A Causal Lens for Controllable Text Generation

22 January 2022

Papers citing "A Causal Lens for Controllable Text Generation"

40 / 40 papers shown

Title
Causal Representation Learning with Generative Artificial Intelligence: Application to Texts as Treatments Kosuke Imai Kentaro Nakamura CML 24 4 0 01 Oct 2024
A Survey on Natural Language Counterfactual Generation Yongjie Wang Xiaoqi Qiu Yu Yue Xu Guo Zhiwei Zeng Yuhong Feng Zhiqi Shen 34 5 0 04 Jul 2024
Multi-Aspect Controllable Text Generation with Disentangled Counterfactual Augmentation Yi Liu Xiangyu Liu Xiangrong Zhu Wei Hu 19 2 0 30 May 2024
ProSwitch: Knowledge-Guided Instruction Tuning to Generate Professional and Non-Professional Styled Text Chang Zong Yuyan Chen Weiming Lu Jian Shao Yueting Zhuang 24 1 0 14 Mar 2024
Narrating Causal Graphs with Large Language Models Atharva Phatak Vijay Mago Ameeta Agrawal Aravind Inbasekaran Philippe J. Giabbanelli AI4CE 27 3 0 11 Mar 2024
Mitigating Object Hallucination in Large Vision-Language Models via Classifier-Free Guidance Linxi Zhao Yihe Deng Weitong Zhang Quanquan Gu MLLM 15 30 0 13 Feb 2024
Improving Semantic Control in Discrete Latent Spaces with Transformer Quantized Variational Autoencoders Yingji Zhang Danilo S. Carvalho Marco Valentino Ian Pratt-Hartmann André Freitas DRL 38 5 0 01 Feb 2024
Causal ATE Mitigates Unintended Bias in Controlled Text Generation Rahul Madhavan Kahini Wadhawan 13 0 0 19 Nov 2023
Controllable Text Summarization: Unraveling Challenges, Approaches, and Prospects -- A Survey Ashok Urlana Pruthwik Mishra Tathagato Roy Rahul Mishra 21 8 0 15 Nov 2023
Graph-Induced Syntactic-Semantic Spaces in Transformer-Based Variational AutoEncoders Yingji Zhang Marco Valentino Danilo S. Carvalho Ian Pratt-Hartmann André Freitas DRL 11 7 0 14 Nov 2023
A Review and Roadmap of Deep Causal Model from Different Causal Structures and Representations Hang Chen Keqing Du Chenguang Li Xinyu Yang 39 2 0 02 Nov 2023
Deep Backtracking Counterfactuals for Causally Compliant Explanations Klaus-Rudolf Kladny Julius von Kügelgen Bernhard Schölkopf Michael Muehlebach BDL 24 4 0 11 Oct 2023
Controllable Multi-document Summarization: Coverage & Coherence Intuitive Policy with Large Language Model Based Rewards Litton J. Kurisinkel Nancy F. Chen 8 1 0 05 Oct 2023
Controllable Text Generation with Residual Memory Transformer Hanqing Zhang Sun Si Haiming Wu Dawei Song 19 1 0 28 Sep 2023
Inducing Causal Structure for Abstractive Text Summarization Luyao Chen Ruqing Zhang Wei Huang Wei-Neng Chen J. Guo Xueqi Cheng CML 13 1 0 24 Aug 2023
ChatGPT vs Human-authored Text: Insights into Controllable Text Summarization and Sentence Style Transfer Dongqi Pu Vera Demberg DeLMO 26 64 0 13 Jun 2023
An Invariant Learning Characterization of Controlled Text Generation Carolina Zheng Claudia Shi Keyon Vafa Amir Feder David M. Blei OOD 18 8 0 31 May 2023
MacLaSa: Multi-Aspect Controllable Text Generation via Efficient Sampling from Compact Latent Space Hanxing Ding Liang Pang Zihao Wei Huawei Shen Xueqi Cheng Tat-Seng Chua DiffM 27 10 0 22 May 2023
Causality-aware Concept Extraction based on Knowledge-guided Prompting Siyu Yuan Deqing Yang Jinxi Liu Shuyu Tian Jiaqing Liang Yanghua Xiao R. Xie 55 13 0 03 May 2023
Learning Disentangled Semantic Spaces of Explanations via Invertible Neural Networks Yingji Zhang Danilo S. Carvalho André Freitas DRL 19 7 0 02 May 2023
