Title
The Devil Is in the Word Alignment Details: On Translation-Based Cross-Lingual Transfer for Token Classification Tasks Benedikt Ebing Goran Glavas 29 0 0 15 May 2025
LiveLongBench: Tackling Long-Context Understanding for Spoken Texts from Live Streams Yongxuan Wu Runyu Chen Peiyu Liu Hongjin Qian RALM 39 0 0 24 Apr 2025
From Large to Super-Tiny: End-to-End Optimization for Cost-Efficient LLMs Jiliang Ni Jiachen Pu Zhongyi Yang Kun Zhou Hui Wang Xiaoliang Xiao Dakui Wang Xin Li Jingfeng Luo Conggang Hu 34 0 0 18 Apr 2025
Large Language Model Compression via the Nested Activation-Aware Decomposition Jun Lu Tianyi Xu Bill Ding David Li Yu Kang 37 0 0 21 Mar 2025
ESPnet-SDS: Unified Toolkit and Demo for Spoken Dialogue Systems Siddhant Arora Yifan Peng Jiatong Shi Jinchuan Tian William Chen ... Yosuke Kashiwagi E. Tsunoo Shuichiro Shimizu Vaibhav Srivastav Shinji Watanabe 42 0 0 11 Mar 2025
Can a Single Model Master Both Multi-turn Conversations and Tool Use? CoALM: A Unified Conversational Agentic Language Model Emre Can Acikgoz Jeremiah Greer Akul Datta Ze Yang William Zeng Oussama Elachqar Emmanouil Koukoumidis Dilek Hakkani-Tür Gökhan Tür LLMAG 105 3 0 20 Feb 2025
Suboptimal Shapley Value Explanations Xiaolei Lu FAtt 65 0 0 17 Feb 2025
Multi-Granularity Open Intent Classification via Adaptive Granular-Ball Decision Boundary Y. Li Xiaocao Ouyang Chaofan Pan J. Zhang Sen Zhao Shuyin Xia Xin Yang G. Wang Tianrui Li 81 0 0 18 Dec 2024
Predicting User Intents and Musical Attributes from Music Discovery Conversations Daeyong Kwon Seungheon Doh Juhan Nam 95 0 0 19 Nov 2024
IntentGPT: Few-shot Intent Discovery with Large Language Models Juan A. Rodriguez Nicholas Botzer David Vazquez Christopher Pal M. Pedersoli I. Laradji VLM 68 3 0 16 Nov 2024
AndroidLab: Training and Systematic Benchmarking of Android Autonomous Agents Yifan Xu Xiao Liu X. Sun Siyi Cheng Hao Yu Hanyu Lai Shudan Zhang Dan Zhang Jie Tang Yuxiao Dong LLMAG 44 7 0 31 Oct 2024
A Pointer Network-based Approach for Joint Extraction and Detection of Multi-Label Multi-Class Intents Ankan Mullick Sombit Bose Abhilash Nandy G. Chaitanya Pawan Goyal 24 0 0 29 Oct 2024
A Survey of Ontology Expansion for Conversational Understanding Jinggui Liang Yuxia Wu Yuan Fang Hao Fei Lizi Liao 27 1 0 19 Oct 2024
EH-MAM: Easy-to-Hard Masked Acoustic Modeling for Self-Supervised Speech Representation Learning Ashish Seth Ramaneswaran Selvakumar S. Sakshi Sonal Kumar Sreyan Ghosh Dinesh Manocha 24 0 0 17 Oct 2024
Efficacy of Synthetic Data as a Benchmark Gaurav Maheshwari Dmitry Ivanov Kevin El Haddad SyDa 20 6 0 18 Sep 2024
Speech-MASSIVE: A Multilingual Speech Dataset for SLU and Beyond Beomseok Lee Ioan Calapodescu Marco Gaido Matteo Negri Laurent Besacier AuLLM 37 3 0 07 Aug 2024
Interpretation of the Intent Detection Problem as Dynamics in a Low-dimensional Space Eduardo Sánchez-Karhunen Jose F. Quesada-Moreno Miguel A. Gutiérrez-Naranjo 16 0 0 05 Aug 2024
Exploring Description-Augmented Dataless Intent Classification Ruoyu Hu Foaad Khosmood Abbas Edalat AI4TS 37 0 0 25 Jul 2024
One Stone, Four Birds: A Comprehensive Solution for QA System Using Supervised Contrastive Learning Bo Wang Tsunenori Mine AAML 38 0 0 12 Jul 2024
HyperLoader: Integrating Hypernetwork-Based LoRA and Adapter Layers into Multi-Task Transformers for Sequence Labelling Jesús-Germán Ortiz-Barajas Helena Gómez-Adorno Thamar Solorio 30 1 0 01 Jul 2024
An Adapter-Based Unified Model for Multiple Spoken Language Processing Tasks Varsha Suresh Salah Ait-Mokhtar Caroline Brun Ioan Calapodescu 23 0 0 20 Jun 2024
Fighting Randomness with Randomness: Mitigating Optimisation Instability of Fine-Tuning using Delayed Ensemble and Noisy Interpolation Branislav Pecher Ján Cegin Róbert Belanec Jakub Simko Ivan Srba M. Bieliková 41 1 0 18 Jun 2024
CroPrompt: Cross-task Interactive Prompting for Zero-shot Spoken Language Understanding Libo Qin Fuxuan Wei Qiguang Chen Jingxuan Zhou Shijue Huang Jiasheng Si Wenpeng Lu Wanxiang Che LRM VLM 40 0 0 15 Jun 2024
