A Distributional Approach to Controlled Text Generation

21 December 2020

Papers citing "A Distributional Approach to Controlled Text Generation"

37 / 37 papers shown

Title
Incorporating Inductive Biases to Energy-based Generative Models Yukun Li Li-Ping Liu 50 0 0 02 May 2025
Re-Imagining Multimodal Instruction Tuning: A Representation View Yiyang Liu James Liang Ruixiang Tang Yugyung Lee Majid Rabbani ... Raghuveer M. Rao Lifu Huang Dongfang Liu Qifan Wang Cheng Han 120 0 0 02 Mar 2025
Inverse-RLignment: Large Language Model Alignment from Demonstrations through Inverse Reinforcement Learning Hao Sun M. Schaar 92 14 0 28 Jan 2025
A Novel Approach to Scalable and Automatic Topic-Controlled Question Generation in Education Ziqing Li Mutlu Cukurova Sahan Bulathwela 28 3 0 10 Jan 2025
MapExplorer: New Content Generation from Low-Dimensional Visualizations Xingjian Zhang Ziyang Xiong Shixuan Liu Yutong Xie Tolga Ergen Dongsub Shim Hua Xu Honglak Lee Qiaozhu Me 39 0 0 24 Dec 2024
Preference Optimization with Multi-Sample Comparisons Chaoqi Wang Zhuokai Zhao Chen Zhu Karthik Abinav Sankararaman Michal Valko ... Zhaorun Chen Madian Khabsa Yuxin Chen Hao Ma Sinong Wang 62 10 0 16 Oct 2024
Reasoning Elicitation in Language Models via Counterfactual Feedback Alihan Hüyük Xinnuo Xu Jacqueline Maasch Aditya V. Nori Javier González ReLM LRM 125 1 0 02 Oct 2024
Controllable Contextualized Image Captioning: Directing the Visual Narrative through User-Defined Highlights Shunqi Mao Chaoyi Zhang Hang Su Hwanjun Song Igor Shalyminov Weidong Cai 28 1 0 16 Jul 2024
From Distributional to Overton Pluralism: Investigating Large Language Model Alignment Thom Lake Eunsol Choi Greg Durrett 37 9 0 25 Jun 2024
Evaluating the Smooth Control of Attribute Intensity in Text Generation with LLMs Shang Zhou Feng Yao Chengyu Dong Zihan Wang Jingbo Shang 37 1 0 06 Jun 2024
Continuous Language Model Interpolation for Dynamic and Controllable Text Generation Sara Kangaslahti David Alvarez-Melis KELM 29 0 0 10 Apr 2024
Controlled Text Generation for Black-box Language Models via Score-based Progressive Editor Sangwon Yu Changmin Lee Hojin Lee Sungroh Yoon 22 0 0 13 Nov 2023
Confronting Reward Model Overoptimization with Constrained RLHF Ted Moskovitz Aaditya K. Singh DJ Strouse T. Sandholm Ruslan Salakhutdinov Anca D. Dragan Stephen Marcus McAleer 34 47 0 06 Oct 2023
Beyond Reverse KL: Generalizing Direct Preference Optimization with Diverse Divergence Constraints Chaoqi Wang Yibo Jiang Yuguang Yang Han Liu Yuxin Chen 24 81 0 28 Sep 2023
Reinforcement Learning for Generative AI: A Survey Yuanjiang Cao Quan.Z Sheng Julian McAuley Lina Yao SyDa 42 10 0 28 Aug 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 19 18 0 16 Dec 2022
Reward Gaming in Conditional Text Generation Richard Yuanzhe Pang Vishakh Padmakumar Thibault Sellam Ankur P. Parikh He He 21 24 0 16 Nov 2022
Tuning Language Models as Training Data Generators for Augmentation-Enhanced Few-Shot Learning Yu Meng Martin Michalski Jiaxin Huang Yu Zhang Tarek F. Abdelzaher Jiawei Han VLM 41 46 0 06 Nov 2022
