EMNLP 2023

2,732 papers

Learning Dynamic Representations for Discourse Dependency Parsing

Tianyi Liu, Yansong Feng, Dongyan Zhao

PaRaDe: Passage Ranking using Demonstrations with LLMs

Andrew Drozdov, Honglei Zhuang, Zhuyun Dai, Zhen Qin, Razieh Rahimi

Is the Answer in the Text? Challenging ChatGPT with Evidence Retrieval from Instructive Text

Sophie Henning, Talita Anthonio, Wei Zhou, Heike Adel, Mohsen Mesgar

INarIG: Iterative Non-autoregressive Instruct Generation Model For Word-Level Auto Completion

Hengchao Shang, Zongyao Li, Daimeng Wei, Jiaxin Guo, Minghan Wang

IntenDD: A Unified Contrastive Learning Approach for Intent Detection and Discovery

Bhavuk Singhal, Ashim Gupta, V P Shivasankaran, Amrith Krishna

TELeR: A General Taxonomy of LLM Prompts for Benchmarking Complex Tasks

Shubhra Kanti Karmaker Santu, Dongji Feng

DocSplit: Simple Contrastive Pretraining for Large Document Embeddings

Yujie Wang, Mike Izbicki

Selective Demonstrations for Cross-domain Text-to-SQL

Shuaichen Chang, Eric Fosler-Lussier

Task-Aware Self-Supervised Framework for Dialogue Discourse Parsing

Wei Li, Luyao Zhu, Wei Shao, Zonglin Yang, Erik Cambria

Interpreting Answers to Yes-No Questions in User-Generated Content

Shivam Mathur, Keun Park, Dhivya Chinnappa, Saketh Kotamraju, Eduardo Blanco

Arabic Mini-ClimateGPT : A Climate Change and Sustainability Tailored Arabic LLM

Sahal Shaji Mullappilly, Abdelrahman Shaker, Omkar Thawakar, Hisham Cholakkal, Rao Muhammad Anwer

Is Robustness Transferable across Languages in Multilingual Neural Machine Translation?

Leiyu Pan, Supryadi, Deyi Xiong

VISIT: Visualizing and Interpreting the Semantic Information Flow of Transformers

Shahar Katz, Yonatan Belinkov

Transitioning Representations between Languages for Cross-lingual Event Detection via Langevin Dynamics

Chien Nguyen, Huy Nguyen, Franck Dernoncourt, Thien Nguyen

Who Wrote it and Why? Prompting Large-Language Models for Authorship Verification

Chia-Yu Hung, Zhiqiang Hu, Yujia Hu, Roy Lee

RWKV: Reinventing RNNs for the Transformer Era

Bo Peng, Eric Alcaide, Quentin Anthony, Alon Albalak, Samuel Arcadinho

DialGuide: Aligning Dialogue Model Behavior with Developer Guidelines

Prakhar Gupta, Yang Liu, Di Jin, Behnam Hedayatnia, Spandana Gella

Approximating CKY with Transformers

Ghazal Khalighinejad, Ollie Liu, Sam Wiseman

BYOC: Personalized Few-Shot Classification with Co-Authored Class Descriptions

Arth Bohra, Govert Verkes, Artem Harutyunyan, Pascal Weinberger, Giovanni Campagna

Thorny Roses: Investigating the Dual Use Dilemma in Natural Language Processing

Lucie-Aimée Kaffee, Arnav Arora, Zeerak Talat, Isabelle Augenstein

Are Structural Concepts Universal in Transformer Language Models? Towards Interpretable Cross-Lingual Generalization

Ningyu Xu, Qi Zhang, Jingting Ye, Menghan Zhang, Xuanjing Huang

Coverage-based Example Selection for In-Context Learning

Shivanshu Gupta, Matt Gardner, Sameer Singh

Can ChatGPT Perform Reasoning Using the IRAC Method in Analyzing Legal Scenarios Like a Lawyer?

