EMNLP 2023

2,732 papers

CASSI: Contextual and Semantic Structure-based Interpolation Augmentation for Low-Resource NER

Tanmay Surana, Thi-Nga Ho, Kyaw Tun, Eng Siong Chng

How Well Do Text Embedding Models Understand Syntax?

Yan Zhang, Zhaopeng Feng, Zhiyang Teng, Zuozhu Liu, Haizhou Li

A Black-Box Attack on Code Models via Representation Nearest Neighbor Search

Jie Zhang, Wei Ma, Qiang Hu, Shangqing Liu, Xiaofei Xie

Are Personalized Stochastic Parrots More Dangerous? Evaluating Persona Biases in Dialogue Systems

Yixin Wan, Jieyu Zhao, Aman Chadha, Nanyun Peng, Kai-Wei Chang

Zero-shot Topical Text Classification with LLMs - an Experimental Study

Shai Gretz, Alon Halfon, Ilya Shnayderman, Orith Toledo-Ronen, Artem Spector

Learning to Follow Object-Centric Image Editing Instructions Faithfully

Tuhin Chakrabarty, Kanishk Singh, Arkadiy Saakyan, Smaranda Muresan

A Spectral Viewpoint on Continual Relation Extraction

Huy Nguyen, Chien Nguyen, Linh Ngo, Anh Luu, Thien Nguyen

VIP5: Towards Multimodal Foundation Models for Recommendation

Shijie Geng, Juntao Tan, Shuchang Liu, Zuohui Fu, Yongfeng Zhang

Conversational Recommender System and Large Language Model Are Made for Each Other in E-commerce Pre-sales Dialogue

Yuanxing Liu, Weinan Zhang, Yifan Chen, Yuchi Zhang, Haopeng Bai

Toxicity in Multilingual Machine Translation at Scale

Marta R. Costa-jussà, Eric Smith, Christophe Ropers, Daniel Licht, Jean Maillard

Large Language Models as Source Planner for Personalized Knowledge-grounded Dialogues

Hongru Wang, Minda Hu, Yang Deng, Rui Wang, Fei Mi

A Novel Contrastive Learning Method for Clickbait Detection on RoCliCo: A Romanian Clickbait Corpus of News Articles

Daria-Mihaela Broscoțeanu, Radu Tudor Ionescu

Estimating Large Language Model Capabilities without Labeled Test Data

Harvey Fu, Qinyuan Ye, Albert Xu, Xiang Ren, Robin Jia

DiffusionRet: Diffusion-Enhanced Generative Retriever using Constrained Decoding

Shanbao Qiao, Xuebing Liu, Seung-Hoon Na

Is GPT-4 a Good Data Analyst?

Liying Cheng, Xingxuan Li, Lidong Bing

PCMID: Multi-Intent Detection through Supervised Prototypical Contrastive Learning

Yurun Song, Junchen Zhao, Spencer Koehler, Amir Abdullah, Ian Harris

Towards Better Representations for Multi-Label Text Classification with Multi-granularity Information

Fangfang Li, PuZhen Su, Junwen Duan, Weidong Xiao

Mixture-of-Linguistic-Experts Adapters for Improving and Interpreting Pre-trained Language Models

Raymond Li, Gabriel Murray, Giuseppe Carenini

CITB: A Benchmark for Continual Instruction Tuning

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

Breaking the Language Barrier: Improving Cross-Lingual Reasoning with Structured Self-Attention

Negar Foroutan, Mohammadreza Banaei, Karl Aberer, Antoine Bosselut

KG-GPT: A General Framework for Reasoning on Knowledge Graphs Using Large Language Models

Jiho Kim, Yeonsu Kwon, Yohan Jo, Edward Choi

Target-Aware Spatio-Temporal Reasoning via Answering Questions in Dynamic Audio-Visual Scenarios

Yuanyuan Jiang, Jianqin Yin

Multilingual Lottery Tickets to Pretrain Language Models

Jaeseong Lee, Seung-won Hwang

mLongT5: A Multilingual and Efficient Text-To-Text Transformer for Longer Sequences

