EMNLP 2023

2,732 papers

Finding Common Ground: Annotating and Predicting Common Ground in Spoken Conversations

Magdalena Markowska, Mohammad Taghizadeh, Adil Soubki, Seyed Mirroshandel, Owen Rambow

Few-shot Unified Question Answering: Tuning Models or Prompts?

Srijan Bansal, Semih Yavuz, Bo Pang, Meghana Bhat, Yingbo Zhou

Open Domain Multi-document Summarization: A Comprehensive Study of Model Brittleness under Retrieval

John Giorgi, Luca Soldaini, Bo Wang, Gary Bader, Kyle Lo

GSAP-NER: A Novel Task, Corpus, and Baseline for Scholarly Entity Extraction Focused on Machine Learning Models and Datasets

Wolfgang Otto, Matthäus Zloch, Lu Gan, Saurav Karmakar, Stefan Dietze

DistillCSE: Distilled Contrastive Learning for Sentence Embeddings

Jiahao Xu, Wei Shao, Lihui Chen, Lemao Liu

Blackbird language matrices (BLM), a new task for rule-like generalization in neural networks: Can Large Language Models pass the test?

Paola Merlo

Isotropic Representation Can Improve Zero-Shot Cross-Lingual Transfer on Multilingual Language Models

Yixin Ji, Jikai Wang, Juntao Li, Hai Ye, Min Zhang

Efficient k-NN Search with Cross-Encoders using Adaptive Multi-Round CUR Decomposition

Nishant Yadav, Nicholas Monath, Manzil Zaheer, Andrew McCallum

New Datasets and Controllable Iterative Data Augmentation Method for Code-switching ASR Error Correction

Zhaohong Wan, Xiaojun Wan, Wei Peng, Rongjun Li

Knowledge-Selective Pretraining for Attribute Value Extraction

Hui LIU, Qingyu Yin, Zhengyang Wang, Chenwei Zhang, Haoming Jiang

Speaking Style Conversion in the Waveform Domain Using Discrete Self-Supervised Units

Gallil Maimon, Yossi Adi

Open-ended Commonsense Reasoning with Unrestricted Answer Candidates

Chen Ling, Xuchao Zhang, Xujiang Zhao, Yanchi Liu, Wei Cheng

Measuring bias in Instruction-Following models with P-AT

Dario Onorati, Elena Sofia Ruzzetti, Davide Venditti, Leonardo Ranaldi, Fabio Massimo Zanzotto

Romanization-based Large-scale Adaptation of Multilingual Language Models

Sukannya Purkayastha, Sebastian Ruder, Jonas Pfeiffer, Iryna Gurevych, Ivan Vulić

Data Selection Curriculum for Abstractive Text Summarization

Shichao Sun, Ruifeng Yuan, Jianfei He, Ziqiang Cao, Wenjie Li

ZeroSCROLLS: A Zero-Shot Benchmark for Long Text Understanding

Uri Shaham, Maor Ivgi, Avia Efrat, Jonathan Berant, Omer Levy

SmartSpanNER: Making SpanNER Robust in Low Resource Scenarios

Min Zhang, Xiaosong Qiao, Yanqing Zhao, Shimin Tao, Hao Yang

Beyond Candidates : Adaptive Dialogue Agent Utilizing Persona and Knowledge

Jungwoo Lim, Myunghoon Kang, JINSUNG KIM, Jeongwook Kim, Yuna Hur

MCLF: A Multi-grained Contrastive Learning Framework for ASR-robust Spoken Language Understanding

Zhiqi Huang, Dongsheng Chen, Zhihong Zhu, Xuxin Cheng

Linguistic Compression in Single-Sentence Human-Written Summaries

Fangcong Yin, Marten van Schijndel

Analysis of Style-Shifting on Social Media: Using Neural Language Model Conditioned by Social Meanings

Seiya Kawano, Shota Kanezaki, Angel Fernando Garcia Contreras, Akishige Yuguchi, Marie Katsurai

On the Transferability of Visually Grounded PCFGs

Yanpeng Zhao, Ivan Titov

TR-Rules: Rule-based Model for Link Forecasting on Temporal Knowledge Graph Considering Temporal Redundancy

Ningyuan Li, Haihong E, Shi Li, Mingzhi Sun, Tianyu Yao

Uncertainty-aware Parameter-Efficient Self-training for Semi-supervised Language Understanding

