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Adapting Language Models for Zero-shot Learning by Meta-tuning on Dataset and Prompt Collections

10 April 2021

Ruiqi Zhong

Papers citing "Adapting Language Models for Zero-shot Learning by Meta-tuning on Dataset and Prompt Collections"

50 / 122 papers shown

Title
EIFBENCH: Extremely Complex Instruction Following Benchmark for Large Language Models Tao Zou Xinghua Zhang Haiyang Yu Minzheng Wang Fei Huang Yongbin Li 18 0 0 10 Jun 2025
From Plain Text to Poetic Form: Generating Metrically-Constrained Sanskrit Verses Manoj Balaji Jagadeeshan S. Bhatia Pretam Ray Harshul Raj Surana A. Prathosh Priya Mishra Annarao Kulkarni Ganesh Ramakrishnan Prathosh AP Pawan Goyal 40 0 0 01 Jun 2025
M-IFEval: Multilingual Instruction-Following Evaluation Antoine Dussolle Andrea Cardeña Díaz Shota Sato Peter Devine ELM 166 0 0 07 Feb 2025
Bilevel ZOFO: Bridging Parameter-Efficient and Zeroth-Order Techniques for Efficient LLM Fine-Tuning and Meta-Training Reza Shirkavand Qi He Peiran Yu Heng-Chiao Huang ALM 99 0 0 05 Feb 2025
Advancing Large Language Models for Spatiotemporal and Semantic Association Mining of Similar Environmental Events Yuanyuan Tian Wenwen Li Lei Hu Xinyu Chen Michael Brook Michael Brubaker Fan Zhang A. Liljedahl KELM 145 2 0 19 Nov 2024
TIP-I2V: A Million-Scale Real Text and Image Prompt Dataset for Image-to-Video Generation Wenhao Wang Yue Yang VGen 103 3 0 05 Nov 2024
Knowledge Distillation Using Frontier Open-source LLMs: Generalizability and the Role of Synthetic Data Anup Shirgaonkar Nikhil Pandey Nazmiye Ceren Abay Tolga Aktas Vijay Aski ALM SyDa 63 1 0 24 Oct 2024
Functional-level Uncertainty Quantification for Calibrated Fine-tuning on LLMs Ruijia Niu D. Wu Rose Yu Yi-An Ma 117 2 0 09 Oct 2024
CFBench: A Comprehensive Constraints-Following Benchmark for LLMs Leo Micklem Yan-Bin Shen Wenjing Luo Yan Zhang Hao Liang ... Weipeng Chen Bin Cui Blair Thornton Wentao Zhang Guosheng Dong ELM 130 21 0 02 Aug 2024
Application of Prompt Learning Models in Identifying the Collaborative Problem Solving Skills in an Online Task Mengxiao Zhu Xin Wang Xiantao Wang Zihang Chen Wei Huang 61 1 0 17 Jul 2024
Beyond Instruction Following: Evaluating Inferential Rule Following of Large Language Models Wangtao Sun Chenxiang Zhang Xueyou Zhang Ziyang Huang Haotian Xu Pei Chen Shizhu He Jun Zhao Kang Liu ELM LRM 67 6 0 11 Jul 2024
Text Serialization and Their Relationship with the Conventional Paradigms of Tabular Machine Learning Kyoka Ono Simon A. Lee LMTD 52 8 0 19 Jun 2024
From Instance Training to Instruction Learning: Task Adapters Generation from Instructions Huanxuan Liao Yao Xu Shizhu He Yuanzhe Zhang Yanchao Hao Shengping Liu Kang Liu Jun Zhao 140 1 0 18 Jun 2024
Deep Exploration of Cross-Lingual Zero-Shot Generalization in Instruction Tuning Janghoon Han Changho Lee Joongbo Shin Stanley Jungkyu Choi Honglak Lee Kynghoon Bae ALM 63 1 0 13 Jun 2024