David Uthus, Santiago Ontanon, Joshua Ainslie, Mandy Guo

Unsupervised Lexical Simplification with Context Augmentation

Takashi Wada, Timothy Baldwin, Jey Han Lau

Unifying Text, Tables, and Images for Multimodal Question Answering

Haohao Luo, Ying Shen, Yang Deng

TalkUp: Paving the Way for Understanding Empowering Language

Lucille Njoo, Chan Park, Octavia Stappart, Marvin Thielk, Yi Chu

In-Context Learning Creates Task Vectors

Roee Hendel, Mor Geva, Amir Globerson

Compositional Generalization for Data-to-Text Generation

Xinnuo Xu, Ivan Titov, Mirella Lapata

Non-parallel Accent Transfer based on Fine-grained Controllable Accent Modelling

Linqin Wang, Zhengtao Yu, Yuanzhang Yang, Shengxiang Gao, Cunli Mao

Dynamic Low-rank Estimation for Transformer-based Language Models

Ting Hua, Xiao Li, Shangqian Gao, Yen-Chang Hsu, Yilin Shen

Enhancing Retrieval-Augmented Large Language Models with Iterative Retrieval-Generation Synergy

Zhihong Shao, Yeyun Gong, Yelong Shen, Minlie Huang, Nan Duan

When and Why Does Bias Mitigation Work?

Abhilasha Ravichander, Joe Stacey, Marek Rei

The language of prompting: What linguistic properties make a prompt successful?

Alina Leidinger, Robert Van Rooij, Ekaterina Shutova

Epsilon Sampling Rocks: Investigating Sampling Strategies for Minimum Bayes Risk Decoding for Machine Translation

Markus Freitag, Behrooz Ghorbani, Patrick Fernandes

Knowledge Corpus Error in Question Answering

Yejoon Lee, Philhoon Oh, James Thorne

WordNet Is All You Need: A Surprisingly Effective Unsupervised Method for Graded Lexical Entailment

Joseph Renner, Pascal Denis, Remi Gilleron

Ranking LLM-Generated Loop Invariants for Program Verification

Saikat Chakraborty, Shuvendu Lahiri, Sarah Fakhoury, Akash Lal, Madanlal Musuvathi

LEGO: A Multi-agent Collaborative Framework with Role-playing and Iterative Feedback for Causality Explanation Generation

Zhitao He, Pengfei Cao, Yubo Chen, Kang Liu, Ruopeng Li

Domain Adaptation for Conversational Query Production with the RAG Model Feedback

Ante Wang, Linfeng Song, Ge Xu, Jinsong Su

Beneath the Surface: Unveiling Harmful Memes with Multimodal Reasoning Distilled from Large Language Models

Hongzhan Lin, Ziyang Luo, Jing Ma, Long Chen

Example-based Hypernetworks for Multi-source Adaptation to Unseen Domains

Tomer Volk, Eyal Ben-David, Ohad Amosy, Gal Chechik, Roi Reichart

Chinese Metaphorical Relation Extraction

Guihua Chen, Tiantian Wu, Miaomiao Cheng, Xu Han, Jiefu Gong

Democratizing LLMs: An Exploration of Cost-Performance Trade-offs in Self-Refined Open-Source Models

Sumuk Shashidhar, Abhinav Chinta, Vaibhav Sahai, Zhenhailong Wang, Heng Ji

Energy and Carbon Considerations of Fine-Tuning BERT

Xiaorong Wang, Clara Na, Emma Strubell, Sorelle Friedler, Sasha Luccioni

DeTiME: Diffusion-Enhanced Topic Modeling using Encoder-decoder based LLM

Weijie Xu, Wenxiang Hu, Fanyou Wu, Srinivasan Sengamedu

Semi-Structured Object Sequence Encoders

Rudra Murthy, Riyaz Bhat, Chulaka Gunasekara, Siva Patel, Hui Wan

On Task-personalized Multimodal Few-shot Learning for Visually-rich Document Entity Retrieval

Jiayi Chen, Hanjun Dai, Bo Dai, Aidong Zhang, Wei Wei

Text Classification via Large Language Models

Xiaofei Sun, Xiaoya Li, Jiwei Li, Fei Wu, Shangwei Guo

Pre-trained Speech Processing Models Contain Human-Like Biases that Propagate to Speech Emotion Recognition

Isaac Slaughter, Craig Greenberg, Reva Schwartz, Aylin Caliskan

Natural Language Annotations for Reasoning about Program Semantics

Marco Zocca

Connecting the Dots: What Graph-Based Text Representations Work Best for Text Classification using Graph Neural Networks?