Jianing Wang, Qiushi Sun, Nuo Chen, Chengyu Wang, Jun Huang

Frequency Balanced Datasets Lead to Better Language Models

Rodolfo Zevallos, Mireia Farrús, Núria Bel

TRIP: Accelerating Document-level Multilingual Pre-training via Triangular Document-level Pre-training on Parallel Data Triplets

Hongyuan Lu, Haoyang Huang, Shuming Ma, Dongdong Zhang, Wai Lam

Improving Factual Consistency for Knowledge-Grounded Dialogue Systems via Knowledge Enhancement and Alignment

Boyang Xue, Weichao Wang, Hongru Wang, Fei Mi, Rui Wang

Detecting Erroneously Recognized Handwritten Byzantine Text

John Pavlopoulos, Vasiliki Kougia, Paraskevi Platanou, Holger Essler

Flatness-Aware Prompt Selection Improves Accuracy and Sample Efficiency

Lingfeng Shen, Weiting Tan, Boyuan Zheng, Daniel Khashabi

ESPVR: Entity Spans Position Visual Regions for Multimodal Named Entity Recognition

Xiujiao Li, Guanglu Sun, Xinyu Liu

Beyond Layout Embedding: Layout Attention with Gaussian Biases for Structured Document Understanding

Xi Zhu, Xue Han, Shuyuan Peng, Shuo Lei, Chao Deng

Swap and Predict – Predicting the Semantic Changes in Words across Corpora by Context Swapping

Taichi Aida, Danushka Bollegala

CTQScorer: Combining Multiple Features for In-context Example Selection for Machine Translation

Aswanth Kumar, Ratish Puduppully, Raj Dabre, Anoop Kunchukuttan

Impact of Co-occurrence on Factual Knowledge of Large Language Models

Cheongwoong Kang, Jaesik Choi

Text2Tree: Aligning Text Representation to the Label Tree Hierarchy for Imbalanced Medical Classification

Jiahuan Yan, Haojun Gao, Zhang Kai, Weize Liu, Danny Chen

Generating Extractive Answers: Gated Recurrent Memory Reader for Conversational Question Answering

Xuanyu Zhang, Qing Yang

A Sequence-to-Structure Approach to Document-level Targeted Sentiment Analysis

Nan Song, Hongjie Cai, Rui Xia, Jianfei Yu, Zhen Wu

Are Language Models Worse than Humans at Following Prompts? It’s Complicated

Albert Webson, Alyssa Loo, Qinan Yu, Ellie Pavlick

Logic Unveils Truth, While Disguise Obscures It: Transition Logic Augmented Response Selection for Multi-Turn Dialogue

Tingchen Fu, Xueliang Zhao, Lemao Liu, Rui Yan

Effects of Human Adversarial and Affable Samples on BERT Generalization

Aparna Elangovan, Estrid He, Yuan Li, Karin Verspoor

Evaluating Dependencies in Fact Editing for Language Models: Specificity and Implication Awareness

Zichao Li, Ines Arous, Siva Reddy, Jackie Cheung

End-to-End Autoregressive Retrieval via Bootstrapping for Smart Reply Systems

Benjamin Towle, Ke Zhou

Culturally Aware Natural Language Inference

Jing Huang, Diyi Yang

Examining Inter-Consistency of Large Language Models Collaboration: An In-depth Analysis via Debate

Kai Xiong, Xiao Ding, Yixin Cao, Ting Liu, Bing Qin

Enhancing Argument Structure Extraction with Efficient Leverage of Contextual Information

Yun Luo, Zhen Yang, Fandong Meng, Yingjie Li, Jie Zhou

STEER: Unified Style Transfer with Expert Reinforcement

Skyler Hallinan, Faeze Brahman, Ximing Lu, Jaehun Jung, Sean Welleck

Hierarchical Fusion for Online Multimodal Dialog Act Classification

Md Messal Monem Miah, Adarsh Pyarelal, Ruihong Huang

POSQA: Probe the World Models of LLMs with Size Comparisons

Chang Shu, Jiuzhou Han, Fangyu Liu, Ehsan Shareghi, Nigel Collier

How Predictable Are Large Language Model Capabilities? A Case Study on BIG-bench

Qinyuan Ye, Harvey Fu, Xiang Ren, Robin Jia

Coherent Entity Disambiguation via Modeling Topic and Categorical Dependency

Zilin Xiao, Linjun Shou, Xingyao Zhang, Jie Wu, Ming Gong

ReadPrompt: A Readable Prompting Method for Reliable Knowledge Probing

Zezhong Wang, Luyao Ye, Hongru Wang, Wai-Chung Kwan, David Ho

Co-training and Co-distillation for Quality Improvement and Compression of Language Models

