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AAAI 2024

2,864 papers

History Matters: Temporal Knowledge Editing in Large Language Model

Xunjian Yin, Jin Jiang, Liming Yang, Xiaojun Wan

TextGT: A Double-View Graph Transformer on Text for Aspect-Based Sentiment Analysis

Shuo Yin, Guoqiang Zhong

Uni-MIS: United Multiple Intent Spoken Language Understanding via Multi-View Intent-Slot Interaction

Shangjian Yin, Peijie Huang, Yuhong Xu

Investigating the Effectiveness of Task-Agnostic Prefix Prompt for Instruction Following

Seonghyeon Ye, Hyeonbin Hwang, Sohee Yang, Hyeongu Yun, Yireun Kim

Exploring Post-training Quantization in LLMs from Comprehensive Study to Low Rank Compensation

Zhewei Yao, Xiaoxia Wu, Cheng Li, Stephen Youn, Yuxiong He

Zhongjing: Enhancing the Chinese Medical Capabilities of Large Language Model through Expert Feedback and Real-World Multi-Turn Dialogue

Songhua Yang, Hanjie Zhao, Senbin Zhu, Guangyu Zhou, Hongfei Xu

YTCommentQA: Video Question Answerability in Instructional Videos

Saelyne Yang, Sunghyun Park, Yunseok Jang, Moontae Lee

Tackling Vision Language Tasks through Learning Inner Monologues

Diji Yang, Kezhen Chen, Jinmeng Rao, Xiaoyuan Guo, Yawen Zhang

Robust Few-Shot Named Entity Recognition with Boundary Discrimination and Correlation Purification

Xiaojun Xue, Chunxia Zhang, Tianxiang Xu, Zhendong Niu

Question Calibration and Multi-Hop Modeling for Temporal Question Answering

Chao Xue, Di Liang, pengfei wang, Jing Zhang

SECap: Speech Emotion Captioning with Large Language Model

Yaoxun Xu, Hangting Chen, Jianwei Yu, Qiaochu Huang, Zhiyong Wu

ALISON: Fast and Effective Stylometric Authorship Obfuscation

Eric Xing, Saranya Venkatraman, Thai Le, Dongwon Lee

Automated Defect Report Generation for Enhanced Industrial Quality Control

Jiayuan Xie, Zhiping Zhou, Zihan Wu, Xinting Zhang, Jiexin Wang

DIUSum: Dynamic Image Utilization for Multimodal Summarization

Min Xiao, Junnan Zhu, Feifei Zhai, Yu Zhou, Chengqing Zong

Get an A in Math: Progressive Rectification Prompting

Zhenyu Wu, Meng Jiang, Chao Shen

De-biased Attention Supervision for Text Classification with Causality

Yiquan Wu, Yifei Liu, Ziyu Zhao, Weiming Lu, Yating Zhang

MindMap: Constructing Evidence Chains for Multi-Step Reasoning in Large Language Models

Yangyu Wu, Xu Han, Wei Song, Miaomiao Cheng, Fei Li

On the Affinity, Rationality, and Diversity of Hierarchical Topic Modeling

Xiaobao Wu, Fengjun Pan, Thong Nguyen, Yichao Feng, Chaoqun Liu

Improving Open-Domain Dialogue Response Generation with Multi-Source Multilingual Commonsense Knowledge

Sixing Wu, Jiong Yu, Jiahao Chen, Xiaofan Deng, Wei Zhou

Mitigating Idiom Inconsistency: A Multi-Semantic Contrastive Learning Method for Chinese Idiom Reading Comprehension

Mingmin Wu, Yuxue Hu, Yongcheng Zhang, Zeng Zhi, Guixin Su

ConsistNER: Towards Instructive NER Demonstrations for LLMs with the Consistency of Ontology and Context

Chenxiao Wu, Wenjun Ke, Peng Wang, Zhizhao Luo, Guozheng Li

Video Event Extraction with Multi-View Interaction Knowledge Distillation

Kaiwen Wei, Runyan Du, Li Jin, Jian Liu, Jianhua Yin

STAIR: Spatial-Temporal Reasoning with Auditable Intermediate Results for Video Question Answering

Yueqian Wang, Yuxuan Wang, Kai Chen, Dongyan Zhao

Knowledge Graph Prompting for Multi-Document Question Answering

Yu Wang, Nedim Lipka, Ryan A. Rossi, Alexa Siu, Ruiyi Zhang

A Positive-Unlabeled Metric Learning Framework for Document-Level Relation Extraction with Incomplete Labeling

