AAAI 2024

2,864 papers

Exploiting Auxiliary Caption for Video Grounding

Hongxiang Li, Meng Cao, Xuxin Cheng, Yaowei Li, Zhihong Zhu

Advancing Spatial Reasoning in Large Language Models: An In-Depth Evaluation and Enhancement Using the StepGame Benchmark

Fangjun Li, David C. Hogg, Anthony G. Cohn

DeepSpeed Data Efficiency: Improving Deep Learning Model Quality and Training Efficiency via Efficient Data Sampling and Routing

Conglong Li, Zhewei Yao, Xiaoxia Wu, Minjia Zhang, Connor Holmes

Dialogue for Prompting: A Policy-Gradient-Based Discrete Prompt Generation for Few-Shot Learning

Chengzhengxu Li, Xiaoming Liu, Yichen Wang, Duyi Li, Yu Lan

Task Contamination: Language Models May Not Be Few-Shot Anymore

Changmao Li, Jeffrey Flanigan

Harnessing Holistic Discourse Features and Triadic Interaction for Sentiment Quadruple Extraction in Dialogues

Bobo Li, Hao Fei, Lizi Liao, Yu Zhao, Fangfang Su

Labels Need Prompts Too: Mask Matching for Natural Language Understanding Tasks

Bo Li, Wei Ye, Quansen Wang, Wen Zhao, Shikun Zhang

Continual Relation Extraction via Sequential Multi-Task Learning

Thanh-Thien Le, Manh Nguyen, Tung Thanh Nguyen, Linh Ngo Van, Thien Huu Nguyen

LAMPAT: Low-Rank Adaption for Multilingual Paraphrasing Using Adversarial Training

Khoi M. Le, Trinh Pham, Tho Quan, Anh Tuan Luu

Frequency Spectrum Is More Effective for Multimodal Representation and Fusion: A Multimodal Spectrum Rumor Detector

An Lao, Qi Zhang, Chongyang Shi, Longbing Cao, Kun Yi

Large Language Models Are Clinical Reasoners: Reasoning-Aware Diagnosis Framework with Prompt-Generated Rationales

Taeyoon Kwon, Kai Tzu-iunn Ong, Dongjin Kang, Seungjun Moon, Jeong Ryong Lee

A Hierarchical Network for Multimodal Document-Level Relation Extraction

Lingxing Kong, Jiuliang Wang, Zheng Ma, Qifeng Zhou, Jianbing Zhang

On Unsupervised Domain Adaptation: Pseudo Label Guided Mixup for Adversarial Prompt Tuning

Fanshuang Kong, Richong Zhang, Ziqiao Wang, Yongyi Mao

Improving Knowledge Extraction from LLMs for Task Learning through Agent Analysis

James R. Kirk, Robert E. Wray, Peter Lindes, John E. Laird

BOK-VQA: Bilingual outside Knowledge-Based Visual Question Answering via Graph Representation Pretraining

MinJun Kim, SeungWoo Song, YouHan Lee, Haneol Jang, KyungTae Lim

Unsupervised Extractive Summarization with Learnable Length Control Strategies

Renlong Jie, Xiaojun Meng, Xin Jiang, Qun Liu

ZO-AdaMU Optimizer: Adapting Perturbation by the Momentum and Uncertainty in Zeroth-Order Optimization

Shuoran Jiang, Qingcai Chen, Youcheng Pan, Yang Xiang, Yukang Lin

Debiasing Multimodal Sarcasm Detection with Contrastive Learning

Mengzhao Jia, Can Xie, Liqiang Jing

Chain-of-Thought Improves Text Generation with Citations in Large Language Models

Bin Ji, Huijun Liu, Mingzhe Du, See-Kiong Ng

Enhancing Zero-Shot Multi-Speaker TTS with Negated Speaker Representations

Yejin Jeon, Yunsu Kim, Gary Geunbae Lee

Revisiting Document-Level Relation Extraction with Context-Guided Link Prediction

Monika Jain, Raghava Mutharaju, Ramakanth Kavuluru, Kuldeep Singh

PMRC: Prompt-Based Machine Reading Comprehension for Few-Shot Named Entity Recognition

Jin Huang, Danfeng Yan, Yuanqiang Cai

Response Enhanced Semi-supervised Dialogue Query Generation

Jianheng Huang, Ante Wang, Linfeng Gao, Linfeng Song, Jinsong Su

Cross-Modal and Uni-Modal Soft-Label Alignment for Image-Text Retrieval

Hailang Huang, Zhijie Nie, Ziqiao Wang, Ziyu Shang

Towards Equipping Transformer with the Ability of Systematic Compositionality

Chen Huang, Peixin Qin, Wenqiang Lei, Jiancheng Lv

PoetryDiffusion: Towards Joint Semantic and Metrical Manipulation in Poetry Generation