On the Evaluation of Speech Foundation Models for Spoken Language Understanding Siddhant Arora Ankita Pasad Chung-Ming Chien Jionghao Han Roshan S. Sharma ... William Chen Suwon Shon Hung-yi Lee Karen Livescu Shinji Watanabe ELM 43 4 0 14 Jun 2024
Self-Supervised Speech Representations are More Phonetic than Semantic Kwanghee Choi Ankita Pasad Tomohiko Nakamura Satoru Fukayama Karen Livescu Shinji Watanabe 29 14 0 12 Jun 2024
Multimodal Contextualized Semantic Parsing from Speech Jordan Voas Raymond Mooney David Harwath 46 0 0 10 Jun 2024
ABEX: Data Augmentation for Low-Resource NLU via Expanding Abstract Descriptions Sreyan Ghosh Utkarsh Tyagi Sonal Kumar C. K. Evuru S Ramaneswaran S. Sakshi Dinesh Manocha 45 5 0 06 Jun 2024
Towards Spoken Language Understanding via Multi-level Multi-grained Contrastive Learning Xuxin Cheng Wanshi Xu Zhihong Zhu Hongxiang Li Yuexian Zou 61 13 0 31 May 2024
Improved Out-of-Scope Intent Classification with Dual Encoding and Threshold-based Re-Classification Hossam Zawbaa Wael Rashwan Sourav Dutta H. Assem OODD 36 0 0 30 May 2024
Contrastive and Consistency Learning for Neural Noisy-Channel Model in Spoken Language Understanding Suyoung Kim Jiyeon Hwang Ho-Young Jung 32 0 0 23 May 2024
Combining Denoising Autoencoders with Contrastive Learning to fine-tune Transformer Models Alejo López-Ávila Víctor Suárez-Paniagua 19 1 0 23 May 2024
A Study of Posterior Stability for Time-Series Latent Diffusion Yangming Li M. Schaar 28 0 0 22 May 2024
Liberating Seen Classes: Boosting Few-Shot and Zero-Shot Text Classification via Anchor Generation and Classification Reframing Han Liu Siyang Zhao Xiaotong Zhang Feng Zhang Wei Wang Fenglong Ma Hongyang Chen Hong Yu Xianchao Zhang VLM 27 2 0 06 May 2024
AutoGluon-Multimodal (AutoMM): Supercharging Multimodal AutoML with Foundation Models Zhiqiang Tang Haoyang Fang Su Zhou Taojiannan Yang Zihan Zhong Tony Hu Katrin Kirchhoff George Karypis 40 11 0 24 Apr 2024
Incubating Text Classifiers Following User Instruction with Nothing but LLM Letian Peng Jingbo Shang 43 3 0 16 Apr 2024
A Large-Scale Evaluation of Speech Foundation Models Shu-Wen Yang Heng-Jui Chang Zili Huang Andy T. Liu Cheng-I Jeff Lai ... Kushal Lakhotia Shang-Wen Li Abdelrahman Mohamed Shinji Watanabe Hung-yi Lee 38 19 0 15 Apr 2024
Traitement quantique des langues : {é}tat de lárt S. Campano T. Nabil Meryl Bothua 34 0 0 09 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 44 4 0 07 Apr 2024
Using Interpretation Methods for Model Enhancement Zhuo Chen Chengyue Jiang Kewei Tu 19 2 0 02 Apr 2024
CoDa: Constrained Generation based Data Augmentation for Low-Resource NLP Chandra Kiran Reddy Evuru Sreyan Ghosh Sonal Kumar S. Ramaneswaran Utkarsh Tyagi Dinesh Manocha 42 8 0 30 Mar 2024
Does Faithfulness Conflict with Plausibility? An Empirical Study in Explainable AI across NLP Tasks Xiaolei Lu Jianghong Ma 18 0 0 29 Mar 2024
New Semantic Task for the French Spoken Language Understanding MEDIA Benchmark Nadege Alavoine G. Laperriere Christophe Servan Sahar Ghannay Sophie Rosset VLM 29 0 0 28 Mar 2024
mALBERT: Is a Compact Multilingual BERT Model Still Worth It? Christophe Servan Sahar Ghannay Sophie Rosset 36 0 0 27 Mar 2024
BlendX: Complex Multi-Intent Detection with Blended Patterns Yejin Yoon Jungyeon Lee Kangsan Kim Chanhee Park Taeuk Kim 24 3 0 27 Mar 2024
Domain Adaptation in Intent Classification Systems: A Review Jesse Atuhurra Hidetaka Kamigaito Taro Watanabe Eric Nichols 35 0 0 26 Mar 2024
ILLUMINER: Instruction-tuned Large Language Models as Few-shot Intent Classifier and Slot Filler Paramita Mirza Viju Sudhi S. Sahoo Sinchana Ramakanth Bhat 23 4 0 26 Mar 2024
LLM2LLM: Boosting LLMs with Novel Iterative Data Enhancement Nicholas Lee Thanakul Wattanawong Sehoon Kim K. Mangalam Sheng Shen Gopala Anumanchipalli Michael W. Mahoney Kurt Keutzer A. Gholami 61 46 0 22 Mar 2024
Privacy-Preserving End-to-End Spoken Language Understanding Ying-Gui Wang Wei Huang Le Yang PILM 27 5 0 22 Mar 2024
HETAL: Efficient Privacy-preserving Transfer Learning with Homomorphic Encryption Seewoo Lee Garam Lee Jung Woo Kim Junbum Shin Mun-Kyu Lee 30 25 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 32 2 0 16 Mar 2024