Title
RECIPE4U: Student-ChatGPT Interaction Dataset in EFL Writing Education Jieun Han Haneul Yoo Jun-Hee Myung Minsun Kim Tak Yeon Lee So-Yeon Ahn Alice H. Oh 19 6 0 13 Mar 2024
Generating Hard-Negative Out-of-Scope Data with ChatGPT for Intent Classification Zhijian Li Stefan Larson Kevin Leach OODD 27 1 0 08 Mar 2024
Do Large Language Model Understand Multi-Intent Spoken Language ? Shangjian Yin Peijie Huang Yuhong Xu Haojing Huang Jiatian Chen 40 5 0 07 Mar 2024
A BiRGAT Model for Multi-intent Spoken Language Understanding with Hierarchical Semantic Frames Keith M. Davis Ruisheng Cao Su Zhu Sheng Jiang Hanchong Zhang Lu Chen Tuukka Ruotsalo 24 2 0 28 Feb 2024
Social Intelligence Data Infrastructure: Structuring the Present and Navigating the Future Minzhi Li Weiyan Shi Caleb Ziems Diyi Yang 33 9 0 28 Feb 2024
Prompt Perturbation Consistency Learning for Robust Language Models Yao Qiang Subhrangshu Nandi Ninareh Mehrabi Greg Ver Steeg Anoop Kumar Anna Rumshisky Aram Galstyan 35 6 0 24 Feb 2024
API-BLEND: A Comprehensive Corpora for Training and Benchmarking API LLMs Kinjal Basu Ibrahim Abdelaziz Subhajit Chaudhury Soham Dan M. Crouse Asim Munawar Sadhana Kumaravel Vinod Muthusamy Pavan Kapanipathi Luis A. Lastras 53 15 0 23 Feb 2024
Noise-BERT: A Unified Perturbation-Robust Framework with Noise Alignment Pre-training for Noisy Slot Filling Task Jinxu Zhao Guanting Dong Yueyan Qiu Tingfeng Hui Xiaoshuai Song Daichi Guo Weiran Xu 27 1 0 22 Feb 2024
On Sensitivity of Learning with Limited Labelled Data to the Effects of Randomness: Impact of Interactions and Systematic Choices Branislav Pecher Ivan Srba M. Bieliková 64 3 0 20 Feb 2024
A Comprehensive Review of Machine Learning Advances on Data Change: A Cross-Field Perspective Jeng-Lin Li Chih-Fan Hsu Ming-Ching Chang Wei-Chao Chen OOD 44 2 0 20 Feb 2024
Comparing Specialised Small and General Large Language Models on Text Classification: 100 Labelled Samples to Achieve Break-Even Performance Branislav Pecher Ivan Srba M. Bieliková ALM 39 7 0 20 Feb 2024
Evaluating and Improving Continual Learning in Spoken Language Understanding Muqiao Yang Xiang Li Umberto Cappellazzo Shinji Watanabe Bhiksha Raj CLL 32 0 0 16 Feb 2024
Structured Language Generation Model for Robust Structure Prediction Minho Lee Junghyun Min Woochul Lee Yeonsoo Lee 24 2 0 14 Feb 2024
Integrating Self-supervised Speech Model with Pseudo Word-level Targets from Visually-grounded Speech Model Hung-Chieh Fang Nai-Xuan Ye Yi-Jen Shih Puyuan Peng Hsuan-Fu Wang Layne Berry Hung-yi Lee David F. Harwath VLM 32 1 0 08 Feb 2024
Automatic Combination of Sample Selection Strategies for Few-Shot Learning Branislav Pecher Ivan Srba M. Bieliková Joaquin Vanschoren 34 1 0 05 Feb 2024
A Survey on Data Augmentation in Large Model Era Yue Zhou Chenlu Guo Xu Wang Yi-Ju Chang Yuan Wu LM&MA VLM 49 23 0 27 Jan 2024
