EMNLP

Multilingual Large Language Models Are Not (Yet) Code-Switchers

Ruochen Zhang, Samuel Cahyawijaya, Jan Christian Blaise Cruz, Genta Indra Winata, Alham Fikri Aji

Comments Accepted at EMNLP 2023

CompoundPiece: Evaluating and Improving Decompounding Performance of Language Models

Benjamin Minixhofer, Jonas Pfeiffer, Ivan Vulić

Comments EMNLP 2023

Prompting is not a substitute for probability measurements in large language models

Jennifer Hu, Roger Levy

Comments Camera-ready version for EMNLP 2023

SCITAB: A Challenging Benchmark for Compositional Reasoning and Claim Verification on Scientific Tables

Xinyuan Lu, Liangming Pan, Qian Liu, Preslav Nakov, Min-Yen Kan

Comments Accepted at EMNLP 2023 (main conference, long paper)

Beyond Labels: Empowering Human Annotators with Natural Language Explanations through a Novel Active-Learning Architecture

Bingsheng Yao, Ishan Jindal, Lucian Popa, Yannis Katsis, Sayan Ghosh, Lihong He, Yuxuan Lu, Shashank Srivastava, Yunyao Li, James Hendler, Dakuo Wang

Comments Accepted to EMNLP 2023 Findings

Ditto: A Simple and Efficient Approach to Improve Sentence Embeddings

Qian Chen, Wen Wang, Qinglin Zhang, Siqi Zheng, Chong Deng, Hai Yu, Jiaqing Liu, Yukun Ma, Chong Zhang

Comments 8 pages, accepted by EMNLP 2023 short paper, the source code can be found at https://github.com/alibaba-damo-academy/SpokenNLP/tree/main/ditto

Mirages: On Anthropomorphism in Dialogue Systems

Gavin Abercrombie, Amanda Cercas Curry, Tanvi Dinkar, Verena Rieser, Zeerak Talat

Comments Accepted for publication at EMNLP. See ACL Anthology for published version

StructGPT: A General Framework for Large Language Model to Reason over Structured Data

Jinhao Jiang, Kun Zhou, Zican Dong, Keming Ye, Wayne Xin Zhao, Ji-Rong Wen

Comments LLM+Structured Data(KG, Table, DB); EMNLP-23 Camera-ready

ZARA: Improving Few-Shot Self-Rationalization for Small Language Models

Wei-Lin Chen, An-Zi Yen, Cheng-Kuang Wu, Hen-Hsen Huang, Hsin-Hsi Chen

Comments Accepted as a long paper at EMNLP Findings 2023

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

Nishant Yadav, Nicholas Monath, Manzil Zaheer, Andrew McCallum

Comments Findings of EMNLP 2023

The Benefits of Label-Description Training for Zero-Shot Text Classification

Lingyu Gao, Debanjan Ghosh, Kevin Gimpel

Comments Accepted at the EMNLP 2023 main conference (long paper)

Self-supervised Meta-Prompt Learning with Meta-Gradient Regularization for Few-shot Generalization

Kaihang Pan, Juncheng Li, Hongye Song, Jun Lin, Xiaozhong Liu, Siliang Tang

Comments Accepted by EMNLP 2023 (Findings)

IRRGN: An Implicit Relational Reasoning Graph Network for Multi-turn Response Selection

Jingcheng Deng, Hengwei Dai, Xuewei Guo, Yuanchen Ju, Wei Peng

Comments Accepted by EMNLP 2022

Understanding ME? Multimodal Evaluation for Fine-grained Visual Commonsense

Zhecan Wang, Haoxuan You, Yicheng He, Wenhao Li, Kai-Wei Chang, Shih-Fu Chang

Comments Accepted to EMNLP 2022 Long Paper

Journal ref EMNLP 2022

Analyzing Multi-Task Learning for Abstractive Text Summarization

Frederic Kirstein, Jan Philip Wahle, Terry Ruas, Bela Gipp

Journal ref EMNLP-GEM 2022

InterFair: Debiasing with Natural Language Feedback for Fair Interpretable Predictions