A Comprehensive Survey on Deep Graph Representation Learning Wei Ju Zheng Fang Yiyang Gu Zequn Liu Qingqing Long ... Jingyang Yuan Yusheng Zhao Yifan Wang Xiao Luo Ming Zhang GNN AI4TS 25 141 0 11 Apr 2023
Cross-Modal Causal Intervention for Medical Report Generation Weixing Chen Yang Liu Ce Wang Jiarui Zhu Shen Zhao Guanbin Li Cheng-Lin Liu Liang Lin 21 5 0 16 Mar 2023
Emerging Synergies in Causality and Deep Generative Models: A Survey Guanglin Zhou Shaoan Xie Guang-Yuan Hao Shiming Chen Biwei Huang Xiwei Xu Chen Wang Liming Zhu Lina Yao Kun Zhang AI4CE 42 11 0 29 Jan 2023
Harnessing Knowledge and Reasoning for Human-Like Natural Language Generation: A Brief Review Jiangjie Chen Yanghua Xiao 36 4 0 07 Dec 2022
Large Language Models with Controllable Working Memory Daliang Li A. S. Rawat Manzil Zaheer Xin Wang Michal Lukasik Andreas Veit Felix X. Yu Surinder Kumar KELM 25 151 0 09 Nov 2022
Counterfactual Generation Under Confounding Abbavaram Gowtham Reddy Saloni Dash Amit Sharma V. Balasubramanian CML 29 2 0 22 Oct 2022
NeuroCounterfactuals: Beyond Minimal-Edit Counterfactuals for Richer Data Augmentation Phillip Howard Gadi Singer Vasudev Lal Yejin Choi Swabha Swayamdipta CML 48 25 0 22 Oct 2022
Investigating the Robustness of Natural Language Generation from Logical Forms via Counterfactual Samples Chengyuan Liu Leilei Gan Kun Kuang Fei Wu 14 3 0 16 Oct 2022
Formal Semantic Geometry over Transformer-based Variational AutoEncoder Yingji Zhang Danilo S. Carvalho Ian Pratt-Hartmann André Freitas 16 4 0 12 Oct 2022
FAST: Improving Controllability for Text Generation with Feedback Aware Self-Training Junyi Chai Reid Pryzant Victor Ye Dong Konstantin Golobokov Chenguang Zhu Yi Liu 24 5 0 06 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 20 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
Neuro-Symbolic Procedural Planning with Commonsense Prompting Yujie Lu Weixi Feng Wanrong Zhu Wenda Xu X. Wang M. Eckstein William Yang Wang LM&Ro 6 35 0 06 Jun 2022
RLPrompt: Optimizing Discrete Text Prompts with Reinforcement Learning Mingkai Deng Jianyu Wang Cheng-Ping Hsieh Yihan Wang Han Guo Tianmin Shu Meng Song Eric P. Xing Zhiting Hu 8 315 0 25 May 2022
Text Transformations in Contrastive Self-Supervised Learning: A Review Amrita Bhattacharjee Mansooreh Karami Huan Liu SSL 11 23 0 22 Mar 2022
Variational Autoencoder with Disentanglement Priors for Low-Resource Task-Specific Natural Language Generation Zhuang Li Lizhen Qu Qiongkai Xu Tongtong Wu Tianyang Zhan Gholamreza Haffari CoGe UD DRL 27 4 0 27 Feb 2022
Causal Inference in Natural Language Processing: Estimation, Prediction, Interpretation and Beyond Amir Feder Katherine A. Keith Emaad A. Manzoor Reid Pryzant Dhanya Sridhar ... Roi Reichart Margaret E. Roberts Brandon M Stewart Victor Veitch Diyi Yang CML 16 234 0 02 Sep 2021
Don't Take It Literally: An Edit-Invariant Sequence Loss for Text Generation Guangyi Liu Zichao Yang Tianhua Tao Xiaodan Liang Junwei Bao Zhen Li Bowen Zhou Shuguang Cui Zhiting Hu 14 20 0 29 Jun 2021
The Woman Worked as a Babysitter: On Biases in Language Generation Emily Sheng Kai-Wei Chang Premkumar Natarajan Nanyun Peng 206 615 0 03 Sep 2019
Learning Representations for Counterfactual Inference Fredrik D. Johansson Uri Shalit David Sontag CML OOD BDL 210 718 0 12 May 2016