Zhiyuan Hu, Chumin Liu, Yue Feng, Anh Tuan Luu, Bryan Hooi

Uncovering and Mitigating the Hidden Chasm: A Study on the Text-Text Domain Gap in Euphemism Identification

Yuxue Hu, Junsong Li, Mingmin Wu, Zhongqiang Huang, Gang Chen

Three Heads Are Better than One: Improving Cross-Domain NER with Progressive Decomposed Network

Xuming Hu, Zhaochen Hong, Yong Jiang, Zhichao Lin, Xiaobin Wang

Separate the Wheat from the Chaff: Model Deficiency Unlearning via Parameter-Efficient Module Operation

Xinshuo Hu, Dongfang Li, Baotian Hu, Zihao Zheng, Zhenyu Liu

Learning Robust Rationales for Model Explainability: A Guidance-Based Approach

Shuaibo Hu, Kui Yu

LLM vs Small Model? Large Language Model Based Text Augmentation Enhanced Personality Detection Model

Linmei Hu, Hongyu He, Duokang Wang, Ziwang Zhao, Yingxia Shao

ShareBERT: Embeddings Are Capable of Learning Hidden Layers

Jia Cheng Hu, Roberto Cavicchioli, Giulia Berardinelli, Alessandro Capotondi

ParaGuide: Guided Diffusion Paraphrasers for Plug-and-Play Textual Style Transfer

Zachary Horvitz, Ajay Patel, Chris Callison-Burch, Zhou Yu, Kathleen McKeown

Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries

Xinyi He, Mengyu Zhou, Xinrun Xu, Xiaojun Ma, Rui Ding

Improving Factual Error Correction by Learning to Inject Factual Errors

Xingwei He, Qianru Zhang, A-Long Jin, Jun Ma, Yuan Yuan

Can Large Language Models Understand Real-World Complex Instructions?

Qianyu He, Jie Zeng, Wenhao Huang, Lina Chen, Jin Xiao

Multi-Modal Latent Space Learning for Chain-of-Thought Reasoning in Language Models

Liqi He, Zuchao Li, Xiantao Cai, Ping Wang

Decoupling Representation and Knowledge for Few-Shot Intent Classification and Slot Filling

Jie Han, Yixiong Zou, Haozhao Wang, Jun Wang, Wei Liu

Small Language Model Can Self-Correct

Haixia Han, Jiaqing Liang, Jie Shi, Qianyu He, Yanghua Xiao

Audio Generation with Multiple Conditional Diffusion Model

Zhifang Guo, Jianguo Mao, Rui Tao, Long Yan, Kazushige Ouchi

MolTailor: Tailoring Chemical Molecular Representation to Specific Tasks via Text Prompts

Haoqiang Guo, Sendong Zhao, Haochun Wang, Yanrui Du, Bing Qin

Detecting and Preventing Hallucinations in Large Vision Language Models

Anisha Gunjal, Jihan Yin, Erhan Bas

Mitigating Large Language Model Hallucinations via Autonomous Knowledge Graph-Based Retrofitting

Xinyan Guan, Yanjiang Liu, Hongyu Lin, Yaojie Lu, Ben He

MM-TTS: Multi-Modal Prompt Based Style Transfer for Expressive Text-to-Speech Synthesis

Wenhao Guan, Yishuang Li, Tao Li, Hukai Huang, Feng Wang

DINGO: Towards Diverse and Fine-Grained Instruction-Following Evaluation

Zihui Gu, Xingwu Sun, Fengzong Lian, Zhanhui Kang, Chengzhong Xu

Xiezhi: An Ever-Updating Benchmark for Holistic Domain Knowledge Evaluation

Zhouhong Gu, Xiaoxuan Zhu, Haoning Ye, Lin Zhang, Jianchen Wang

CoPL: Contextual Prompt Learning for Vision-Language Understanding

Koustava Goswami, Srikrishna Karanam, Prateksha Udhayanan, K J Joseph, Balaji Vasan Srinivasan

What Makes Quantization for Large Language Model Hard? An Empirical Study from the Lens of Perturbation

Zhuocheng Gong, Jiahao Liu, Jingang Wang, Xunliang Cai, Dongyan Zhao

A General Search-Based Framework for Generating Textual Counterfactual Explanations

Daniel Gilo, Shaul Markovitch

Who Knows the Answer? Finding the Best Model and Prompt for Each Query Using Confidence-Based Search

Walter Gerych, Yara Rizk, Vatche Isahagian, Vinod Muthusamy, Evelyn Duesterwald

Discrepancy and Uncertainty Aware Denoising Knowledge Distillation for Zero-Shot Cross-Lingual Named Entity Recognition