Xiaoxi Kang, Lizhen Qu, Lay-Ki Soon, Adnan Trakic, Terry Zhuo

Learning to love diligent trolls: Accounting for rater effects in the dialogue safety task

Michael Ilagan

InheritSumm: A General, Versatile and Compact Summarizer by Distilling from GPT

Yichong Xu, Ruochen Xu, Dan Iter, Yang Liu, Shuohang Wang

A Comprehensive Evaluation of Tool-Assisted Generation Strategies

Alon Jacovi, Avi Caciularu, Jonathan Herzig, Roee Aharoni, Bernd Bohnet

A Parallel Corpus for Vietnamese Central-Northern Dialect Text Transfer

Thang Le, Anh Luu

Re-Examining Summarization Evaluation across Multiple Quality Criteria

Ori Ernst, Ori Shapira, Ido Dagan, Ran Levy

Dialect-to-Standard Normalization: A Large-Scale Multilingual Evaluation

Olli Kuparinen, Aleksandra Miletic, Yves Scherrer

On the Impact of Cross-Domain Data on German Language Models

Amin Dada, Aokun Chen, Cheng Peng, Kaleb Smith, Ahmad Idrissi-Yaghir

Boosting Prompt-Based Self-Training With Mapping-Free Automatic Verbalizer for Multi-Class Classification

Yookyung Kho, Jaehee Kim, Pilsung Kang

Enhancing Scalability of Pre-trained Language Models via Efficient Parameter Sharing

Peiyu Liu, Ze-Feng Gao, Yushuo Chen, Xin Zhao, Ji-Rong Wen

InfoDiffusion: Information Entropy Aware Diffusion Process for Non-Autoregressive Text Generation

Renzhi Wang, Jing Li, Piji Li

Multilingual Generation and Answering of Questions from Texts and Knowledge Graphs

Kelvin Han, Claire Gardent

Data Augmentation for Code Translation with Comparable Corpora and Multiple References

Yiqing Xie, Atharva Naik, Daniel Fried, Carolyn Rose

HANSEN: Human and AI Spoken Text Benchmark for Authorship Analysis

Nafis Tripto, Adaku Uchendu, Thai Le, Mattia Setzu, Fosca Giannotti

HeQ: a Large and Diverse Hebrew Reading Comprehension Benchmark

Amir Cohen, Hilla Merhav-Fine, Yoav Goldberg, Reut Tsarfaty

DepNeCTI: Dependency-based Nested Compound Type Identification for Sanskrit

Jivnesh Sandhan, Yaswanth Narsupalli, Sreevatsa Muppirala, Sriram Krishnan, Pavankumar Satuluri

Multi-Task Learning of Query Generation and Classification for Generative Conversational Question Rewriting

Sarawoot Kongyoung, Craig Macdonald, Iadh Ounis

A Read-and-Select Framework for Zero-shot Entity Linking

Zhenran Xu, Yulin Chen, Baotian Hu, Min Zhang

Time-Aware Language Modeling for Historical Text Dating

Han Ren, Hai Wang, Yajie Zhao, Yafeng Ren

Semantic Decomposition of Question and SQL for Text-to-SQL Parsing

Ben Eyal, Moran Mahabi, Ophir Haroche, Amir Bachar, Michael Elhadad

Focus on the Core: Efficient Attention via Pruned Token Compression for Document Classification

JungMin Yun, Mihyeon Kim, YoungBin Kim

Less than One-shot: Named Entity Recognition via Extremely Weak Supervision

Letian Peng, Zihan Wang, Jingbo Shang

InstOptima: Evolutionary Multi-objective Instruction Optimization via Large Language Model-based Instruction Operators

Heng Yang, Ke Li

Relation-Aware Question Answering for Heterogeneous Knowledge Graphs

Haowei Du, Quzhe Huang, Chen Li, Chen Zhang, Yang Li

Consistency is Key: On Data-Efficient Modality Transfer in Speech Translation

Hojin Lee, Changmin Lee, Seung-won Hwang

Cross-modality Data Augmentation for End-to-End Sign Language Translation

Jinhui Ye, Wenxiang Jiao, Xing Wang, Zhaopeng Tu, Hui Xiong

kNN-CM: A Non-parametric Inference-Phase Adaptation of Parametric Text Classifiers

Rishabh Bhardwaj, Yingting Li, Navonil Majumder, Bo Cheng, Soujanya Poria

CAR: Conceptualization-Augmented Reasoner for Zero-Shot Commonsense Question Answering

Weiqi Wang, Tianqing Fang, Wenxuan Ding, Baixuan Xu, Xin Liu

Beyond Testers’ Biases: Guiding Model Testing with Knowledge Bases using LLMs

Chenyang Yang, Rishabh Rustogi, Rachel Brower-Sinning, Grace Lewis, Christian Kaestner

