An Evaluation Dataset for Intent Classification and Out-of-Scope Prediction

4 September 2019

Jonathan K. Kummerfeld

Papers citing "An Evaluation Dataset for Intent Classification and Out-of-Scope Prediction"

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Title
RoNID: New Intent Discovery with Generated-Reliable Labels and Cluster-friendly Representations Shun Zhang Chaoran Yan Jian Yang Changyu Ren Jiaqi Bai Tongliang Li Zhoujun Li 44 1 0 13 Apr 2024
Your Finetuned Large Language Model is Already a Powerful Out-of-distribution Detector Andi Zhang Tim Z. Xiao Weiyang Liu Robert Bamler Damon J. Wischik OODD 53 4 0 07 Apr 2024
DivTOD: Unleashing the Power of LLMs for Diversifying Task-Oriented Dialogue Representations Weihao Zeng Dayuan Fu Keqing He Yejie Wang Yukai Xu Weiran Xu 51 2 0 31 Mar 2024
Jamba: A Hybrid Transformer-Mamba Language Model Opher Lieber Barak Lenz Hofit Bata Gal Cohen Jhonathan Osin ... Nir Ratner N. Rozen Erez Shwartz Mor Zusman Y. Shoham 39 208 0 28 Mar 2024
Conformal Intent Classification and Clarification for Fast and Accurate Intent Recognition Floris den Hengst Ralf Wolter Patrick Altmeyer Arda Kaygan 28 2 0 27 Mar 2024
BlendX: Complex Multi-Intent Detection with Blended Patterns Yejin Yoon Jungyeon Lee Kangsan Kim Chanhee Park Taeuk Kim 37 3 0 27 Mar 2024
Domain Adaptation in Intent Classification Systems: A Review Jesse Atuhurra Hidetaka Kamigaito Taro Watanabe Eric Nichols 45 0 0 26 Mar 2024
Naive Bayes-based Context Extension for Large Language Models Jianlin Su Murtadha Ahmed Wenbo Luo Abhishek Rao Denny Zhou Hyeontaek Lim 42 5 0 26 Mar 2024
New Intent Discovery with Attracting and Dispersing Prototype Shun Zhang Jian Yang Jiaqi Bai Chaoran Yan Tongliang Li Zhao Yan Zhoujun Li 54 4 0 25 Mar 2024
Visual Analytics for Fine-grained Text Classification Models and Datasets Munkhtulga Battogtokh Y. Xing Cosmin Davidescu Alfie Abdul-Rahman Michael Luck Rita Borgo 38 0 0 21 Mar 2024
MIntRec2.0: A Large-scale Benchmark Dataset for Multimodal Intent Recognition and Out-of-scope Detection in Conversations Hanlei Zhang Xin Wang Hua Xu Qianrui Zhou Kai Gao Jianhua Su jinyue Zhao Wenrui Li Yanting Chen 50 2 0 16 Mar 2024
Generating Hard-Negative Out-of-Scope Data with ChatGPT for Intent Classification Zhijian Li Stefan Larson Kevin Leach OODD 44 1 0 08 Mar 2024
Can Your Model Tell a Negation from an Implicature? Unravelling Challenges With Intent Encoders Yuwei Zhang Siffi Singh Sailik Sengupta Igor Shalyminov Hang Su Hwanjun Song Saab Mansour 40 2 0 07 Mar 2024
BootTOD: Bootstrap Task-oriented Dialogue Representations by Aligning Diverse Responses Weihao Zeng Keqing He Yejie Wang Dayuan Fu Weiran Xu 35 0 0 02 Mar 2024
Beyond the Known: Investigating LLMs Performance on Out-of-Domain Intent Detection Pei Wang Keqing He Yejie Wang Xiaoshuai Song Yutao Mou Jingang Wang Yunsen Xian Xunliang Cai Weiran Xu 39 6 0 27 Feb 2024
Long-Context Language Modeling with Parallel Context Encoding Howard Yen Tianyu Gao Danqi Chen 40 43 0 26 Feb 2024
Discriminant Distance-Aware Representation on Deterministic Uncertainty Quantification Methods Jiaxin Zhang Kamalika Das Kumar Sricharan UQCV 40 0 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 56 2 0 20 Feb 2024
Can LLMs Learn New Concepts Incrementally without Forgetting? Junhao Zheng Shengjie Qiu Qianli Ma CLL 45 0 0 13 Feb 2024
OmniDialog: An Omnipotent Pre-training Model for Task-Oriented Dialogue System Mingtao Yang See-Kiong Ng Jinlan Fu 36 1 0 28 Dec 2023
Transfer and Alignment Network for Generalized Category Discovery Wenbin An Feng Tian Wenkai Shi Yan Chen Y. Wu Qianying Wang Ping Chen 38 9 0 27 Dec 2023
Generalized Category Discovery with Large Language Models in the Loop Wenbin An Wenkai Shi Feng Tian Haonan Lin Qianying Wang ... Mingxiang Cai Luyan Wang Yan Chen Haiping Zhu Ping Chen 37 10 0 18 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
Learn or Recall? Revisiting Incremental Learning with Pre-trained Language Models Junhao Zheng Shengjie Qiu Qianli Ma 29 9 0 13 Dec 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 41 2 0 29 Nov 2023