Hayeon Lee, Rui Hou, Jongpil Kim, Davis Liang, Hongbo Zhang

Reasoning Makes Good Annotators : An Automatic Task-specific Rules Distilling Framework for Low-resource Relation Extraction

Yilin Lu, Juncheng Li, Xiaoqiang Wang, Haochen Shi, Tao Chen

Good Meta-tasks Make A Better Cross-lingual Meta-transfer Learning for Low-resource Languages

Linjuan Wu, Zongyi Guo, Baoliang Cui, Haihong Tang, Weiming Lu

Learning Easily Updated General Purpose Text Representations with Adaptable Task-Specific Prefix

Kuan-Hao Huang, Liang Tan, Rui Hou, Sinong Wang, Amjad Almahairi

Exploring the Potential of Large Language Models in Generating Code-Tracing Questions for Introductory Programming Courses

Aysa Fan, Ranran Haoran Zhang, Luc Paquette, Rui Zhang

Improving Seq2Seq Grammatical Error Correction via Decoding Interventions

Houquan Zhou, Yumeng Liu, Zhenghua Li, Min Zhang, Bo Zhang

Towards Formality-Aware Neural Machine Translation by Leveraging Context Information

Dohee Kim, Yujin Baek, Soyoung Yang, Jaegul Choo

TabPrompt: Graph-based Pre-training and Prompting for Few-shot Table Understanding

Rihui Jin, Jianan Wang, Wei Tan, Yongrui Chen, Guilin Qi

Automatic Evaluate Dialogue Appropriateness by Using Dialogue Act

Bao Chen, Yuanjie Wang, Zeming Liu, Yuhang Guo

A Lightweight Method to Generate Unanswerable Questions in English

Vagrant Gautam, Miaoran Zhang, Dietrich Klakow

A Comprehensive Evaluation of Large Language Models on Legal Judgment Prediction

Ruihao Shui, Yixin Cao, Xiang Wang, Tat-Seng Chua

Dynamic Stashing Quantization for Efficient Transformer Training

Guo Yang, Daniel Lo, Robert Mullins, Yiren Zhao

VISTA: Visual-Textual Knowledge Graph Representation Learning

Jaejun Lee, Chanyoung Chung, Hochang Lee, Sungho Jo, Joyce Jiyoung Whang

Implicit Sense-labeled Connective Recognition as Text Generation

Yui Oka, Tsutomu Hirao

GDA: Grammar-based Data Augmentation for Text Classification using Slot Information

Joonghyuk Hahn, Hyunjoon Cheon, Elizabeth Orwig, Su-Hyeon Kim, Sang-Ki Ko

Pseudointelligence: A Unifying Lens on Language Model Evaluation

Shikhar Murty, Orr Paradise, Pratyusha Sharma

Lexical Repetitions Lead to Rote Learning: Unveiling the Impact of Lexical Overlap in Train and Test Reference Summaries

Prafulla Choubey, Alexander Fabbri, Caiming Xiong, Chien-Sheng Wu

Parameter-Efficient Cross-lingual Transfer of Vision and Language Models via Translation-based Alignment

Zhen Zhang, Jialu Wang, Xin Wang

RECAL: Sample-Relation Guided Confidence Calibration over Tabular Data

Wang HaoTian, Zhen Zhang, Mengting Hu, Qichao Wang, Liang Chen

Quantifying the Dialect Gap and its Correlates Across Languages

Anjali Kantharuban, Ivan Vulić, Anna Korhonen

Topic-DPR: Topic-based Prompts for Dense Passage Retrieval

Qingfa Xiao, Shuangyin Li, Lei Chen

Entity Disambiguation on a Tight Labeling Budget

Audi Primadhanty, Ariadna Quattoni

Measuring and Mitigating Constraint Violations of In-Context Learning for Utterance-to-API Semantic Parsing

Shufan Wang, Sébastien Jean, Sailik Sengupta, James Gung, Nikolaos Pappas

On Robustness of Finetuned Transformer-based NLP Models

Pavan Kalyan Reddy Neerudu, Subba Reddy Oota, Mounika Marreddy, Venkateswara Rao Kagita, Manish Gupta