Ye Wang, Huazheng Pan, Tao Zhang, Wen Wu, Wenxin Hu

LLMRG: Improving Recommendations through Large Language Model Reasoning Graphs

Yan Wang, Zhixuan Chu, Xin Ouyang, Simeng Wang, Hongyan Hao

DenoSent: A Denoising Objective for Self-Supervised Sentence Representation Learning

Xinghao Wang, Junliang He, Pengyu Wang, Yunhua Zhou, Tianxiang Sun

Mitigating the Impact of False Negative in Dense Retrieval with Contrastive Confidence Regularization

Shiqi Wang, Yeqin Zhang, Cam-Tu Nguyen

T-SciQ: Teaching Multimodal Chain-of-Thought Reasoning via Large Language Model Signals for Science Question Answering

Lei Wang, Yi Hu, Jiabang He, Xing Xu, Ning Liu

Learning from Failure: Improving Meeting Summarization without Good Samples

Ke Wang, Xiutian Zhao, Wei Peng

Restoring Speaking Lips from Occlusion for Audio-Visual Speech Recognition

Jiadong Wang, Zexu Pan, Malu Zhang, Robby T. Tan, Haizhou Li

Improving the Robustness of Knowledge-Grounded Dialogue via Contrastive Learning

Jiaan Wang, Jianfeng Qu, Kexin Wang, Zhixu Li, Wen Hua

Manifold-Based Verbalizer Space Re-embedding for Tuning-Free Prompt-Based Classification

Haochun Wang, Sendong Zhao, Chi Liu, Nuwa Xi, MuZhen Cai

Exploring Equation as a Better Intermediate Meaning Representation for Numerical Reasoning of Large Language Models

Dingzirui Wang, Longxu Dou, Wenbin Zhang, Junyu Zeng, Wanxiang Che

ESRL: Efficient Sampling-Based Reinforcement Learning for Sequence Generation

Chenglong Wang, Hang Zhou, Yimin Hu, Yifu Huo, Bei Li

Dependency Structure-Enhanced Graph Attention Networks for Event Detection

Qizhi Wan, Changxuan Wan, Keli Xiao, Kun Lu, Chenliang Li

Adaptive Graph Learning for Multimodal Conversational Emotion Detection

Geng Tu, Tian Xie, Bin Liang, Hongpeng Wang, Ruifeng Xu

Graph Neural Prompting with Large Language Models

Yijun Tian, Huan Song, Zichen Wang, Haozhu Wang, Ziqing Hu

InstructDoc: A Dataset for Zero-Shot Generalization of Visual Document Understanding with Instructions

Ryota Tanaka, Taichi Iki, Kyosuke Nishida, Kuniko Saito, Jun Suzuki

UMIE: Unified Multimodal Information Extraction with Instruction Tuning

Lin Sun, Kai Zhang, Qingyuan Li, Renze Lou

SciEval: A Multi-Level Large Language Model Evaluation Benchmark for Scientific Research

Liangtai Sun, Yang Han, Zihan Zhao, Da Ma, Zhennan Shen

Collaborative Synthesis of Patient Records through Multi-Visit Health State Inference

Hongda Sun, Hongzhan Lin, Rui Yan

SIG: Speaker Identification in Literature via Prompt-Based Generation

Zhenlin Su, Liyan Xu, Jin Xu, Jiangnan Li, Mingdu Huangfu

Wikiformer: Pre-training with Structured Information of Wikipedia for Ad-Hoc Retrieval

Weihang Su, Qingyao Ai, Xiangsheng Li, Jia Chen, Yiqun Liu

RoPDA: Robust Prompt-Based Data Augmentation for Low-Resource Named Entity Recognition

Sihan Song, Furao Shen, Jian Zhao

A Dual-Way Enhanced Framework from Text Matching Point of View for Multimodal Entity Linking

Shezheng Song, Shan Zhao, Chengyu Wang, Tianwei Yan, Shasha Li

TACIT: A Target-Agnostic Feature Disentanglement Framework for Cross-Domain Text Classification

Rui Song, Fausto Giunchiglia, Yingji Li, Mingjie Tian, Hao Xu

Preference Ranking Optimization for Human Alignment

Feifan Song, Bowen Yu, Minghao Li, Haiyang Yu, Fei Huang

Well, Now We Know! Unveiling Sarcasm: Initiating and Exploring Multimodal Conversations with Reasoning

Gopendra Vikram Singh, Mauajama Firdaus, Dushyant Singh Chauhan, Asif Ekbal, Pushpak Bhattacharyya