Ling Ge, Chunming Hu, Guanghui Ma, Jihong Liu, Hong Zhang

DA-Net: A Disentangled and Adaptive Network for Multi-Source Cross-Lingual Transfer Learning

Ling Ge, Chunming Hu, Guanghui Ma, Jihong Liu, Hong Zhang

Customizing Language Model Responses with Contrastive In-Context Learning

Xiang Gao, Kamalika Das

Confucius: Iterative Tool Learning from Introspection Feedback by Easy-to-Difficult Curriculum

Shen Gao, Zhengliang Shi, Minghang Zhu, Bowen Fang, Xin Xin

Winnie: Task-Oriented Dialog System with Structure-Aware Contrastive Learning and Enhanced Policy Planning

Kaizhi Gao, Tianyu Wang, Zhongjing Ma, Suli Zou

BAND: Biomedical Alert News Dataset

Zihao Fu, Meiru Zhang, Zaiqiao Meng, Yannan Shen, David Buckeridge

Watermarking Conditional Text Generation for AI Detection: Unveiling Challenges and a Semantic-Aware Watermark Remedy

Yu Fu, Deyi Xiong, Yue Dong

Combining Multiple Supervision for Robust Zero-Shot Dense Retrieval

Yan Fang, Qingyao Ai, Jingtao Zhan, Yiqun Liu, Xiaolong Wu

Large Language Models Are Neurosymbolic Reasoners

Meng Fang, Shilong Deng, Yudi Zhang, Zijing Shi, Ling Chen

Quantum-Inspired Neural Network with Runge-Kutta Method

Zipeng Fan, Jing Zhang, Peng Zhang, Qianxi Lin, Hui Gao

Enhancing Low-Resource Relation Representations through Multi-View Decoupling

Chenghao Fan, Wei Wei, Xiaoye Qu, Zhenyi Lu, Wenfeng Xie

Can Large Language Models Serve as Rational Players in Game Theory? A Systematic Analysis

Caoyun Fan, Jindou Chen, Yaohui Jin, Hao He

Frugal LMs Trained to Invoke Symbolic Solvers Achieve Parameter-Efficient Arithmetic Reasoning

Subhabrata Dutta, Ishan Pandey, Joykirat Singh, Sunny Manchanda, Soumen Chakrabarti

AdaCCD: Adaptive Semantic Contrasts Discovery Based Cross Lingual Adaptation for Code Clone Detection

Yangkai Du, Tengfei Ma, Lingfei Wu, Xuhong Zhang, Shouling Ji

DocMSU: A Comprehensive Benchmark for Document-Level Multimodal Sarcasm Understanding

Hang Du, Guoshun Nan, Sicheng Zhang, Binzhu Xie, Junrui Xu

UniCATS: A Unified Context-Aware Text-to-Speech Framework with Contextual VQ-Diffusion and Vocoding

Chenpeng Du, Yiwei Guo, Feiyu Shen, Zhijun Liu, Zheng Liang

How to Trade Off the Quantity and Capacity of Teacher Ensemble: Learning Categorical Distribution to Stochastically Employ a Teacher for Distillation

Zixiang Ding, Guoqing Jiang, SHUAI ZHANG, Lin Guo, Wei LIN

From Retrieval to Generation: A Simple and Unified Generative Model for End-to-End Task-Oriented Dialogue

Zeyuan Ding, Zhihao Yang, Ling Luo, Yuanyuan Sun, Hongfei Lin

Enhancing Bilingual Lexicon Induction via Bi-directional Translation Pair Retrieving

Qiuyu Ding, Hailong Cao, Tiejun Zhao

Spanning the Spectrum of Hatred Detection: A Persian Multi-Label Hate Speech Dataset with Annotator Rationales

Zahra Delbari, Nafise Sadat Moosavi, Mohammad Taher Pilehvar

Unsupervised Layer-Wise Score Aggregation for Textual OOD Detection

Maxime DARRIN, Guillaume Staerman, Eduardo Dadalto Camara Gomes, Jackie C. K. Cheung, Pablo Piantanida

How to Protect Copyright Data in Optimization of Large Language Models?

