Language
  Models
NaturalProver: Grounded Mathematical Proof Generation with Language ModelsNeural Information Processing Systems (NeurIPS), 2022
Sean Welleck
Hamish Ivison
Ximing Lu
Hannaneh Hajishirzi
Yejin Choi
AIMatLRM
283
91
0
25 May 2022
Gradient-Based Constrained Sampling from Language Models
Gradient-Based Constrained Sampling from Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Sachin Kumar
Biswajit Paria
Yulia Tsvetkov
BDL
308
67
0
25 May 2022
RLPrompt: Optimizing Discrete Text Prompts with Reinforcement Learning
RLPrompt: Optimizing Discrete Text Prompts with Reinforcement LearningConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Mingkai Deng
Jianyu Wang
Cheng-Ping Hsieh
Yihan Wang
Han Guo
Tianmin Shu
Meng Song
Eric Xing
Zhiting Hu
395
432
0
25 May 2022
RankGen: Improving Text Generation with Large Ranking Models
RankGen: Improving Text Generation with Large Ranking ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Kalpesh Krishna
Yapei Chang
John Wieting
Mohit Iyyer
AIMat
335
79
0
19 May 2022
A Survey of Controllable Text Generation using Transformer-based
  Pre-trained Language Models
A Survey of Controllable Text Generation using Transformer-based Pre-trained Language ModelsACM Computing Surveys (ACM CSUR), 2022
Hanqing Zhang
Haolin Song
Shaoyu Li
Ming Zhou
Dawei Song
566
304
0
14 Jan 2022
Prompt Waywardness: The Curious Case of Discretized Interpretation of
  Continuous Prompts
Prompt Waywardness: The Curious Case of Discretized Interpretation of Continuous Prompts
Daniel Khashabi
Xinxi Lyu
Sewon Min
Lianhui Qin
Kyle Richardson
...
Hannaneh Hajishirzi
Tushar Khot
Ashish Sabharwal
Sameer Singh
Yejin Choi
262
84
0
15 Dec 2021
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