ILLUMINER: Instruction-tuned Large Language Models as Few-shot Intent Classifier and Slot Filler

26 March 2024

Paramita Mirza

Viju Sudhi

S. Sahoo

Sinchana Ramakanth Bhat

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Papers citing "ILLUMINER: Instruction-tuned Large Language Models as Few-shot Intent Classifier and Slot Filler"

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Title
The Troubling Emergence of Hallucination in Large Language Models -- An Extensive Definition, Quantification, and Prescriptive Remediations Vipula Rawte Swagata Chakraborty Agnibh Pathak Anubhav Sarkar S.M. Towhidul Islam Tonmoy Aman Chadha Mikel Artetxe Punit Daniel Simig HILM 77 130 0 08 Oct 2023
Prompting and Adapter Tuning for Self-supervised Encoder-Decoder Speech Model Kai-Wei Chang Ming-Hsin Chen Yun-Ping Lin Jing Neng Hsu Paul Kuo-Ming Huang Chien-yu Huang Shang-Wen Li Hung-yi Lee 90 6 0 04 Oct 2023
Generative Zero-Shot Prompt Learning for Cross-Domain Slot Filling with Inverse Prompting Xuefeng Li Liwen Wang Guanting Dong Keqing He Jinzheng Zhao Hao Lei Jiachi Liu Weiran Xu VLM 69 14 0 06 Jul 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 Xing Haotong Zhang Joseph E. Gonzalez Ion Stoica ALM OSLM ELM 458 4,444 0 09 Jun 2023
Zero-Shot Slot and Intent Detection in Low-Resource Languages S. Kwon Gagan Bhatia El Moatez Billah Nagoudi Alcides Alcoba Inciarte Muhammad Abdul-Mageed VLM 69 5 0 26 Apr 2023
BLOOM: A 176B-Parameter Open-Access Multilingual Language Model BigScience Workshop : Teven Le Scao Angela Fan Christopher Akiki ... Zhongli Xie Zifan Ye M. Bras Younes Belkada Thomas Wolf VLM 417 2,393 0 09 Nov 2022
Efficient Few-Shot Learning Without Prompts Lewis Tunstall Nils Reimers Unso Eun Seo Jo Luke Bates Daniel Korat Moshe Wasserblat Oren Pereg VLM 84 196 0 22 Sep 2022
Inverse is Better! Fast and Accurate Prompt for Few-shot Slot Tagging Yutai Hou Cheng Chen Xianzhen Luo Yue Liu Wanxiang Che BDL 57 22 0 02 Apr 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 891 13,228 0 04 Mar 2022
Bi-directional Joint Neural Networks for Intent Classification and Slot Filling S. Han Siqu Long Huichun Li H. Weld Josiah Poon 66 16 0 26 Feb 2022
UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models Tianbao Xie Chen Henry Wu Peng Shi Ruiqi Zhong Torsten Scholak ... Lingpeng Kong Rui Zhang Noah A. Smith Luke Zettlemoyer Tao Yu LMTD 108 304 0 16 Jan 2022
Multi-Task Pre-Training for Plug-and-Play Task-Oriented Dialogue System Yixuan Su Lei Shu Elman Mansimov Arshit Gupta Deng Cai Yi-An Lai Yi Zhang 222 194 0 29 Sep 2021
Learning to Bridge Metric Spaces: Few-shot Joint Learning of Intent Detection and Slot Filling Yutai Hou Y. Lai Cheng Chen Wanxiang Che Ting Liu 61 14 0 25 May 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 600 4,099 0 18 Apr 2021
Prefix-Tuning: Optimizing Continuous Prompts for Generation Xiang Lisa Li Percy Liang 252 4,305 0 01 Jan 2021
Learning to Classify Intents and Slot Labels Given a Handful of Examples Jason Krone Yi Zhang Mona T. Diab VLM 75 47 0 22 Apr 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 354 1,622 0 21 Jan 2020
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 700 24,572 0 26 Jul 2019
Simple, Fast, Accurate Intent Classification and Slot Labeling for Goal-Oriented Dialogue Systems Arshit Gupta John Hewitt Katrin Kirchhoff 42 38 0 19 Mar 2019
BERT for Joint Intent Classification and Slot Filling Qian Chen Zhu Zhuo Wen Wang VLM 97 557 0 28 Feb 2019
MultiWOZ -- A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling Paweł Budzianowski Tsung-Hsien Wen Bo-Hsiang Tseng I. Casanueva Stefan Ultes Osman Ramadan Milica Gasic 192 1,324 0 29 Sep 2018
Snips Voice Platform: an embedded Spoken Language Understanding system for private-by-design voice interfaces A. Coucke Alaa Saade Adrien Ball Théodore Bluche A. Caulier ... Thibault Gisselbrecht F. Caltagirone Thibaut Lavril Maël Primet Joseph Dureau SyDa 118 827 0 25 May 2018
An Empirical Investigation of Catastrophic Forgetting in Gradient-Based Neural Networks Ian Goodfellow M. Berk Mirza Xia Da Aaron Courville Yoshua Bengio 159 1,455 0 21 Dec 2013