Guess the Instruction! Flipped Learning Makes Language Models Stronger Zero-Shot Learners

6 October 2022

Papers citing "Guess the Instruction! Flipped Learning Makes Language Models Stronger Zero-Shot Learners"

27 / 27 papers shown

Title
REFINE-AF: A Task-Agnostic Framework to Align Language Models via Self-Generated Instructions using Reinforcement Learning from Automated Feedback Aniruddha Roy Pretam Ray Abhilash Nandy Somak Aditya Pawan Goyal ALM 34 0 0 10 May 2025
Efficient Knowledge Feeding to Language Models: A Novel Integrated Encoder-Decoder Architecture Sachin Kumar Rishi Gottimukkala Supriya Devidutta K. Spindler RALM KELM 3DV 49 0 0 07 Feb 2025
Synatra: Turning Indirect Knowledge into Direct Demonstrations for Digital Agents at Scale Tianyue Ou Frank F. Xu Aman Madaan J. Liu Robert Lo Abishek Sridhar Sudipta Sengupta Dan Roth Graham Neubig Shuyan Zhou OffRL 36 9 0 24 Sep 2024
Self-Instructed Derived Prompt Generation Meets In-Context Learning: Unlocking New Potential of Black-Box LLMs Zhuo Li Yuhao Du Jinpeng Hu Xiang Wan Anningzhe Gao 31 2 0 03 Sep 2024
GoldCoin: Grounding Large Language Models in Privacy Laws via Contextual Integrity Theory Wei Fan Haoran Li Zheye Deng Weiqi Wang Yangqiu Song AILaw 35 8 0 17 Jun 2024
Grounding Data Science Code Generation with Input-Output Specifications Yeming Wen Pengcheng Yin Kensen Shi Henryk Michalewski Swarat Chaudhuri A. Polozov SyDa 46 10 0 12 Feb 2024
Argue with Me Tersely: Towards Sentence-Level Counter-Argument Generation Jiayu Lin Rong Ye Meng Han Qi Zhang Ruofei Lai Xinyu Zhang Zhao Cao Xuanjing Huang Zhongyu Wei LRM 28 7 0 21 Dec 2023
Safer-Instruct: Aligning Language Models with Automated Preference Data Taiwei Shi Kai Chen Jieyu Zhao ALM SyDa 24 21 0 15 Nov 2023
In-context Vectors: Making In Context Learning More Effective and Controllable Through Latent Space Steering Sheng Liu Haotian Ye Lei Xing James Y. Zou 26 84 0 11 Nov 2023
Instructive Decoding: Instruction-Tuned Large Language Models are Self-Refiner from Noisy Instructions Taehyeon Kim Joonkee Kim Gihun Lee Se-Young Yun 27 11 0 01 Nov 2023
Benchmarking Large Language Models with Augmented Instructions for Fine-grained Information Extraction Junfeng Gao Huan Zhao Yice Zhang Wei Wang Changlong Yu Ruifeng Xu 19 12 0 08 Oct 2023
Guideline Learning for In-context Information Extraction Chaoxu Pang Yixuan Cao Qiang Ding Ping Luo 13 19 0 08 Oct 2023
Batch Calibration: Rethinking Calibration for In-Context Learning and Prompt Engineering Han Zhou Xingchen Wan Lev Proleev Diana Mincu Jilin Chen Katherine A. Heller Subhrajit Roy UQLM 31 53 0 29 Sep 2023
Improving Translation Faithfulness of Large Language Models via Augmenting Instructions Yijie Chen Yanjun Liu Fandong Meng Yufeng Chen Jinan Xu Jie Zhou 42 25 0 24 Aug 2023
FLASK: Fine-grained Language Model Evaluation based on Alignment Skill Sets Seonghyeon Ye Doyoung Kim Sungdong Kim Hyeonbin Hwang Seungone Kim Yongrae Jo James Thorne Juho Kim Minjoon Seo ALM 35 98 0 20 Jul 2023
Scaling In-Context Demonstrations with Structured Attention Tianle Cai Kaixuan Huang Jason D. Lee Mengdi Wang LRM 31 8 0 05 Jul 2023
Layout and Task Aware Instruction Prompt for Zero-shot Document Image Question Answering Wenjin Wang Yunhao Li Yixin Ou Yin Zhang VLM 21 24 0 01 Jun 2023
PURR: Efficiently Editing Language Model Hallucinations by Denoising Language Model Corruptions Anthony Chen Panupong Pasupat Sameer Singh Hongrae Lee Kelvin Guu 32 40 0 24 May 2023
TABLET: Learning From Instructions For Tabular Data Dylan Slack Sameer Singh LMTD ALM RALM 26 17 0 25 Apr 2023
Coder Reviewer Reranking for Code Generation Tianyi Zhang Tao Yu Tatsunori B. Hashimoto M. Lewis Wen-tau Yih Daniel Fried Sida I. Wang 33 92 0 29 Nov 2022
Instruction Induction: From Few Examples to Natural Language Task Descriptions Or Honovich Uri Shaham Samuel R. Bowman Omer Levy ELM LRM 120 136 0 22 May 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 313 11,953 0 04 Mar 2022
PromptSource: An Integrated Development Environment and Repository for Natural Language Prompts Stephen H. Bach Victor Sanh Zheng-Xin Yong Albert Webson Colin Raffel ... Khalid Almubarak Xiangru Tang Dragomir R. Radev Mike Tian-Jian Jiang Alexander M. Rush VLM 225 338 0 02 Feb 2022
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 213 1,657 0 15 Oct 2021
Meta-learning via Language Model In-context Tuning Yanda Chen Ruiqi Zhong Sheng Zha George Karypis He He 234 156 0 15 Oct 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,848 0 18 Apr 2021
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 297 6,959 0 20 Apr 2018