Leveraging Contrastive Learning and Knowledge Distillation for Incomplete Modality Rumor Detection

Fan Xu, Pinyun Fu, Qi Huang, Bowei Zou, AiTi Aw

Synthesize, if you do not have: Effective Synthetic Dataset Creation Strategies for Self-Supervised Opinion Summarization in E-commerce

Tejpalsingh Siledar, Suman Banerjee, Amey Patil, Sudhanshu Singh, Muthusamy Chelliah

Sound of Story: Multi-modal Storytelling with Audio

Jaeyeon Bae, Seokhoon Jeong, Seokun Kang, Namgi Han, Jae-Yon Lee

Coarse-to-Fine Dual Encoders are Better Frame Identification Learners

Kaikai An, Ce Zheng, Bofei Gao, Haozhe Zhao, Baobao Chang

BioDEX: Large-Scale Biomedical Adverse Drug Event Extraction for Real-World Pharmacovigilance

Karel D’Oosterlinck, François Remy, Johannes Deleu, Thomas Demeester, Chris Develder

PARROT: Zero-Shot Narrative Reading Comprehension via Parallel Reading

Chao Zhao, Anvesh Vijjini, Snigdha Chaturvedi

Rethinking the Construction of Effective Metrics for Understanding the Mechanisms of Pretrained Language Models

You Li, Jinhui Yin, Yuming Lin

Vector-Quantized Prompt Learning for Paraphrase Generation

Haotian Luo, Yixin Liu, Peidong Liu, Xianggen Liu

Ethical Reasoning over Moral Alignment: A Case and Framework for In-Context Ethical Policies in LLMs

Abhinav Rao, Aditi Khandelwal, Kumar Tanmay, Utkarsh Agarwal, Monojit Choudhury

SGP-TOD: Building Task Bots Effortlessly via Schema-Guided LLM Prompting

Xiaoying Zhang, Baolin Peng, Kun Li, Jingyan Zhou, Helen Meng

Decomposed Prompt Tuning via Low-Rank Reparameterization

Yao Xiao, Lu Xu, Jiaxi Li, Wei Lu, Xiaoli Li

LogicAttack: Adversarial Attacks for Evaluating Logical Consistency of Natural Language Inference

Mutsumi Nakamura, Santosh Mashetty, Mihir Parmar, Neeraj Varshney, Chitta Baral

Dialogue Medical Information Extraction with Medical-Item Graph and Dialogue-Status Enriched Representation

Lei Gao, Xinnan Zhang, Xian Wu, Shen Ge, Yefeng Zheng

Tokenization Consistency Matters for Generative Models on Extractive NLP Tasks

Kaiser Sun, Peng Qi, Yuhao Zhang, Lan Liu, William Wang

From Speculation Detection to Trustworthy Relational Tuples in Information Extraction

Kuicai Dong, Aixin Sun, Jung-jae Kim, Xiaoli Li

Systematic Assessment of Factual Knowledge in Large Language Models

Linhao Luo, Trang Vu, Dinh Phung, Reza Haf

Conditioning on Dialog Acts improves Empathy Style Transfer

Renyi Qu, Lyle Ungar, João Sedoc

IMU2CLIP: Language-grounded Motion Sensor Translation with Multimodal Contrastive Learning

Seungwhan Moon, Andrea Madotto, Zhaojiang Lin, Aparajita Saraf, Amy Bearman

Learn From One Specialized Sub-Teacher: One-to-One Mapping for Feature-Based Knowledge Distillation

Khouloud Saadi, Jelena Mitrović, Michael Granitzer

Difference-Masking: Choosing What to Mask in Continued Pretraining

Alex Wilf, Syeda Akter, Leena Mathur, Paul Liang, Sheryl Mathew

Not All Demonstration Examples are Equally Beneficial: Reweighting Demonstration Examples for In-Context Learning

Zhe Yang, Damai Dai, Peiyi Wang, Zhifang Sui

Subspace Chronicles: How Linguistic Information Emerges, Shifts and Interacts during Language Model Training

Max Müller-Eberstein, Rob van der Goot, Barbara Plank, Ivan Titov

ChatGPT Beyond English: Towards a Comprehensive Evaluation of Large Language Models in Multilingual Learning

Viet Dac Lai, Nghia Ngo, Amir Pouran Ben Veyseh, Hieu Man, Franck Dernoncourt

Towards Concept-Aware Large Language Models

Chen Shani, Jilles Vreeken, Dafna Shahaf

Noise-Robust Semi-Supervised Learning for Distantly Supervised Relation Extraction

