Cross-Task Generalization via Natural Language Crowdsourcing Instructions

18 April 2021

Daniel Khashabi

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

50 / 562 papers shown

Title
Exploiting Programmatic Behavior of LLMs: Dual-Use Through Standard Security Attacks Daniel Kang Xuechen Li Ion Stoica Carlos Guestrin Matei A. Zaharia Tatsunori Hashimoto AAML 30 237 0 11 Feb 2023
CrossCodeBench: Benchmarking Cross-Task Generalization of Source Code Models Changan Niu Chuanyi Li Vincent Ng Bin Luo ELM ALM 34 9 0 08 Feb 2023
Is ChatGPT a General-Purpose Natural Language Processing Task Solver? Chengwei Qin Aston Zhang Zhuosheng Zhang Jiaao Chen Michihiro Yasunaga Diyi Yang LM&MA AI4MH LRM ELM 34 670 0 08 Feb 2023
Chain of Hindsight Aligns Language Models with Feedback Hao Liu Carmelo Sferrazza Pieter Abbeel ALM 28 117 0 06 Feb 2023
Towards Few-Shot Identification of Morality Frames using In-Context Learning Shamik Roy Nishanth Nakshatri Dan Goldwasser 26 11 0 03 Feb 2023
The Flan Collection: Designing Data and Methods for Effective Instruction Tuning Shayne Longpre Le Hou Tu Vu Albert Webson Hyung Won Chung ... Denny Zhou Quoc V. Le Barret Zoph Jason W. Wei Adam Roberts ALM 41 633 0 31 Jan 2023
Multitask Instruction-based Prompting for Fallacy Recognition Tariq Alhindi Tuhin Chakrabarty Elena Musi Smaranda Muresan LRM 12 30 0 24 Jan 2023
Learning Customized Visual Models with Retrieval-Augmented Knowledge Haotian Liu Kilho Son Jianwei Yang Ce Liu Jianfeng Gao Yong Jae Lee Chunyuan Li VLM 40 53 0 17 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 99 35 0 01 Jan 2023
A Survey on In-context Learning Qingxiu Dong Lei Li Damai Dai Ce Zheng Jingyuan Ma ... Zhiyong Wu Baobao Chang Xu Sun Lei Li Zhifang Sui ReLM AIMat 20 464 0 31 Dec 2022
MultiInstruct: Improving Multi-Modal Zero-Shot Learning via Instruction Tuning Zhiyang Xu Ying Shen Lifu Huang MLLM 32 110 0 21 Dec 2022
ORCA: A Challenging Benchmark for Arabic Language Understanding AbdelRahim Elmadany El Moatez Billah Nagoudi Muhammad Abdul-Mageed ELM 17 40 0 21 Dec 2022
Self-Instruct: Aligning Language Models with Self-Generated Instructions Yizhong Wang Yeganeh Kordi Swaroop Mishra Alisa Liu Noah A. Smith Daniel Khashabi Hannaneh Hajishirzi ALM SyDa LRM 47 2,079 0 20 Dec 2022
Toward Human Readable Prompt Tuning: Kubrick's The Shining is a good movie, and a good prompt too? Weijia Shi Xiaochuang Han Hila Gonen Ari Holtzman Yulia Tsvetkov Luke Zettlemoyer 32 41 0 20 Dec 2022
Controllable Text Generation with Language Constraints Howard Chen Huihan Li Danqi Chen Karthik R. Narasimhan 14 16 0 20 Dec 2022
HINT: Hypernetwork Instruction Tuning for Efficient Zero- & Few-Shot Generalisation Hamish Ivison Akshita Bhagia Yizhong Wang Hannaneh Hajishirzi Matthew E. Peters 48 16 0 20 Dec 2022
