Cross-Task Generalization via Natural Language Crowdsourcing Instructions

18 April 2021

Daniel Khashabi

Papers citing "Cross-Task Generalization via Natural Language Crowdsourcing Instructions"

50 / 148 papers shown

Title
GIRT-Model: Automated Generation of Issue Report Templates Nafiseh Nikeghbal Amir Hossein Kargaran Abbas Heydarnoori 20 2 0 04 Feb 2024
Looking Right is Sometimes Right: Investigating the Capabilities of Decoder-only LLMs for Sequence Labeling David Dukić Jan Šnajder 24 12 0 25 Jan 2024
An Experimental Design Framework for Label-Efficient Supervised Finetuning of Large Language Models Gantavya Bhatt Yifang Chen Arnav M. Das Jifan Zhang Sang T. Truong ... Jeff Bilmes S. Du Kevin G. Jamieson Jordan T. Ash Robert D. Nowak 34 14 0 12 Jan 2024
State of What Art? A Call for Multi-Prompt LLM Evaluation Moran Mizrahi Guy Kaplan Daniel Malkin Rotem Dror Dafna Shahaf Gabriel Stanovsky ELM 19 124 0 31 Dec 2023
Efficacy of Machine-Generated Instructions Samaksh Gulati Anshit Verma Manoj Parmar Palash Choudhary 29 0 0 22 Dec 2023
Demystifying Instruction Mixing for Fine-tuning Large Language Models Renxi Wang Haonan Li Minghao Wu Yuxia Wang Xudong Han Chiyu Zhang Timothy Baldwin 28 0 0 17 Dec 2023
Federated Full-Parameter Tuning of Billion-Sized Language Models with Communication Cost under 18 Kilobytes Zhen Qin Daoyuan Chen Bingchen Qian Bolin Ding Yaliang Li Shuiguang Deng FedML 32 32 0 11 Dec 2023
Beyond ChatBots: ExploreLLM for Structured Thoughts and Personalized Model Responses Xiao Ma Swaroop Mishra Ariel Liu S. Su Jilin Chen Chinmay Kulkarni Heng-Tze Cheng Quoc V. Le Ed H. Chi LM&Ro 25 36 0 01 Dec 2023
UniIR: Training and Benchmarking Universal Multimodal Information Retrievers Cong Wei Yang Chen Haonan Chen Hexiang Hu Ge Zhang Jie Fu Alan Ritter Wenhu Chen 40 50 0 28 Nov 2023
CoachLM: Automatic Instruction Revisions Improve the Data Quality in LLM Instruction Tuning Yilun Liu Shimin Tao Xiaofeng Zhao Ming Zhu Wenbing Ma ... Min Zhang Hongxia Ma Li Zhang Hao-Yu Yang Yanfei Jiang 28 10 0 22 Nov 2023
Strings from the Library of Babel: Random Sampling as a Strong Baseline for Prompt Optimisation Yao Lu Jiayi Wang Raphael Tang Sebastian Riedel Pontus Stenetorp 28 2 0 16 Nov 2023
Test-time Backdoor Mitigation for Black-Box Large Language Models with Defensive Demonstrations Wenjie Mo Jiashu Xu Qin Liu Jiong Wang Jun Yan Chaowei Xiao Muhao Chen Muhao Chen AAML 58 17 0 16 Nov 2023
TableLlama: Towards Open Large Generalist Models for Tables Tianshu Zhang Xiang Yue Yifei Li Huan Sun LMTD ALM 20 79 0 15 Nov 2023
Improving Zero-shot Visual Question Answering via Large Language Models with Reasoning Question Prompts Yunshi Lan Xiang Li Xin Liu Yang Li Wei Qin Weining Qian LRM ReLM 28 24 0 15 Nov 2023
When does In-context Learning Fall Short and Why? A Study on Specification-Heavy Tasks Hao Peng Xiaozhi Wang Jianhui Chen Weikai Li Y. Qi ... Zhili Wu Kaisheng Zeng Bin Xu Lei Hou Juanzi Li 31 28 0 15 Nov 2023