Compositional Generalization in Spoken Language Understanding Avik Ray Yilin Shen Hongxia Jin CoGe 25 1 0 25 Dec 2023
Decoupling Representation and Knowledge for Few-Shot Intent Classification and Slot Filling Jie Han Yixiong Zou Haozhao Wang Jun Wang Wei Liu Yao Wu Tao Zhang Ruixuan Li VLM 28 0 0 21 Dec 2023
Bengali Intent Classification with Generative Adversarial BERT Mehedi Hasan Mohammad Jahid Ibna Basher Md. Tanvir Rouf Shawon 11 1 0 17 Dec 2023
MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with Intent-Slot Co-Attention Thinh-Le-Gia Pham Tran Chi Dat Quoc Nguyen VLM 13 5 0 10 Dec 2023
Speech Understanding on Tiny Devices with A Learning Cache A. Benazir Zhiming Xu Felix Xiaozhu Lin 24 0 0 30 Nov 2023
CESAR: Automatic Induction of Compositional Instructions for Multi-turn Dialogs Taha İbrahim Aksu Devamanyu Hazarika Shikib Mehri Seokhwan Kim Dilek Z. Hakkani-Tür Yang Liu Mahdi Namazifar 28 2 0 29 Nov 2023
Co-guiding for Multi-intent Spoken Language Understanding Bowen Xing Ivor W. Tsang 36 3 0 22 Nov 2023
Making LLMs Worth Every Penny: Resource-Limited Text Classification in Banking Lefteris Loukas Ilias Stogiannidis Odysseas Diamantopoulos Prodromos Malakasiotis Stavros Vassos 10 43 0 10 Nov 2023
FinGPT: Large Generative Models for a Small Language Risto Luukkonen Ville Komulainen Jouni Luoma Anni Eskelinen Jenna Kanerva ... Mikko Merioksa Jyrki Heinonen Aija Vahtola Samuel Antao S. Pyysalo LM&MA 20 42 0 03 Nov 2023
BERTwich: Extending BERT's Capabilities to Model Dialectal and Noisy Text Aarohi Srivastava David Chiang 30 6 0 31 Oct 2023
ArBanking77: Intent Detection Neural Model and a New Dataset in Modern and Dialectical Arabic Mustafa Jarrar Ahmet Birim Mohammed Khalilia Mustafa Erden Sana Ghanem 38 16 0 29 Oct 2023
IntenDD: A Unified Contrastive Learning Approach for Intent Detection and Discovery Bhavuk Singhal Ashim Gupta P. ShivasankaranV Amrith Krishna 20 1 0 25 Oct 2023
Adaptive End-to-End Metric Learning for Zero-Shot Cross-Domain Slot Filling Yuanjun Shi Linzhi Wu Minglai Shao 22 3 0 23 Oct 2023
Text generation for dataset augmentation in security classification tasks Alexander P. Welsh Matthew Edwards 22 1 0 22 Oct 2023
Intent Detection and Slot Filling for Home Assistants: Dataset and Analysis for Bangla and Sylheti Fardin Ahsan Sakib Saadat Rezaul Karim Md Hasan Khan Md. Mushfiqur Rahman 27 6 0 17 Oct 2023
Key-phrase boosted unsupervised summary generation for FinTech organization Aadit Deshpande Shreya Goyal Prateek Nagwanshi Avinash Tripathy 17 0 0 16 Oct 2023
Improved Contextual Recognition In Automatic Speech Recognition Systems By Semantic Lattice Rescoring Ankitha Sudarshan Vinay Samuel Parth Patwa Ibtihel Amara Aman Chadha 19 2 0 14 Oct 2023
HierarchicalContrast: A Coarse-to-Fine Contrastive Learning Framework for Cross-Domain Zero-Shot Slot Filling Junwen Zhang Yin Zhang BDL 27 3 0 13 Oct 2023