Fine-Tuned 'Small' LLMs (Still) Significantly Outperform Zero-Shot Generative AI Models in Text Classification Martin Juan José Bucher Marco Martini ALM AI4MH 120 36 0 12 Jun 2024
Crafting Interpretable Embeddings by Asking LLMs Questions Vinamra Benara Chandan Singh John X. Morris Richard Antonello Ion Stoica Alexander G. Huth Jianfeng Gao 69 6 0 26 May 2024
LogicBench: Towards Systematic Evaluation of Logical Reasoning Ability of Large Language Models Mihir Parmar Nisarg Patel Neeraj Varshney Mutsumi Nakamura Man Luo Santosh Mashetty Arindam Mitra Chitta Baral LRM ReLM ELM 211 31 0 23 Apr 2024
LLMs in the Loop: Leveraging Large Language Model Annotations for Active Learning in Low-Resource Languages Nataliia Kholodna Sahib Julka Mohammad Khodadadi Muhammed Nurullah Gumus Michael Granitzer 67 12 0 02 Apr 2024
CoLLEGe: Concept Embedding Generation for Large Language Models Ryan Teehan Brenden M. Lake Mengye Ren 74 4 0 22 Mar 2024
VidProM: A Million-scale Real Prompt-Gallery Dataset for Text-to-Video Diffusion Models Wenhao Wang Yi Yang VGen DiffM 106 38 0 10 Mar 2024
PEMT: Multi-Task Correlation Guided Mixture-of-Experts Enables Parameter-Efficient Transfer Learning Zhisheng Lin Han Fu Chenghao Liu Zhuo Li Jianling Sun MoE MoMe 47 6 0 23 Feb 2024
Uncertainty quantification in fine-tuned LLMs using LoRA ensembles Oleksandr Balabanov Hampus Linander UQCV 109 20 0 19 Feb 2024
A Unified Causal View of Instruction Tuning Luyao Chen Wei Huang Ruqing Zhang Wei Chen Jiafeng Guo Xueqi Cheng 50 1 0 09 Feb 2024
Self-Discover: Large Language Models Self-Compose Reasoning Structures Pei Zhou Jay Pujara Xiang Ren Xinyun Chen Heng-Tze Cheng Quoc V. Le Ed H. Chi Denny Zhou Swaroop Mishra Huaixiu Steven Zheng LRM ReLM 82 56 0 06 Feb 2024
VLLaVO: Mitigating Visual Gap through LLMs Shuhao Chen Yulong Zhang Weisen Jiang Jiangang Lu Yu Zhang VLM 123 2 0 06 Jan 2024
Aurora:Activating Chinese chat capability for Mixtral-8x7B sparse Mixture-of-Experts through Instruction-Tuning Rongsheng Wang Hao Chen Ruizhe Zhou Yaofei Duan Kunyan Cai ... Jiaxi Cui Jian Li P. Pang Yapeng Wang Tao Tan MoE 68 2 0 22 Dec 2023
The ICL Consistency Test Lucas Weber Elia Bruni Dieuwke Hupkes ALM 62 6 0 08 Dec 2023
Zero-shot Conversational Summarization Evaluations with small Large Language Models R. Manuvinakurike Saurav Sahay Sangeeta Manepalli L. Nachman ELM LM&MA 82 0 0 29 Nov 2023
Simple and Effective Input Reformulations for Translation Brian Yu Hansen Lillemark Kurt Keutzer 69 0 0 12 Nov 2023
LLMaAA: Making Large Language Models as Active Annotators Ruoyu Zhang Yanzeng Li Yongliang Ma Ming Zhou Lei Zou 107 74 0 30 Oct 2023
A Communication Theory Perspective on Prompting Engineering Methods for Large Language Models Yuanfeng Song Yuanqin He Xuefang Zhao Hanlin Gu Di Jiang Haijun Yang Lixin Fan Qiang Yang 69 6 0 24 Oct 2023
InstructExcel: A Benchmark for Natural Language Instruction in Excel Justin Payan Swaroop Mishra Mukul Singh Carina Negreanu Christian Poelitz Chitta Baral Subhro Roy Rasika Chakravarthy Benjamin Van Durme E. Nouri LMTD ELM 86 10 0 23 Oct 2023