Take One Step at a Time to Know Incremental Utility of Demonstration: An Analysis on Reranking for Few-Shot In-Context Learning Kazuma Hashimoto K. Raman Michael Bendersky 43 2 0 16 Nov 2023
SQATIN: Supervised Instruction Tuning Meets Question Answering for Improved Dialogue NLU E. Razumovskaia Goran Glavaš Anna Korhonen Ivan Vulić LRM 32 2 0 16 Nov 2023
Making LLMs Worth Every Penny: Resource-Limited Text Classification in Banking Lefteris Loukas Ilias Stogiannidis Odysseas Diamantopoulos Prodromos Malakasiotis Stavros Vassos 22 45 0 10 Nov 2023
A Review and Roadmap of Deep Causal Model from Different Causal Structures and Representations Hang Chen Keqing Du Chenguang Li Xinyu Yang 54 2 0 02 Nov 2023
Dense Retrieval as Indirect Supervision for Large-space Decision Making Nan Xu Fei Wang Mingtao Dong Muhao Chen RALM 26 4 0 28 Oct 2023
IntenDD: A Unified Contrastive Learning Approach for Intent Detection and Discovery Bhavuk Singhal Ashim Gupta P. ShivasankaranV Amrith Krishna 32 1 0 25 Oct 2023
A Diffusion Weighted Graph Framework for New Intent Discovery Wenkai Shi Wenbin An Feng Tian Qinghua Zheng Qianying Wang Ping Chen DiffM 42 9 0 24 Oct 2023
Universal Domain Adaptation for Robust Handling of Distributional Shifts in NLP Hyuhng Joon Kim Hyunsoo Cho Sang-Woo Lee Junyeob Kim Choonghyun Park Sang-goo Lee Kang Min Yoo Taeuk Kim VLM OOD 53 1 0 23 Oct 2023
Transductive Learning for Textual Few-Shot Classification in API-based Embedding Models Pierre Colombo Victor Pellegrain Malik Boudiaf Victor Storchan Myriam Tami Ismail Ben Ayed C´eline Hudelot Pablo Piantanida 38 8 0 21 Oct 2023
APP: Adaptive Prototypical Pseudo-Labeling for Few-shot OOD Detection Pei Wang Keqing He Yutao Mou Xiaoshuai Song Yanan Wu Jingang Wang Yunsen Xian Xunliang Cai Weiran Xu 21 3 0 20 Oct 2023
TK-KNN: A Balanced Distance-Based Pseudo Labeling Approach for Semi-Supervised Intent Classification Nicholas Botzer David Vasquez Tim Weninger I. Laradji 23 0 0 17 Oct 2023
Continual Generalized Intent Discovery: Marching Towards Dynamic and Open-world Intent Recognition Xiaoshuai Song Yutao Mou Keqing He Yueyan Qiu Pei Wang Weiran Xu 29 2 0 16 Oct 2023
Large Language Models Meet Open-World Intent Discovery and Recognition: An Evaluation of ChatGPT Xiaoshuai Song Keqing He Pei Wang Guanting Dong Yutao Mou Jingang Wang Yunsen Xian Xunliang Cai Weiran Xu LRM 47 14 0 16 Oct 2023
DNA: Denoised Neighborhood Aggregation for Fine-grained Category Discovery Wenbin An Feng Tian Wenkai Shi Yan Chen Qinghua Zheng Qianying Wang Ping Chen 41 5 0 16 Oct 2023
RSVP: Customer Intent Detection via Agent Response Contrastive and Generative Pre-Training Yu-Chien Tang Wei-Yao Wang An-Zi Yen Wenjie Peng 36 1 0 15 Oct 2023
InstructTODS: Large Language Models for End-to-End Task-Oriented Dialogue Systems Willy Chung Samuel Cahyawijaya Bryan Wilie Holy Lovenia Pascale Fung 32 5 0 13 Oct 2023
SNOiC: Soft Labeling and Noisy Mixup based Open Intent Classification Model Aditi Kanwar A. Seetha S. Chouhan R. Niyogi 27 0 0 11 Oct 2023
Improving End-to-End Speech Processing by Efficient Text Data Utilization with Latent Synthesis Jianqiao Lu Wenyong Huang Nianzu Zheng Xingshan Zeng Y. Yeung Xiao Chen SyDa 34 1 0 09 Oct 2023
FLatS: Principled Out-of-Distribution Detection with Feature-Based Likelihood Ratio Score Haowei Lin Yuntian Gu OODD 31 6 0 08 Oct 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 53 3 0 20 Sep 2023
In-Context Learning for Text Classification with Many Labels Aristides Milios Siva Reddy Dzmitry Bahdanau 22 34 0 19 Sep 2023
Continual Learning with Dirichlet Generative-based Rehearsal Min Zeng Wei Xue Qi-fei Liu Yi-Ting Guo CLL BDL 32 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 34 0 0 07 Sep 2023
Breaking the Bank with ChatGPT: Few-Shot Text Classification for Finance Lefteris Loukas Ilias Stogiannidis Prodromos Malakasiotis Stavros Vassos 37 19 0 28 Aug 2023
ChatGPT as Data Augmentation for Compositional Generalization: A Case Study in Open Intent Detection Yihao Fang Xianzhi Li Stephen W. Thomas Xiao-Dan Zhu 42 12 0 25 Aug 2023