Title
The MiniPile Challenge for Data-Efficient Language Models Jean Kaddour MoE ALM 24 40 0 17 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 18 17 0 17 Apr 2023
Are LLMs All You Need for Task-Oriented Dialogue? Vojtvech Hudevcek Ondrej Dusek 26 57 0 13 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
CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society Ge Li Hasan Hammoud Hani Itani Dmitrii Khizbullin Guohao Li SyDa ALM 35 412 0 31 Mar 2023
LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention Renrui Zhang Jiaming Han Chris Liu Peng Gao Aojun Zhou Xiangfei Hu Shilin Yan Pan Lu Hongsheng Li Yu Qiao MLLM 68 745 0 28 Mar 2023
Exploring the Feasibility of ChatGPT for Event Extraction Jun Gao Huan Zhao Changlong Yu Ruifeng Xu 21 112 0 07 Mar 2023
Goal Driven Discovery of Distributional Differences via Language Descriptions Ruiqi Zhong Peter Zhang Steve Li Jinwoo Ahn Dan Klein Jacob Steinhardt 47 48 0 28 Feb 2023
MultiInstruct: Improving Multi-Modal Zero-Shot Learning via Instruction Tuning Zhiyang Xu Ying Shen Lifu Huang MLLM 32 110 0 21 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 48 361 0 19 Dec 2022
Can In-context Learners Learn a Reasoning Concept from Demonstrations? Michal Tefnik Marek Kadlcík LRM 16 5 0 03 Dec 2022
Data-Efficient Finetuning Using Cross-Task Nearest Neighbors Hamish Ivison Noah A. Smith Hannaneh Hajishirzi Pradeep Dasigi 33 19 0 01 Dec 2022
PUnifiedNER: A Prompting-based Unified NER System for Diverse Datasets Jinghui Lu Rui Zhao Brian Mac Namee Fei Tan 24 18 0 27 Nov 2022
HyperTuning: Toward Adapting Large Language Models without Back-propagation Jason Phang Yi Mao Pengcheng He Weizhu Chen 16 30 0 22 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
PromptCap: Prompt-Guided Task-Aware Image Captioning Yushi Hu Hang Hua Zhengyuan Yang Weijia Shi Noah A. Smith Jiebo Luo 51 101 0 15 Nov 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 339 12,003 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 225 339 0 02 Feb 2022
Recent Advances in Natural Language Processing via Large Pre-Trained Language Models: A Survey Bonan Min Hayley L Ross Elior Sulem Amir Pouran Ben Veyseh Thien Huu Nguyen Oscar Sainz Eneko Agirre Ilana Heinz Dan Roth LM&MA VLM AI4CE 83 1,035 0 01 Nov 2021
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 1,661 0 15 Oct 2021
FILM: Following Instructions in Language with Modular Methods So Yeon Min Devendra Singh Chaplot Pradeep Ravikumar Yonatan Bisk Ruslan Salakhutdinov LM&Ro 214 160 0 12 Oct 2021
FLEX: Unifying Evaluation for Few-Shot NLP Jonathan Bragg Arman Cohan Kyle Lo Iz Beltagy 205 104 0 15 Jul 2021
CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP Qinyuan Ye Bill Yuchen Lin Xiang Ren 220 180 0 18 Apr 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,858 0 18 Apr 2021
Learning to Generate Task-Specific Adapters from Task Description Qinyuan Ye Xiang Ren 115 29 0 02 Jan 2021
Language-Conditioned Imitation Learning for Robot Manipulation Tasks Simon Stepputtis Joseph Campbell Mariano Phielipp Stefan Lee Chitta Baral H. B. Amor LM&Ro 124 193 0 22 Oct 2020