On the Blind Spots of Model-Based Evaluation Metrics for Text Generation Tianxing He Jingyu Zhang Tianle Wang Sachin Kumar Kyunghyun Cho James R. Glass Yulia Tsvetkov 40 44 0 20 Dec 2022
One Embedder, Any Task: Instruction-Finetuned Text Embeddings Hongjin Su Weijia Shi Jungo Kasai Yizhong Wang Yushi Hu Mari Ostendorf Wen-tau Yih Noah A. Smith Luke Zettlemoyer Tao Yu 27 282 0 19 Dec 2022
Unnatural Instructions: Tuning Language Models with (Almost) No Human Labor Or Honovich Thomas Scialom Omer Levy Timo Schick ALM 48 362 0 19 Dec 2022
LaSQuE: Improved Zero-Shot Classification from Explanations Through Quantifier Modeling and Curriculum Learning Sayan Ghosh Rakesh R Menon Shashank Srivastava 30 2 0 18 Dec 2022
ALERT: Adapting Language Models to Reasoning Tasks Ping Yu Tianlu Wang O. Yu. Golovneva Badr AlKhamissi Siddharth Verma Zhijing Jin Gargi Ghosh Mona T. Diab Asli Celikyilmaz ReLM LRM 34 21 0 16 Dec 2022
Editing Models with Task Arithmetic Gabriel Ilharco Marco Tulio Ribeiro Mitchell Wortsman Suchin Gururangan Ludwig Schmidt Hannaneh Hajishirzi Ali Farhadi KELM MoMe MU 72 439 0 08 Dec 2022
Robustness of Learning from Task Instructions Jiasheng Gu Hongyu Zhao Hanzi Xu Liang Nie Hongyuan Mei Wenpeng Yin OOD 20 32 0 07 Dec 2022
Can In-context Learners Learn a Reasoning Concept from Demonstrations? Michal Tefnik Marek Kadlcík LRM 16 5 0 03 Dec 2022
Continual Learning of Natural Language Processing Tasks: A Survey Zixuan Ke Bin Liu KELM CLL VLM 32 69 0 23 Nov 2022
Leveraging Data Recasting to Enhance Tabular Reasoning Aashna Jena Vivek Gupta Manish Shrivastava Julian Martin Eisenschlos LMTD 30 6 0 23 Nov 2022
TEMPERA: Test-Time Prompting via Reinforcement Learning Tianjun Zhang Xuezhi Wang Denny Zhou Dale Schuurmans Joseph E. Gonzalez VLM 28 35 0 21 Nov 2022
UnifiedABSA: A Unified ABSA Framework Based on Multi-task Instruction Tuning Zengzhi Wang Rui Xia Jianfei Yu 26 11 0 20 Nov 2022
InstructPix2Pix: Learning to Follow Image Editing Instructions Tim Brooks Aleksander Holynski Alexei A. Efros DiffM 78 1,709 0 17 Nov 2022
Task-aware Retrieval with Instructions Akari Asai Timo Schick Patrick Lewis Xilun Chen Gautier Izacard Sebastian Riedel Hannaneh Hajishirzi Wen-tau Yih 45 88 0 16 Nov 2022
Zero-Shot Classification by Logical Reasoning on Natural Language Explanations Chi Han Hengzhi Pei Xinya Du Heng Ji NAI 10 3 0 07 Nov 2022
LMentry: A Language Model Benchmark of Elementary Language Tasks Avia Efrat Or Honovich Omer Levy 29 20 0 03 Nov 2022
Lila: A Unified Benchmark for Mathematical Reasoning Swaroop Mishra Matthew Finlayson Pan Lu Leonard Tang Sean Welleck ... Tanmay Rajpurohit Oyvind Tafjord Ashish Sabharwal Peter Clark Ashwin Kalyan ELM AIMat ReLM LRM 33 0 0 31 Oct 2022
Help me write a poem: Instruction Tuning as a Vehicle for Collaborative Poetry Writing Tuhin Chakrabarty Vishakh Padmakumar Hengxing He 21 72 0 25 Oct 2022