RewriteLM: An Instruction-Tuned Large Language Model for Text Rewriting

Lei Shu, Liangchen Luo, Jayakumar Hoskere, Yun Zhu, Yinxiao Liu

A Unified Knowledge Transfer Network for Generalized Category Discovery

Wenkai Shi, Wenbin An, Feng Tian, Yan Chen, Yaqiang Wu

CORECODE: A Common Sense Annotated Dialogue Dataset with Benchmark Tasks for Chinese Large Language Models

Dan Shi, Chaobin You, Jiantao Huang, Taihao Li, Deyi Xiong

Agile-Quant: Activation-Guided Quantization for Faster Inference of LLMs on the Edge

Xuan Shen, Peiyan Dong, LEI LU, Zhenglun Kong, Zhengang Li

OntoFact: Unveiling Fantastic Fact-Skeleton of LLMs via Ontology-Driven Reinforcement Learning

Ziyu Shang, Wenjun Ke, Nana Xiu, Peng Wang, Jiajun Liu

VELMA: Verbalization Embodiment of LLM Agents for Vision and Language Navigation in Street View

Raphael Schumann, Wanrong Zhu, Weixi Feng, Tsu-Jui Fu, Stefan Riezler

Better than Random: Reliable NLG Human Evaluation with Constrained Active Sampling

Jie Ruan, Xiao Pu, Mingqi Gao, Xiaojun Wan, Yuesheng Zhu

Using Artificial Populations to Study Psychological Phenomena in Neural Models

Jesse Roberts, Kyle Moore, Drew Wilenzick, Douglas Fisher

Exploring Transformer Extrapolation

Zhen Qin, Yiran Zhong, Hui Deng

MULTISCRIPT: Multimodal Script Learning for Supporting Open Domain Everyday Tasks

Jingyuan Qi, Minqian Liu, Ying Shen, Zhiyang Xu, Lifu Huang

A Joint Framework with Heterogeneous-Relation-Aware Graph and Multi-Channel Label Enhancing Strategy for Event Causality Extraction

Ruili Pu, Yang Li, Jun Zhao, Suge Wang, Deyu Li

A Novel Energy Based Model Mechanism for Multi-Modal Aspect-Based Sentiment Analysis

Tianshuo Peng, Zuchao Li, Ping Wang, Lefei Zhang, Hai Zhao

Preparing Lessons for Progressive Training on Language Models

Yu Pan, Ye Yuan, Yichun Yin, Jiaxin Shi, Zenglin Xu

Fact-Driven Logical Reasoning for Machine Reading Comprehension

Siru Ouyang, Zhuosheng Zhang, Hai Zhao

Aspect-Based Sentiment Analysis with Explicit Sentiment Augmentations

Jihong Ouyang, Zhiyao Yang, Silong Liang, Bing Wang, Yimeng Wang

Code-Style In-Context Learning for Knowledge-Based Question Answering

Zhijie Nie, Richong Zhang, Zhongyuan Wang, Xudong Liu

READ-PVLA: Recurrent Adapter with Partial Video-Language Alignment for Parameter-Efficient Transfer Learning in Low-Resource Video-Language Modeling

Thong Nguyen, Xiaobao Wu, Xinshuai Dong, Khoi M. Le, Zhiyuan Hu

Self-Supervised Disentangled Representation Learning for Robust Target Speech Extraction

Zhaoxi Mu, Xinyu Yang, Sining Sun, Qing Yang

Accelerating the Global Aggregation of Local Explanations

Alon Mor, Yonatan Belinkov, Benny Kimelfeld

KAM-CoT: Knowledge Augmented Multimodal Chain-of-Thoughts Reasoning

Debjyoti Mondal, Suraj Modi, Subhadarshi Panda, Rituraj Singh, Godawari Sudhakar Rao

MCL-NER: Cross-Lingual Named Entity Recognition via Multi-View Contrastive Learning

Ying Mo, Jian Yang, Jiahao Liu, Qifan Wang, Ruoyu Chen

Underspecification in Language Modeling Tasks: A Causality-Informed Study of Gendered Pronoun Resolution

Emily McMilin

Span Graph Transformer for Document-Level Named Entity Recognition

Hongli Mao, Xian-Ling Mao, Hanlin Tang, Yu-Ming Shang, Heyan Huang

Mastering Context-to-Label Representation Transformation for Event Causality Identification with Diffusion Models

Hieu Man, Franck Dernoncourt, Thien Huu Nguyen

STAR: Boosting Low-Resource Information Extraction by Structure-to-Text Data Generation with Large Language Models

Mingyu Derek Ma, Xiaoxuan Wang, Po-Nien Kung, P. Jeffrey Brantingham, Nanyun Peng