Margarita Bugueño, Gerard de Melo

A Closer Look into Using Large Language Models for Automatic Evaluation

Cheng-Han Chiang, Hung-yi Lee

Type-Aware Decomposed Framework for Few-Shot Named Entity Recognition

Yongqi Li, Yu Yu, Tieyun Qian

Accelerating Multiple Intent Detection and Slot Filling via Targeted Knowledge Distillation

Xuxin Cheng, Zhihong Zhu, Wanshi Xu, Yaowei Li, Hongxiang Li

An Intent-based and Annotation-free Method for Duplicate Question Detection in CQA Forums

Yubo Shu, Hansu Gu, Peng Zhang, Tun Lu, Ning Gu

Uncovering Limitations in Text-to-Image Generation: A Contrastive Approach with Structured Semantic Alignment

Qianyu Feng, Yulei Sui, Hongyu Zhang

Instances and Labels: Hierarchy-aware Joint Supervised Contrastive Learning for Hierarchical Multi-Label Text Classification

Simon Chi Lok U, Jie He, Víctor Gutiérrez-Basulto, Jeff Z. Pan

tagE: Enabling an Embodied Agent to Understand Human Instructions

Chayan Sarkar, Avik Mitra, Pradip Pramanick, Tapas Nayak

USB: A Unified Summarization Benchmark Across Tasks and Domains

Kundan Krishna, Prakhar Gupta, Sanjana Ramprasad, Byron Wallace, Jeffrey Bigham

On General Language Understanding

David Schlangen

Open-source Large Language Models are Strong Zero-shot Query Likelihood Models for Document Ranking

Shengyao Zhuang, Bing Liu, Bevan Koopman, Guido Zuccon

CLMSM: A Multi-Task Learning Framework for Pre-training on Procedural Text

Abhilash Nandy, Manav Kapadnis, Pawan Goyal, Niloy Ganguly

Role of Context in Unsupervised Sentence Representation Learning: the Case of Dialog Act Modeling

Rastislav Hronsky, Emmanuel Keuleers

Neuro-Symbolic Sentiment Analysis with Dynamic Word Sense Disambiguation

Xulang Zhang, Rui Mao, Kai He, Erik Cambria

EARA: Improving Biomedical Semantic Textual Similarity with Entity-Aligned Attention and Retrieval Augmentation

Ying Xiong, Xin Yang, Linjing Liu, Ka-Chun Wong, Qingcai Chen

A Rewriting Approach for Gender Inclusivity in Portuguese

Leonor Veloso, Luísa Coheur, Rui Ribeiro

Parameter Efficient Multi-task Fine-tuning by Learning to Transfer Token-wise Prompts

Muling Wu, Wenhao Liu, Jianhan Xu, Changze Lv, Zixuan Ling

Annotations Are Not All You Need: A Cross-modal Knowledge Transfer Network for Unsupervised Temporal Sentence Grounding

Xiang Fang, Daizong Liu, Wanlong Fang, Pan Zhou, Yu Cheng

A Language Model with Limited Memory Capacity Captures Interference in Human Sentence Processing

William Timkey, Tal Linzen

Show, Write, and Retrieve: Entity-aware Article Generation and Retrieval

Zhongping Zhang, Yiwen Gu, Bryan Plummer

KICGPT: Large Language Model with Knowledge in Context for Knowledge Graph Completion

Yanbin Wei, Qiushi Huang, Yu Zhang, James Kwok

COUNT: COntrastive UNlikelihood Text Style Transfer for Text Detoxification

Mohammad Mahdi Abdollah Pour, Parsa Farinneya, Manasa Bharadwaj, Nikhil Verma, Ali Pesaranghader

Retrieval-based Knowledge Transfer: An Effective Approach for Extreme Large Language Model Compression