Instant3D: Fast Text-to-3D with Sparse-View Generation and Large Reconstruction Model Jiahao Li Hao Tan Kai Zhang Zexiang Xu Fujun Luan Yinghao Xu Yicong Hong Kalyan Sunkavalli Greg Shakhnarovich Sai Bi 45 254 0 10 Nov 2023
PromptCBLUE: A Chinese Prompt Tuning Benchmark for the Medical Domain Wei-wei Zhu Xiaoling Wang Huanran Zheng Mosha Chen Buzhou Tang ELM LM&MA 21 33 0 22 Oct 2023
Tuna: Instruction Tuning using Feedback from Large Language Models Haoran Li Yiran Liu Xingxing Zhang Wei Lu Furu Wei ALM 30 3 0 20 Oct 2023
InstructRetro: Instruction Tuning post Retrieval-Augmented Pretraining Boxin Wang Wei Ping Lawrence C. McAfee Peng-Tao Xu Bo Li M. Shoeybi Bryan Catanzaro RALM 16 45 0 11 Oct 2023
JsonTuning: Towards Generalizable, Robust, and Controllable Instruction Tuning Chang Gao Wenxuan Zhang Guizhen Chen Wai Lam 49 5 0 04 Oct 2023
Sweeping Heterogeneity with Smart MoPs: Mixture of Prompts for LLM Task Adaptation Chen Dun Mirian Hipolito Garcia Guoqing Zheng Ahmed Hassan Awadallah Anastasios Kyrillidis Robert Sim 81 6 0 04 Oct 2023
RoleLLM: Benchmarking, Eliciting, and Enhancing Role-Playing Abilities of Large Language Models Zekun Wang Zhongyuan Peng Haoran Que Jiaheng Liu Wangchunshu Zhou ... Wanli Ouyang Ke Xu Wenhu Chen Jie Fu Junran Peng LLMAG 38 83 0 01 Oct 2023
The Trickle-down Impact of Reward (In-)consistency on RLHF Lingfeng Shen Sihao Chen Linfeng Song Lifeng Jin Baolin Peng Haitao Mi Daniel Khashabi Dong Yu 27 21 0 28 Sep 2023
Knowledgeable In-Context Tuning: Exploring and Exploiting Factual Knowledge for In-Context Learning J. Wang Chengyu Wang Chuanqi Tan Jun Huang Ming Gao KELM 26 4 0 26 Sep 2023
RAVEN: In-Context Learning with Retrieval-Augmented Encoder-Decoder Language Models Jie Huang Wei Ping Peng-Tao Xu M. Shoeybi Kevin Chen-Chuan Chang Bryan Catanzaro RALM 29 33 0 15 Aug 2023
Generative Models as a Complex Systems Science: How can we make sense of large language model behavior? Ari Holtzman Peter West Luke Zettlemoyer AI4CE 30 13 0 31 Jul 2023
ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs Yujia Qin Shi Liang Yining Ye Kunlun Zhu Lan Yan ... Jie Zhou Mark B. Gerstein Dahai Li Zhiyuan Liu Maosong Sun CLL ALM LLMAG ELM LM&MA 55 614 0 31 Jul 2023
Instruction-following Evaluation through Verbalizer Manipulation Shiyang Li Jun Yan Hai Wang Zheng Tang Xiang Ren Vijay Srinivasan Hongxia Jin 33 25 0 20 Jul 2023
Personality Traits in Large Language Models Gregory Serapio-García Mustafa Safdari Clément Crepy Luning Sun Stephen Fitz P. Romero Marwa Abdulhai Aleksandra Faust Maja J. Matarić LM&MA LLMAG 58 119 0 01 Jul 2023
Differentiable Instruction Optimization for Cross-Task Generalization Masaru Isonuma Junichiro Mori Ichiro Sakata 26 0 0 16 Jun 2023
Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena Lianmin Zheng Wei-Lin Chiang Ying Sheng Siyuan Zhuang Zhanghao Wu ... Dacheng Li Eric P. Xing Haotong Zhang Joseph E. Gonzalez Ion Stoica ALM OSLM ELM 16 3,781 0 09 Jun 2023