Generative Visual Prompt: Unifying Distributional Control of Pre-Trained Generative Models Chen Henry Wu Saman Motamed Shaunak Srivastava Fernando De la Torre VLM DiffM 6 34 0 14 Sep 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 28 32 0 01 Aug 2022
Controllable Data Generation by Deep Learning: A Review Shiyu Wang Yuanqi Du Xiaojie Guo Bo Pan Zhaohui Qin Liang Zhao 29 28 0 19 Jul 2022
Characteristics of Harmful Text: Towards Rigorous Benchmarking of Language Models Maribeth Rauh John F. J. Mellor J. Uesato Po-Sen Huang Johannes Welbl ... Amelia Glaese G. Irving Iason Gabriel William S. Isaac Lisa Anne Hendricks 25 49 0 16 Jun 2022
Why is constrained neural language generation particularly challenging? Cristina Garbacea Qiaozhu Mei 59 14 0 11 Jun 2022
On Reinforcement Learning and Distribution Matching for Fine-Tuning Language Models with no Catastrophic Forgetting Tomasz Korbak Hady ElSahar Germán Kruszewski Marc Dymetman CLL 15 49 0 01 Jun 2022
Quark: Controllable Text Generation with Reinforced Unlearning Ximing Lu Sean Welleck Jack Hessel Liwei Jiang Lianhui Qin Peter West Prithviraj Ammanabrolu Yejin Choi MU 49 206 0 26 May 2022
Gradient-Based Constrained Sampling from Language Models Sachin Kumar Biswajit Paria Yulia Tsvetkov BDL 28 53 0 25 May 2022
Mix and Match: Learning-free Controllable Text Generation using Energy Language Models Fatemehsadat Mireshghallah Kartik Goyal Taylor Berg-Kirkpatrick 30 78 0 24 Mar 2022
COLD Decoding: Energy-based Constrained Text Generation with Langevin Dynamics Lianhui Qin Sean Welleck Daniel Khashabi Yejin Choi AI4CE 44 144 0 23 Feb 2022
A Survey of Controllable Text Generation using Transformer-based Pre-trained Language Models Hanqing Zhang Haolin Song Shaoyu Li Ming Zhou Dawei Song 38 213 0 14 Jan 2022
Neural Rule-Execution Tracking Machine For Transformer-Based Text Generation Yufei Wang Can Xu Huang Hu Chongyang Tao Stephen Wan Mark Dras Mark Johnson Daxin Jiang 6 10 0 27 Jul 2021
Anticipating Safety Issues in E2E Conversational AI: Framework and Tooling Emily Dinan Gavin Abercrombie A. S. Bergman Shannon L. Spruit Dirk Hovy Y-Lan Boureau Verena Rieser 32 105 0 07 Jul 2021
Limitations of Autoregressive Models and Their Alternatives Chu-cheng Lin Aaron Jaech Xin Li Matthew R. Gormley Jason Eisner 29 58 0 22 Oct 2020
Fine-Tuning Language Models from Human Preferences Daniel M. Ziegler Nisan Stiennon Jeff Wu Tom B. Brown Alec Radford Dario Amodei Paul Christiano G. Irving ALM 275 1,587 0 18 Sep 2019
The Woman Worked as a Babysitter: On Biases in Language Generation Emily Sheng Kai-Wei Chang Premkumar Natarajan Nanyun Peng 208 616 0 03 Sep 2019
Language GANs Falling Short Massimo Caccia Lucas Page-Caccia W. Fedus Hugo Larochelle Joelle Pineau Laurent Charlin 117 215 0 06 Nov 2018
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Z. Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 716 6,743 0 26 Sep 2016
Deep Reinforcement Learning for Dialogue Generation Jiwei Li Will Monroe Alan Ritter Michel Galley Jianfeng Gao Dan Jurafsky 198 1,327 0 05 Jun 2016