Mind the instructions: a holistic evaluation of consistency and interactions in prompt-based learning Lucas Weber Elia Bruni Dieuwke Hupkes 97 28 0 20 Oct 2023
End-to-end Story Plot Generator Hanlin Zhu Andrew Cohen Danqing Wang Kevin Kaichuang Yang Xiaomeng Yang Jiantao Jiao Yuandong Tian 53 5 0 13 Oct 2023
Ontology Enrichment for Effective Fine-grained Entity Typing Si-yuan Ouyang Jiaxin Huang Pranav Pillai Yunyi Zhang Yu Zhang Jiawei Han 178 6 0 11 Oct 2023
Generative Speech Recognition Error Correction with Large Language Models and Task-Activating Prompting Chao-Han Huck Yang Yile Gu Yi-Chieh Liu Shalini Ghosh I. Bulyko A. Stolcke KELM LRM 113 52 0 27 Sep 2023
Fine-grained Affective Processing Capabilities Emerging from Large Language Models Joost Broekens Bernhard Hilpert Suzan Verberne Kim Baraka Patrick Gebhard Aske Plaat AI4MH 78 13 0 04 Sep 2023
Provable Multi-Task Representation Learning by Two-Layer ReLU Neural Networks Liam Collins Hamed Hassani Mahdi Soltanolkotabi Aryan Mokhtari Sanjay Shakkottai 133 11 0 13 Jul 2023
Meta-training with Demonstration Retrieval for Efficient Few-shot Learning Aaron Mueller Kanika Narang Lambert Mathias Qifan Wang Hamed Firooz RALM 72 3 0 30 Jun 2023
GPT4Tools: Teaching Large Language Model to Use Tools via Self-instruction Rui Yang Lin Song Yanwei Li Sijie Zhao Yixiao Ge Xiu Li Ying Shan SyDa MLLM 88 227 0 30 May 2023
GIMLET: A Unified Graph-Text Model for Instruction-Based Molecule Zero-Shot Learning Haiteng Zhao Shengchao Liu Chang Ma Hannan Xu Jie Fu Zhihong Deng Lingpeng Kong Qi Liu 88 65 0 28 May 2023
EDM3: Event Detection as Multi-task Text Generation Ujjwala Anantheswaran Himanshu Gupta Mihir Parmar Kuntal Kumar Pal Chitta Baral 70 5 0 25 May 2023
Zero-shot Approach to Overcome Perturbation Sensitivity of Prompts Mohna Chakraborty Adithya Kulkarni Qi Li VLM 70 10 0 25 May 2023
Getting MoRE out of Mixture of Language Model Reasoning Experts Chenglei Si Weijia Shi Chen Zhao Luke Zettlemoyer Jordan L. Boyd-Graber LRM 94 29 0 24 May 2023
EXnet: Efficient In-context Learning for Data-less Text classification Debaditya Shome Kuldeep Yadav 57 1 0 24 May 2023
Meta-Tuning LLMs to Leverage Lexical Knowledge for Generalizable Language Style Understanding Ruohao Guo Wei Xu Alan Ritter 79 4 0 24 May 2023
QLoRA: Efficient Finetuning of Quantized LLMs Tim Dettmers Artidoro Pagnoni Ari Holtzman Luke Zettlemoyer ALM 157 2,638 0 23 May 2023
Out-of-Distribution Generalization in Text Classification: Past, Present, and Future Linyi Yang Yangqiu Song Xuan Ren Chenyang Lyu Yidong Wang Lingqiao Liu Jindong Wang Jennifer Foster Yue Zhang OOD 125 3 0 23 May 2023
Clembench: Using Game Play to Evaluate Chat-Optimized Language Models as Conversational Agents Kranti Chalamalasetti Jana Gotze Sherzod Hakimov Brielen Madureira P. Sadler David Schlangen ELM ALM LLMAG 99 36 0 22 May 2023
LogiCoT: Logical Chain-of-Thought Instruction-Tuning Hanmeng Liu Zhiyang Teng Leyang Cui Chaoli Zhang Qiji Zhou Yue Zhang LRM 88 26 0 20 May 2023