Timothy Chu, Zhao Song, Chiwun Yang

DDDM-VC: Decoupled Denoising Diffusion Models with Disentangled Representation and Prior Mixup for Verified Robust Voice Conversion

Ha-Yeong Choi, Sang-Hoon Lee, Seong-Whan Lee

Cooper: Coordinating Specialized Agents towards a Complex Dialogue Goal

Yi Cheng, Wenge Liu, Jian Wang, Chak Tou Leong, Yi Ouyang

Towards Multi-Intent Spoken Language Understanding via Hierarchical Attention and Optimal Transport

Xuxin Cheng, Zhihong Zhu, Hongxiang Li, Yaowei Li, Xianwei Zhuang

Editing Language Model-Based Knowledge Graph Embeddings

Siyuan Cheng, Ningyu Zhang, Bozhong Tian, Xi Chen, Qingbin Liu

Talk Funny! A Large-Scale Humor Response Dataset with Chain-of-Humor Interpretation

Yuyan Chen, Yichen Yuan, Panjun Liu, Dayiheng Liu, Qinghao Guan

Journey to the Center of the Knowledge Neurons: Discoveries of Language-Independent Knowledge Neurons and Degenerate Knowledge Neurons

Yuheng Chen, Pengfei Cao, Yubo Chen, Kang Liu, Jun Zhao

Benchmarking Large Language Models on Controllable Generation under Diversified Instructions

Yihan Chen, Benfeng Xu, Quan Wang, Yi Liu, Zhendong Mao

Divergence-Guided Simultaneous Speech Translation

Xinjie Chen, Kai Fan, Wei Luo, Linlin Zhang, Libo Zhao

From Coarse to Fine: A Distillation Method for Fine-Grained Emotion-Causal Span Pair Extraction in Conversation

Xinhao Chen, Chong Yang, Changzhi Sun, Man Lan, Aimin Zhou

Modeling Adaptive Inter-Task Feature Interactions via Sentiment-Aware Contrastive Learning for Joint Aspect-Sentiment Prediction

Wei Chen, YuXuan Liu, Zhao Zhang, Fuzhen Zhuang, Jiang Zhong

Is a Large Language Model a Good Annotator for Event Extraction?

Ruirui Chen, Chengwei Qin, Weifeng Jiang, Dongkyu Choi

CIDR: A Cooperative Integrated Dynamic Refining Method for Minimal Feature Removal Problem

Qian Chen, Taolin Zhang, Dongyang Li, Xiaofeng He

Benchmarking Large Language Models in Retrieval-Augmented Generation

Jiawei Chen, Hongyu Lin, Xianpei Han, Le Sun

Visual Instruction Tuning with Polite Flamingo

Delong Chen, Jianfeng Liu, Wenliang Dai, Baoyuan Wang

Counterfactual-Enhanced Information Bottleneck for Aspect-Based Sentiment Analysis

Mingshan Chang, Min Yang, Qingshan Jiang, Ruifeng Xu

Compositional Generalization for Multi-Label Text Classification: A Data-Augmentation Approach

Yuyang Chai, Zhuang Li, Jiahui Liu, Lei Chen, Fei Li

CAR-Transformer: Cross-Attention Reinforcement Transformer for Cross-Lingual Summarization

Yuang Cai, Yuyu Yuan

MedBench: A Large-Scale Chinese Benchmark for Evaluating Medical Large Language Models

Yan Cai, Linlin Wang, Ye Wang, Gerard de Melo, Ya Zhang

Beyond Attention: Breaking the Limits of Transformer Context Length with Recurrent Memory

Aydar Bulatov, Yuri Kuratov, Yermek Kapushev, Mikhail Burtsev

When Do Program-of-Thought Works for Reasoning?

Zhen Bi, Ningyu Zhang, Yinuo Jiang, Shumin Deng, Guozhou Zheng

Graph of Thoughts: Solving Elaborate Problems with Large Language Models

Maciej Besta, Nils Blach, Ales Kubicek, Robert Gerstenberger, Michal Podstawski

All Should Be Equal in the Eyes of LMs: Counterfactually Aware Fair Text Generation

Pragyan Banerjee, Abhinav Java, Surgan Jandial, Simra Shahid, Shaz Furniturewala

Beyond Grounding: Extracting Fine-Grained Event Hierarchies across Modalities

Hammad Ayyubi, Christopher Thomas, Lovish Chum, Rahul Lokesh, Long Chen

WikiSQE: A Large-Scale Dataset for Sentence Quality Estimation in Wikipedia

Kenichiro Ando, Satoshi Sekine, Mamoru Komachi

DTF-AT: Decoupled Time-Frequency Audio Transformer for Event Classification

Tony Alex, Sara Ahmed, Armin Mustafa, Muhammad Awais, Philip JB Jackson

Frame Semantic Role Labeling Using Arbitrary-Order Conditional Random Fields

Chaoyi Ai, Kewei Tu

Balancing Humans and Machines: A Study on Integration Scale and Its Impact on Collaborative Performance

Rui Zou, Sannyuya Liu, Yawei Luo, Yaqi Liu, Jintian Feng

Decomposing Temporal Equilibrium Strategy for Coordinated Distributed Multi-Agent Reinforcement Learning

Chenyang Zhu, Wen Si, Jinyu Zhu, Zhihao Jiang