Ask an Expert: Leveraging Language Models to Improve Strategic Reasoning in Goal-Oriented Dialogue Models Qiang Zhang Jason Naradowsky Yusuke Miyao ELM 24 32 0 29 May 2023
BUFFET: Benchmarking Large Language Models for Few-shot Cross-lingual Transfer Akari Asai Sneha Kudugunta Xinyan Velocity Yu Terra Blevins Hila Gonen Machel Reid Yulia Tsvetkov Sebastian Ruder Hannaneh Hajishirzi 31 54 0 24 May 2023
Memory-Efficient Fine-Tuning of Compressed Large Language Models via sub-4-bit Integer Quantization Jeonghoon Kim J. H. Lee Sungdong Kim Joonsuk Park Kang Min Yoo S. Kwon Dongsoo Lee MQ 36 98 0 23 May 2023
TaskWeb: Selecting Better Source Tasks for Multi-task NLP Joongwon Kim Akari Asai Gabriel Ilharco Hannaneh Hajishirzi 23 11 0 22 May 2023
MaNtLE: Model-agnostic Natural Language Explainer Rakesh R Menon Kerem Zaman Shashank Srivastava FAtt LRM 16 2 0 22 May 2023
Prompting with Pseudo-Code Instructions Mayank Mishra Prince Kumar Riyaz Ahmad Bhat V. Rudramurthy Danish Contractor Srikanth G. Tamilselvam 42 13 0 19 May 2023
CoEdIT: Text Editing by Task-Specific Instruction Tuning Vipul Raheja Dhruv Kumar Ryan Koo Dongyeop Kang ALM 19 56 0 17 May 2023
TABLET: Learning From Instructions For Tabular Data Dylan Slack Sameer Singh LMTD ALM RALM 15 17 0 25 Apr 2023
AMR Parsing with Instruction Fine-tuned Pre-trained Language Models Young-Suk Lee Ramón Fernández Astudillo Radu Florian Tahira Naseem Salim Roukos 20 4 0 24 Apr 2023
From Zero to Hero: Examining the Power of Symbolic Tasks in Instruction Tuning Qian Liu Fan Zhou Zhengbao Jiang Longxu Dou Min-Bin Lin 16 17 0 17 Apr 2023
LINGO : Visually Debiasing Natural Language Instructions to Support Task Diversity Anjana Arunkumar Shubham Sharma Rakhi Agrawal Sriramakrishnan Chandrasekaran Chris Bryan 26 0 0 12 Apr 2023
Resources and Few-shot Learners for In-context Learning in Slavic Languages Michal vStefánik Marek Kadlcík Piotr Gramacki Petr Sojka 29 3 0 04 Apr 2023
ART: Automatic multi-step reasoning and tool-use for large language models Bhargavi Paranjape Scott M. Lundberg Sameer Singh Hannaneh Hajishirzi Luke Zettlemoyer Marco Tulio Ribeiro KELM ReLM LRM 21 140 0 16 Mar 2023
Goal Driven Discovery of Distributional Differences via Language Descriptions Ruiqi Zhong Peter Zhang Steve Li Jinwoo Ahn Dan Klein Jacob Steinhardt 39 48 0 28 Feb 2023
CrossCodeBench: Benchmarking Cross-Task Generalization of Source Code Models Changan Niu Chuanyi Li Vincent Ng Bin Luo ELM ALM 32 9 0 08 Feb 2023
Towards Few-Shot Identification of Morality Frames using In-Context Learning Shamik Roy Nishanth Nakshatri Dan Goldwasser 23 11 0 03 Feb 2023
Multitask Instruction-based Prompting for Fallacy Recognition Tariq Alhindi Tuhin Chakrabarty Elena Musi Smaranda Muresan LRM 10 30 0 24 Jan 2023
Second Thoughts are Best: Learning to Re-Align With Human Values from Text Edits Ruibo Liu Chenyan Jia Ge Zhang Ziyu Zhuang Tony X. Liu Soroush Vosoughi 90 35 0 01 Jan 2023
MultiInstruct: Improving Multi-Modal Zero-Shot Learning via Instruction Tuning Zhiyang Xu Ying Shen Lifu Huang MLLM 29 110 0 21 Dec 2022