Xin Sun, Qiang Liu, Shu Wu, Zilei Wang, Liang Wang

X-SNS: Cross-Lingual Transfer Prediction through Sub-Network Similarity

Taejun Yun, Jinhyeon Kim, Deokyeong Kang, Seonghoon Lim, Jihoon Kim

Parameter-Efficient Prompt Tuning Makes Generalized and Calibrated Neural Text Retrievers

Weng Tam, Xiao Liu, Kaixuan Ji, Lilong Xue, Jiahua Liu

NLMs: Augmenting Negation in Language Models

Rituraj Singh, Rahul Kumar, Vivek Sridhar

LLMaAA: Making Large Language Models as Active Annotators

Ruoyu Zhang, Yanzeng Li, Yongliang Ma, Ming Zhou, Lei Zou

Towards Zero-shot Learning for End-to-end Cross-modal Translation Models

Jichen Yang, Kai Fan, Minpeng Liao, Boxing Chen, Zhongqiang Huang

Survival of the Most Influential Prompts: Efficient Black-Box Prompt Search via Clustering and Pruning

Han Zhou, Xingchen Wan, Ivan Vulić, Anna Korhonen

Efficient Data Learning for Open Information Extraction with Pre-trained Language Models

Zhiyuan Fan, Shizhu He

Roles of Scaling and Instruction Tuning in Language Perception: Model vs. Human Attention

Changjiang Gao, Shujian Huang, Jixing Li, Jiajun Chen

Harnessing Dataset Cartography for Improved Compositional Generalization in Transformers

Osman İnce, Tanin Zeraati, Semih Yagcioglu, Yadollah Yaghoobzadeh, Erkut Erdem

Explicit Alignment and Many-to-many Entailment Based Reasoning for Conversational Machine Reading

Yangyang Luo, Shiyu Tian, Caixia Yuan, Xiaojie Wang

Data-efficient Active Learning for Structured Prediction with Partial Annotation and Self-Training

Zhisong Zhang, Emma Strubell, Eduard Hovy

From Words to Wires: Generating Functioning Electronic Devices from Natural Language Descriptions

Peter Jansen

AniEE: A Dataset of Animal Experimental Literature for Event Extraction

Dohee Kim, Ra Yoo, Soyoung Yang, Hee Yang, Jaegul Choo

On Event Individuation for Document-Level Information Extraction

William Gantt, Reno Kriz, Yunmo Chen, Siddharth Vashishtha, Aaron Steven White

COMET-M: Reasoning about Multiple Events in Complex Sentences

Sahithya Ravi, Raymond Ng, Vered Shwartz

DiffusionSL: Sequence Labeling via Tag Diffusion Process

Ziyang Huang, Pengfei Cao, Jun Zhao, Kang Liu

Code-Switching with Word Senses for Pretraining in Neural Machine Translation

Vivek Iyer, Edoardo Barba, Alexandra Birch, Jeff Pan, Roberto Navigli

Probing the “Creativity” of Large Language Models: Can models produce divergent semantic association?

Honghua Chen, Nai Ding

Misery Loves Complexity: Exploring Linguistic Complexity in the Context of Emotion Detection

Pranaydeep Singh, Luna De Bruyne, Orphee De Clercq, Els Lefever

Towards Being Parameter-Efficient: A Stratified Sparsely Activated Transformer with Dynamic Capacity

Haoran Xu, Maha Elbayad, Kenton Murray, Jean Maillard, Vedanuj Goswami

DISCO: A Large Scale Human Annotated Corpus for Disfluency Correction in Indo-European Languages

Vineet Bhat, Preethi Jyothi, Pushpak Bhattacharyya

HFMRE: Constructing Huffman Tree in Bags to Find Excellent Instances for Distantly Supervised Relation Extraction

Min Li, Cong Shao, Gang Li, Mingle Zhou

A Computational Interface to Translate Strategic Intent from Unstructured Language in a Low-Data Setting

Pradyumna Tambwekar, Lakshita Dodeja, Nathan Vaska, Wei Xu, Matthew Gombolay

Don’t Add, don’t Miss: Effective Content Preserving Generation from Pre-Selected Text Spans

Aviv Slobodkin, Avi Caciularu, Eran Hirsch, Ido Dagan