Towards Better Few-Shot and Finetuning Performance with Forgetful Causal Language Models Hao Liu Xinyang Geng Lisa Lee Igor Mordatch Sergey Levine Sharan Narang Pieter Abbeel KELM CLL 35 2 0 24 Oct 2022
Realistic Data Augmentation Framework for Enhancing Tabular Reasoning D. K. Santhosh Kumar Vivek Gupta Soumya Sharma Shuo Zhang LMTD 21 3 0 23 Oct 2022
Scaling Instruction-Finetuned Language Models Hyung Won Chung Le Hou Shayne Longpre Barret Zoph Yi Tay ... Jacob Devlin Adam Roberts Denny Zhou Quoc V. Le Jason W. Wei ReLM LRM 100 2,999 0 20 Oct 2022
Robustness of Demonstration-based Learning Under Limited Data Scenario Hongxin Zhang Yanzhe Zhang Ruiyi Zhang Diyi Yang 42 13 0 19 Oct 2022
Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them Mirac Suzgun Nathan Scales Nathanael Scharli Sebastian Gehrmann Yi Tay ... Aakanksha Chowdhery Quoc V. Le Ed H. Chi Denny Zhou Jason W. Wei ALM ELM LRM ReLM 119 1,011 0 17 Oct 2022
Learning Instructions with Unlabeled Data for Zero-Shot Cross-Task Generalization Yuxian Gu Pei Ke Xiaoyan Zhu Minlie Huang ALM 39 17 0 17 Oct 2022
TestAug: A Framework for Augmenting Capability-based NLP Tests Guanqun Yang Mirazul Haque Qiaochu Song Wei Yang Xueqing Liu ELM 34 0 0 14 Oct 2022
Pretrained Transformers Do not Always Improve Robustness Swaroop Mishra Bhavdeep Singh Sachdeva Chitta Baral VLM 25 2 0 14 Oct 2022
Hardness of Samples Need to be Quantified for a Reliable Evaluation System: Exploring Potential Opportunities with a New Task Swaroop Mishra Anjana Arunkumar Chris Bryan Chitta Baral 24 1 0 14 Oct 2022
A Survey of Parameters Associated with the Quality of Benchmarks in NLP Swaroop Mishra Anjana Arunkumar Chris Bryan Chitta Baral 37 1 0 14 Oct 2022
"John is 50 years old, can his son be 65?" Evaluating NLP Models' Understanding of Feasibility Himanshu Gupta Neeraj Varshney Swaroop Mishra Kuntal Kumar Pal Saurabh Arjun Sawant Kevin Scaria Siddharth Goyal Chitta Baral ELM 20 14 0 14 Oct 2022
PCFG-based Natural Language Interface Improves Generalization for Controlled Text Generation Jingyu Zhang James R. Glass Tianxing He 20 2 0 14 Oct 2022
Investigating the Failure Modes of the AUC metric and Exploring Alternatives for Evaluating Systems in Safety Critical Applications Swaroop Mishra Anjana Arunkumar Chitta Baral 30 0 0 10 Oct 2022
Automatic Chain of Thought Prompting in Large Language Models Zhuosheng Zhang Aston Zhang Mu Li Alexander J. Smola ReLM LRM 67 581 0 07 Oct 2022
State-of-the-art generalisation research in NLP: A taxonomy and review Dieuwke Hupkes Mario Giulianelli Verna Dankers Mikel Artetxe Yanai Elazar ... Leila Khalatbari Maria Ryskina Rita Frieske Ryan Cotterell Zhijing Jin 127 94 0 06 Oct 2022
Efficiently Enhancing Zero-Shot Performance of Instruction Following Model via Retrieval of Soft Prompt Seonghyeon Ye Joel Jang Doyoung Kim Yongrae Jo Minjoon Seo VLM 39 2 0 06 Oct 2022