Probing LLMs for Joint Encoding of Linguistic Categories

Giulio Starace, Konstantinos Papakostas, Rochelle Choenni, Apostolos Panagiotopoulos, Matteo Rosati

Stylized Dialogue Generation with Feature-Guided Knowledge Augmentation

Jinpeng Li, Zekai Zhang, Xiuying Chen, Dongyan Zhao, Rui Yan

Two Directions for Clinical Data Generation with Large Language Models: Data-to-Label and Label-to-Data

Rumeng Li, Xun Wang, Hong Yu

VIPHY: Probing “Visible” Physical Commonsense Knowledge

Shikhar Singh, Ehsan Qasemi, Muhao Chen

Summarizing Multiple Documents with Conversational Structure for Meta-Review Generation

Miao Li, Eduard Hovy, Jey Lau

Leveraging Multiple Teachers for Test-Time Adaptation of Language-Guided Classifiers

Kangda Wei, Sayan Ghosh, Rakesh Menon, Shashank Srivastava

RoMQA: A Benchmark for Robust, Multi-evidence, Multi-answer Question Answering

Victor Zhong, Weijia Shi, Wen-tau Yih, Luke Zettlemoyer

Visually Grounded Continual Language Learning with Selective Specialization

Kyra Ahrens, Lennart Bengtson, Jae Hee Lee, Stefan Wermter

Enhancing Abstractiveness of Summarization Models through Calibrated Distillation

Hwanjun Song, Igor Shalyminov, Hang Su, Siffi Singh, Kaisheng Yao

Evaluating Verifiability in Generative Search Engines

Nelson Liu, Tianyi Zhang, Percy Liang

Task-Attentive Transformer Architecture for Continual Learning of Vision-and-Language Tasks Using Knowledge Distillation

Yuliang Cai, Jesse Thomason, Mohammad Rostami

‘Person’ == Light-skinned, Western Man, and Sexualization of Women of Color: Stereotypes in Stable Diffusion

Sourojit Ghosh, Aylin Caliskan

Auto Search Indexer for End-to-End Document Retrieval

Tianchi Yang, Minghui Song, Zihan Zhang, Haizhen Huang, Weiwei Deng

Query-based Image Captioning from Multi-context 360cdegree Images

Koki Maeda, Shuhei Kurita, Taiki Miyanishi, Naoaki Okazaki

CREATOR: Tool Creation for Disentangling Abstract and Concrete Reasoning of Large Language Models

Cheng Qian, Chi Han, Yi Fung, Yujia Qin, Zhiyuan Liu

Towards large language model-based personal agents in the enterprise: Current trends and open problems

Vinod Muthusamy, Yara Rizk, Kiran Kate, Praveen Venkateswaran, Vatche Isahagian

Multi-Stage Pre-training Enhanced by ChatGPT for Multi-Scenario Multi-Domain Dialogue Summarization

Weixiao Zhou, Gengyao Li, Xianfu Cheng, Xinnian Liang, Junnan Zhu

Revisiting Large Language Models as Zero-shot Relation Extractors

Guozheng Li, Peng Wang, Wenjun Ke

KEPLET: Knowledge-Enhanced Pretrained Language Model with Topic Entity Awareness

Yichuan Li, Jialong Han, Kyumin Lee, Chengyuan Ma, Benjamin Yao

Contrastive Distant Supervision for Debiased and Denoised Machine Reading Comprehension

Ning Bian, Hongyu Lin, Xianpei Han, Ben He, Le Sun

Conditional Natural Language Inference

Youngwoo Kim, Razieh Rahimi, James Allan

An Empirical Study of Frame Selection for Text-to-Video Retrieval

Mengxia Wu, Min Cao, Yang Bai, Ziyin Zeng, Chen Chen

MCC-KD: Multi-CoT Consistent Knowledge Distillation

Hongzhan Chen, Siyue Wu, Xiaojun Quan, Rui Wang, Ming Yan

Hierarchical Catalogue Generation for Literature Review: A Benchmark

Kun Zhu, Xiaocheng Feng, Xiachong Feng, Yingsheng Wu, Bing Qin

Leveraging Structured Information for Explainable Multi-hop Question Answering and Reasoning

Ruosen Li, Xinya Du