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

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

23 February 2022

Daniel Khashabi

Yejin Choi

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

18 / 18 papers shown

Title
Semantic Probabilistic Control of Language Models Kareem Ahmed Catarina G Belém Padhraic Smyth Sameer Singh 35 0 0 04 May 2025
Incorporating Inductive Biases to Energy-based Generative Models Yukun Li Li-Ping Liu 39 0 0 02 May 2025
TRACE Back from the Future: A Probabilistic Reasoning Approach to Controllable Language Generation Gwen Yidou Weng Benjie Wang Guy Van den Broeck BDL 40 0 0 25 Apr 2025
Antidistillation Sampling Yash Savani Asher Trockman Zhili Feng Avi Schwarzschild Alexander Robey Marc Finzi J. Zico Kolter 44 0 0 17 Apr 2025
Neuro-symbolic Training for Reasoning over Spatial Language Tanawan Premsri Parisa Kordjamshidi NAI LRM 35 5 0 19 Jun 2024
DECIDER: A Dual-System Rule-Controllable Decoding Framework for Language Generation Chen Xu Tian Lan Changlong Yu Wei Wang Jun Gao ... Qunxi Dong Kun Qian Piji Li Wei Bi Bin Hu 39 0 0 04 Mar 2024
Principled Gradient-based Markov Chain Monte Carlo for Text Generation Li Du Afra Amini Lucas Torroba Hennigen Xinyan Velocity Yu Jason Eisner Holden Lee Ryan Cotterell BDL 11 1 0 29 Dec 2023
Situated Natural Language Explanations Zining Zhu Hao Jiang Jingfeng Yang Sreyashi Nag Chao Zhang Jie Huang Yifan Gao Frank Rudzicz Bing Yin LRM 30 1 0 27 Aug 2023
A Critical Evaluation of Evaluations for Long-form Question Answering Fangyuan Xu Yixiao Song Mohit Iyyer Eunsol Choi ELM 17 94 0 29 May 2023
Controllable Text Generation via Probability Density Estimation in the Latent Space Yuxuan Gu Xiaocheng Feng Sicheng Ma Lingyuan Zhang Heng Gong Weihong Zhong Bing Qin 14 18 0 16 Dec 2022
CORE: A Retrieve-then-Edit Framework for Counterfactual Data Generation Tanay Dixit Bhargavi Paranjape Hannaneh Hajishirzi Luke Zettlemoyer SyDa 130 23 0 10 Oct 2022
Composable Text Controls in Latent Space with ODEs Guangyi Liu Zeyu Feng Yuan Gao Zichao Yang Xiaodan Liang Junwei Bao Xiaodong He Shuguang Cui Zhen Li Zhiting Hu AI4CE DiffM 13 32 0 01 Aug 2022
Enhanced gradient-based MCMC in discrete spaces Benjamin Rhodes Michael U. Gutmann 16 15 0 29 Jul 2022
Can Language Models perform Abductive Commonsense Reasoning? Seung-Kyum Kim ReLM LRM 11 1 0 07 Jul 2022
Gradient-Based Constrained Sampling from Language Models Sachin Kumar Biswajit Paria Yulia Tsvetkov BDL 28 53 0 25 May 2022
RankGen: Improving Text Generation with Large Ranking Models Kalpesh Krishna Yapei Chang John Wieting Mohit Iyyer AIMat 11 68 0 19 May 2022
A Survey of Controllable Text Generation using Transformer-based Pre-trained Language Models Hanqing Zhang Haolin Song Shaoyu Li Ming Zhou Dawei Song 28 213 0 14 Jan 2022
MCMC using Hamiltonian dynamics Radford M. Neal 130 3,260 0 09 Jun 2012