Bodhisattwa Prasad Majumder, Zexue He, Julian McAuley

Comments Accepted in EMNLP 2023 (Main)

M2DF: Multi-grained Multi-curriculum Denoising Framework for Multimodal Aspect-based Sentiment Analysis

Fei Zhao, Chunhui Li, Zhen Wu, Yawen Ouyang, Jianbing Zhang, Xinyu Dai

Comments Accepted by EMNLP 2023

Prefix-Tuning Based Unsupervised Text Style Transfer

Huiyu Mai, Wenhao Jiang, Zhihong Deng

Journal ref EMNLP 2023 (Findings)

Learning to Correct Noisy Labels for Fine-Grained Entity Typing via Co-Prediction Prompt Tuning

Minghao Tang, Yongquan He, Yongxiu Xu, Hongbo Xu, Wenyuan Zhang, Yang Lin

Comments Accepted by Findings of EMNLP 2023, 11 pages

JointMatch: A Unified Approach for Diverse and Collaborative Pseudo-Labeling to Semi-Supervised Text Classification

Henry Peng Zou, Cornelia Caragea

Comments Accepted by EMNLP 2023 (Main)

DeCrisisMB: Debiased Semi-Supervised Learning for Crisis Tweet Classification via Memory Bank

Henry Peng Zou, Yue Zhou, Weizhi Zhang, Cornelia Caragea

Comments Accepted by EMNLP 2023 (Findings)

Exploring the Boundaries of GPT-4 in Radiology

Qianchu Liu, Stephanie Hyland, Shruthi Bannur, Kenza Bouzid, Daniel C. Castro, Maria Teodora Wetscherek, Robert Tinn, Harshita Sharma, Fernando Pérez-García, Anton Schwaighofer, Pranav Rajpurkar, Sameer Tajdin Khanna, Hoifung Poon, Naoto Usuyama, Anja Thieme, Aditya V. Nori, Matthew P. Lungren, Ozan Oktay, Javier Alvarez-Valle

Comments EMNLP 2023 main

Unveiling the Multi-Annotation Process: Examining the Influence of Annotation Quantity and Instance Difficulty on Model Performance

Pritam Kadasi, Mayank Singh

Comments 18 pages, Accepted to Findings of EMNLP 2023

The Skipped Beat: A Study of Sociopragmatic Understanding in LLMs for 64 Languages

Chiyu Zhang, Khai Duy Doan, Qisheng Liao, Muhammad Abdul-Mageed

Comments Accepted by EMNLP 2023 Main conference

Evaluating Large Language Models on Controlled Generation Tasks

Jiao Sun, Yufei Tian, Wangchunshu Zhou, Nan Xu, Qian Hu, Rahul Gupta, John Frederick Wieting, Nanyun Peng, Xuezhe Ma

Comments EMNLP 2023

Improving Seq2Seq Grammatical Error Correction via Decoding Interventions

Houquan Zhou, Yumeng Liu, Zhenghua Li, Min Zhang, Bo Zhang, Chen Li, Ji Zhang, Fei Huang

Comments Accept to Findings of EMNLP 2023

Dual-Feedback Knowledge Retrieval for Task-Oriented Dialogue Systems

Tianyuan Shi, Liangzhi Li, Zijian Lin, Tao Yang, Xiaojun Quan, Qifan Wang

Comments Accepted to EMNLP 2023 (Main Conference)

Turn-Level Active Learning for Dialogue State Tracking

Zihan Zhang, Meng Fang, Fanghua Ye, Ling Chen, Mohammad-Reza Namazi-Rad

Comments EMNLP 2023 Main Conference

CITB: A Benchmark for Continual Instruction Tuning

Zihan Zhang, Meng Fang, Ling Chen, Mohammad-Reza Namazi-Rad

Comments EMNLP 2023 Findings

InstructExcel: A Benchmark for Natural Language Instruction in Excel

Justin Payan, Swaroop Mishra, Mukul Singh, Carina Negreanu, Christian Poelitz, Chitta Baral, Subhro Roy, Rasika Chakravarthy, Benjamin Van Durme, Elnaz Nouri

Comments Findings of EMNLP 2023, 18 pages