Jiduan Liu, Jiahao Liu, Qifan Wang, Jingang Wang, Xunliang Cai

The Intended Uses of Automated Fact-Checking Artefacts: Why, How and Who

Michael Schlichtkrull, Nedjma Ousidhoum, Andreas Vlachos

Dataset Bias Mitigation in Multiple-Choice Visual Question Answering and Beyond

Zhecan Wang, Long Chen, Haoxuan You, Keyang Xu, Yicheng He

Intersectional Stereotypes in Large Language Models: Dataset and Analysis

Weicheng Ma, Brian Chiang, Tong Wu, Lili Wang, Soroush Vosoughi

SegAugment: Maximizing the Utility of Speech Translation Data with Segmentation-based Augmentations

Ioannis Tsiamas, José A. R. Fonollosa, Marta R. Costa-jussà

Citance-Contextualized Summarization of Scientific Papers

Shahbaz Syed, Ahmad Dawar Hakimi, Khalid Al-Khatib, Martin Potthast

SIR-ABSC: Incorporating Syntax into RoBERTa-based Sentiment Analysis Models with a Special Aggregator Token

Ikhyun Cho, Yoonhwa Jung, Julia Hockenmaier

Quick Back-Translation for Unsupervised Machine Translation

Benjamin Brimacombe, Jiawei Zhou

Large Language Models Meet Harry Potter: A Dataset for Aligning Dialogue Agents with Characters

Nuo Chen, Yan Wang, Haiyun Jiang, Deng Cai, Yuhan Li

Guiding LLM to Fool Itself: Automatically Manipulating Machine Reading Comprehension Shortcut Triggers

Mosh Levy, Shauli Ravfogel, Yoav Goldberg

CHiLL: Zero-shot Custom Interpretable Feature Extraction from Clinical Notes with Large Language Models

Denis McInerney, Geoffrey Young, Jan-Willem van de Meent, Byron Wallace

Contrastive Deterministic Autoencoders For Language Modeling

Amur Ghose, Pascal Poupart

Locally Differentially Private Document Generation Using Zero Shot Prompting

Saiteja Utpala, Sara Hooker, Pin-Yu Chen

Unleashing the Power of Language Models in Text-Attributed Graph

Haoyu Kuang, Jiarong Xu, Haozhe Zhang, Zuyu Zhao, Qi Zhang

Machine Reading Comprehension using Case-based Reasoning

Dung Thai, Dhruv Agarwal, Mudit Chaudhary, Wenlong Zhao, Rajarshi Das

Injecting structural hints: Using language models to study inductive biases in language learning

Isabel Papadimitriou, Dan Jurafsky

Crosslingual Transfer Learning for Low-Resource Languages Based on Multilingual Colexification Graphs

Yihong Liu, Haotian Ye, Leonie Weissweiler, Renhao Pei, Hinrich Schuetze

Measure Children’s Mindreading Ability with Machine Reading

Yuliang Yan, Xiaohua Wang, Xiang Zhou, Xiaoqing Zheng, Xuanjing Huang

Monte Carlo Thought Search: Large Language Model Querying for Complex Scientific Reasoning in Catalyst Design

Henry Sprueill, Carl Edwards, Mariefel Olarte, Udishnu Sanyal, Heng Ji

PUNR: Pre-training with User Behavior Modeling for News Recommendation

Guangyuan Ma, Hongtao Liu, Xing W, Wanhui Qian, Zhepeng Lv

Segmented Recurrent Transformer: An Efficient Sequence-to-Sequence Model

Yinghan Long, Sayeed Chowdhury, Kaushik Roy

Automatic Pronunciation Assessment - A Review

Yassine El Kheir, Ahmed Ali, Shammur Absar Chowdhury

Scaling Law for Document Neural Machine Translation

Zhang Zhuocheng, Shuhao Gu, Min Zhang, Yang Feng

Isotropy-Enhanced Conditional Masked Language Models

Pei Guo, Yisheng Xiao, Juntao Li, Yixin Ji, Min Zhang

Zero-Shot Data Maps. Efficient Dataset Cartography Without Model Training

Angelo Basile, Marc Franco-Salvador, Paolo Rosso

“You Are An Expert Linguistic Annotator”: Limits of LLMs as Analyzers of Abstract Meaning Representation

Allyson Ettinger, Jena Hwang, Valentina Pyatkin, Chandra Bhagavatula, Yejin Choi

Getting MoRE out of Mixture of Language Model Reasoning Experts

Chenglei Si, Weijia Shi, Chen Zhao, Luke Zettlemoyer, Jordan Boyd-Graber