SNOiC: Soft Labeling and Noisy Mixup based Open Intent Classification Model Aditi Kanwar A. Seetha S. Chouhan R. Niyogi 14 0 0 11 Oct 2023
Revisit Input Perturbation Problems for LLMs: A Unified Robustness Evaluation Framework for Noisy Slot Filling Task Guanting Dong Jinxu Zhao Tingfeng Hui Daichi Guo Wenlong Wan ... Yueyan Qiu Zhuoma Gongque Keqing He Zechen Wang Weiran Xu AAML 27 19 0 10 Oct 2023
BYOC: Personalized Few-Shot Classification with Co-Authored Class Descriptions Arth Bohra Govert Verkes Artem Harutyunyan Pascal Weinberger Giovanni Campagna 27 5 0 09 Oct 2023
FLatS: Principled Out-of-Distribution Detection with Feature-Based Likelihood Ratio Score Haowei Lin Yuntian Gu OODD 24 6 0 08 Oct 2023
Towards Robust and Generalizable Training: An Empirical Study of Noisy Slot Filling for Input Perturbations Jiachi Liu Liwen Wang Guanting Dong Xiaoshuai Song Zechen Wang ... Shanglin Lei Jinzheng Zhao Keqing He Bo Xiao Weiran Xu 27 6 0 05 Oct 2023
Speech-Based Human-Exoskeleton Interaction for Lower Limb Motion Planning Eddie Guo Christopher Perlette Mojtaba Sharifi Lukas Grasse Matthew S. Tata V. Mushahwar Mahdi Tavakoli 14 1 0 04 Oct 2023
Explainable and Accurate Natural Language Understanding for Voice Assistants and Beyond Kalpa Gunaratna Vijay Srinivasan Hongxia Jin 28 0 0 25 Sep 2023
UniPCM: Universal Pre-trained Conversation Model with Task-aware Automatic Prompt Yucheng Cai Wentao Ma Yuchuan Wu Shuzheng Si Yuan Shao Zhijian Ou Yongbin Li 35 3 0 20 Sep 2023
Continual Learning with Dirichlet Generative-based Rehearsal Min Zeng Wei Xue Qi-fei Liu Yi-Ting Guo CLL BDL 24 5 0 13 Sep 2023
All Labels Together: Low-shot Intent Detection with an Efficient Label Semantic Encoding Paradigm Jiangshu Du Congying Xia Wenpeng Yin Tingting Liang Philip S. Yu VLM 24 0 0 07 Sep 2023
Joint Multiple Intent Detection and Slot Filling with Supervised Contrastive Learning and Self-Distillation Nguyen Anh Tu Hoang Thi Thu Uyen Tu Minh Phuong Ngo Xuan Bach VLM 14 4 0 28 Aug 2023
Breaking the Bank with ChatGPT: Few-Shot Text Classification for Finance Lefteris Loukas Ilias Stogiannidis Prodromos Malakasiotis Stavros Vassos 19 19 0 28 Aug 2023
Instruction Tuning for Large Language Models: A Survey Shengyu Zhang Linfeng Dong Xiaoya Li Sen Zhang Xiaofei Sun ... Jiwei Li Runyi Hu Tianwei Zhang Fei Wu Guoyin Wang LM&MA 24 538 0 21 Aug 2023
SeqGPT: An Out-of-the-box Large Language Model for Open Domain Sequence Understanding Tianyu Yu Chengyue Jiang Chao Lou Shen Huang Xiaobin Wang ... Haitao Zheng Ningyu Zhang Pengjun Xie Fei Huang Yong-jia Jiang LRM 57 17 0 21 Aug 2023
Task Conditioned BERT for Joint Intent Detection and Slot-filling Diogo Tavares Pedro Azevedo David Semedo R. Sousa João Magalhães 16 4 0 11 Aug 2023
Slot Induction via Pre-trained Language Model Probing and Multi-level Contrastive Learning Hoang Nguyen Chenwei Zhang Ye Liu Philip S. Yu 31 5 0 09 Aug 2023