Synergistic Anchored Contrastive Pre-training for Few-Shot Relation Extraction

Da Luo, Yanglei Gan, Rui Hou, Run Lin, Qiao Liu

Generative Multi-Modal Knowledge Retrieval with Large Language Models

Xinwei Long, Jiali Zeng, Fandong Meng, Zhiyuan Ma, Kaiyan Zhang

QuerySum: A Multi-Document Query-Focused Summarization Dataset Augmented with Similar Query Clusters

Yushan Liu, Zili Wang, Ruifeng Yuan

Improved Graph Contrastive Learning for Short Text Classification

Yonghao Liu, Lan Huang, Fausto Giunchiglia, Xiaoyue Feng, Renchu Guan

Robust Evaluation Measures for Evaluating Social Biases in Masked Language Models

Yang Liu

Emotion Rendering for Conversational Speech Synthesis with Heterogeneous Graph-Based Context Modeling

Rui Liu, Yifan Hu, Yi Ren, Xiang Yin, Haizhou Li

Adaptive Prompt Routing for Arbitrary Text Style Transfer with Pre-trained Language Models

Qingyi Liu, Jinghui Qin, Wenxuan Ye, Hao Mou, Yuxuan He

Hierarchical Aligned Multimodal Learning for NER on Tweet Posts

Peipei Liu, Hong Li, Yimo Ren, Jie Liu, Shuaizong Si

TA&AT: Enhancing Task-Oriented Dialog with Turn-Level Auxiliary Tasks and Action-Tree Based Scheduled Sampling

Longxiang Liu, Xiuxing Li, Yang Feng

Chinese Spelling Correction as Rephrasing Language Model

Linfeng Liu, Hongqiu Wu, Hai Zhao

Beyond Entities: A Large-Scale Multi-Modal Knowledge Graph with Triplet Fact Grounding

Jingping Liu, Mingchuan Zhang, Weichen Li, Chao Wang, Shuang Li

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

Bootstrapping Large Language Models for Radiology Report Generation

Chang Liu, Yuanhe Tian, Weidong Chen, Yan Song, Yongdong Zhang

CFEVER: A Chinese Fact Extraction and VERification Dataset

Ying-Jia Lin, Chun-Yi Lin, Chia-Jen Yeh, Yi-Ting Li, Yun-Yu Hu

Machine-Created Universal Language for Cross-Lingual Transfer

Yaobo Liang, Quanzhi Zhu, Junhe Zhao, Nan Duan

FlexKBQA: A Flexible LLM-Powered Framework for Few-Shot Knowledge Base Question Answering

Zhenyu Li, Sunqi Fan, Yu Gu, Xiuxing Li, Zhichao Duan

LatestEval: Addressing Data Contamination in Language Model Evaluation through Dynamic and Time-Sensitive Test Construction

Yucheng Li, Frank Guerin, Chenghua Lin

Turning Dust into Gold: Distilling Complex Reasoning Capabilities from LLMs by Leveraging Negative Data

Yiwei Li, Peiwen Yuan, Shaoxiong Feng, Boyuan Pan, Bin Sun

EcomGPT: Instruction-Tuning Large Language Models with Chain-of-Task Tasks for E-commerce

Yangning Li, Shirong Ma, Xiaobin Wang, Shen Huang, Chengyue Jiang

Dialogues Are Not Just Text: Modeling Cognition for Dialogue Coherence Evaluation

Xue Li, Jia Su, Yang Yang, Zipeng Gao, Xinyu Duan

PMET: Precise Model Editing in a Transformer

Xiaopeng Li, Shasha Li, Shezheng Song, Jing Yang, Jun Ma

Translate Meanings, Not Just Words: IdiomKB’s Role in Optimizing Idiomatic Translation with Language Models

Shuang Li, Jiangjie Chen, Siyu Yuan, Xinyi Wu, Hao Yang

Object Attribute Matters in Visual Question Answering

Peize Li, Qingyi Si, Peng Fu, Zheng Lin, Yan Wang

Norm Tweaking: High-Performance Low-Bit Quantization of Large Language Models

Liang Li, Qingyuan Li, Bo Zhang, Xiangxiang Chu

Enhancing Multi-Label Classification via Dynamic Label-Order Learning

Jiangnan Li, Yice Zhang, Shiwei Chen, Ruifeng Xu

VLN-Video: Utilizing Driving Videos for Outdoor Vision-and-Language Navigation

Jialu Li, Aishwarya Padmakumar, Gaurav Sukhatme, Mohit Bansal