Efficient (Soft) Q-Learning for Text Generation with Limited Good Data

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Efficient (Soft) Q-Learning for Text Generation with Limited Good Data

Conference on Empirical Methods in Natural Language Processing (EMNLP), 2021

14 June 2021

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Papers citing "Efficient (Soft) Q-Learning for Text Generation with Limited Good Data"

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Title
How to Auto-optimize Prompts for Domain Tasks? Adaptive Prompting and Reasoning through Evolutionary Domain Knowledge Adaptation Yang Zhao Pu Wang Hao Frank Yang LRM 76 0 0 24 Oct 2025
Trajectory Bellman Residual Minimization: A Simple Value-Based Method for LLM Reasoning Yurun Yuan Fan Chen Zeyu Jia Alexander Rakhlin Tengyang Xie OffRL 340 1 0 21 May 2025
Supervised Optimism Correction: Be Confident When LLMs Are SureAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Jing Zhang Rushuai Yang Shunyu Liu Ting-En Lin Fei Huang Yi Chen Yongqian Li Dacheng Tao OffRL 283 4 0 10 Apr 2025
When LLM Meets DRL: Advancing Jailbreaking Efficiency via DRL-guided SearchNeural Information Processing Systems (NeurIPS), 2024 Xuan Chen Yuzhou Nie Wenbo Guo Xiangyu Zhang 400 38 0 28 Jan 2025
Segmenting Text and Learning Their Rewards for Improved RLHF in Language Model Yueqin Yin Shentao Yang Yujia Xie Ziyi Yang Yuting Sun Hany Awadalla Weizhu Chen Mingyuan Zhou 320 5 0 07 Jan 2025
Alignment of Diffusion Models: Fundamentals, Challenges, and Future Buhua Liu Shitong Shao Bao Li Lichen Bai Zhiqiang Xu Haoyi Xiong James Kwok Sumi Helal Bo Han 431 22 0 11 Sep 2024
Can a Bayesian Oracle Prevent Harm from an Agent?Conference on Uncertainty in Artificial Intelligence (UAI), 2024 Yoshua Bengio Michael K. Cohen Nikolay Malkin Matt MacDermott Damiano Fornasiere Pietro Greiner Younesse Kaddar 376 9 0 09 Aug 2024
M2Lingual: Enhancing Multilingual, Multi-Turn Instruction Alignment in Large Language Models Rishabh Maheshwary Vikas Yadav Hoang Nguyen Khyati Mahajan Sathwik Tejaswi Madhusudhan 444 7 0 24 Jun 2024
An Automatic Prompt Generation System for Tabular Data TasksNorth American Chapter of the Association for Computational Linguistics (NAACL), 2024 Ashlesha Akella Abhijit Manatkar Brij Chavda Hima Patel LMTD 183 2 0 09 May 2024
APrompt4EM: Augmented Prompt Tuning for Generalized Entity Matching Yikuan Xia Jiazun Chen Xinchi Li Jun Gao VLM 307 3 0 08 May 2024
PRewrite: Prompt Rewriting with Reinforcement LearningAnnual Meeting of the Association for Computational Linguistics (ACL), 2024 Weize Kong Spurthi Amba Hombaiah Mingyang Zhang Qiaozhu Mei Michael Bendersky LLMAG 208 38 0 16 Jan 2024
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 307 19 0 09 Oct 2023
Reinforcement Learning for Generative AI: A Survey Yuanjiang Cao Quan.Z Sheng Julian McAuley Lina Yao SyDa 503 22 0 28 Aug 2023
Preference-grounded Token-level Guidance for Language Model Fine-tuningNeural Information Processing Systems (NeurIPS), 2023 Shentao Yang Shujian Zhang Congying Xia Yihao Feng Caiming Xiong Mi Zhou 449 31 0 01 Jun 2023
Inference-Time Policy Adapters (IPA): Tailoring Extreme-Scale LMs without Fine-tuningConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Ximing Lu Faeze Brahman Peter West Jaehun Jang Khyathi Chandu ... Bill Yuchen Lin Skyler Hallinan Xiang Ren Sean Welleck Yejin Choi 318 33 0 24 May 2023
Leftover Lunch: Advantage-based Offline Reinforcement Learning for Language ModelsInternational Conference on Learning Representations (ICLR), 2023 Ashutosh Baheti Ximing Lu Faeze Brahman Ronan Le Bras Maarten Sap Mark O. Riedl 322 13 0 24 May 2023
The Contribution of Knowledge in Visiolinguistic Learning: A Survey on Tasks and Challenges Maria Lymperaiou Giorgos Stamou VLM 216 5 0 04 Mar 2023