EMNLP 2023

2,732 papers

STAIR: Learning Sparse Text and Image Representation in Grounded Tokens

Chen Chen, Bowen Zhang, Liangliang Cao, Jiguang Shen, Tom Gunter

Exploring the Impact of Model Scaling on Parameter-Efficient Tuning

Yusheng Su, Chi-Min Chan, Jiali Cheng, Yujia Qin, Yankai Lin

Towards A Unified View of Sparse Feed-Forward Network in Pretraining Large Language Model

Leo Z. Liu, Tim Dettmers, Xi Victoria Lin, Veselin Stoyanov, Xian Li

kNN-LM Does Not Improve Open-ended Text Generation

Shufan Wang, Yixiao Song, Andrew Drozdov, Aparna Garimella, Varun Manjunatha

Dr ChatGPT tell me what I want to hear: How different prompts impact health answer correctness

Bevan Koopman, Guido Zuccon

It Ain’t Over: A Multi-aspect Diverse Math Word Problem Dataset

JiWoo Kim, YoungBin Kim, Ilwoong Baek, JinYeong Bak, Jongwuk Lee

EDeR: Towards Understanding Dependency Relations Between Events

Ruiqi Li, Patrik Haslum, Leyang Cui

Can Pre-trained Vision and Language Models Answer Visual Information-Seeking Questions?

Yang Chen, Hexiang Hu, Yi Luan, Haitian Sun, Soravit Changpinyo

DiNeR: A Large Realistic Dataset for Evaluating Compositional Generalization

Chengang Hu, Xiao Liu, Yansong Feng

Is ChatGPT Good at Search? Investigating Large Language Models as Re-Ranking Agents

Weiwei Sun, Lingyong Yan, Xinyu Ma, Shuaiqiang Wang, Pengjie Ren

IMTLab: An Open-Source Platform for Building, Evaluating, and Diagnosing Interactive Machine Translation Systems

Xu Huang, Zhirui Zhang, Ruize Gao, Yichao Du, Lemao Liu

Privacy Implications of Retrieval-Based Language Models

Yangsibo Huang, Samyak Gupta, Zexuan Zhong, Kai Li, Danqi Chen

Unveiling the Essence of Poetry: Introducing a Comprehensive Dataset and Benchmark for Poem Summarization

Ridwan Mahbub, Ifrad Khan, Samiha Anuva, Md Shihab Shahriar, Md Tahmid Rahman Laskar

A Simple Baseline for Knowledge-Based Visual Question Answering

Alexandros Xenos, Themos Stafylakis, Ioannis Patras, Georgios Tzimiropoulos

Learning to Describe for Predicting Zero-shot Drug-Drug Interactions

Fangqi Zhu, Yongqi Zhang, Lei Chen, Bing Qin, Ruifeng Xu

Generative Table Pre-training Empowers Models for Tabular Prediction

Tianping Zhang, Shaowen Wang, Shuicheng Yan, Li Jian, Qian Liu

Speech-enriched Memory for Inference-time Adaptation of ASR Models to Word Dictionaries

Ashish Mittal, Sunita Sarawagi, Preethi Jyothi, George Saon, Gakuto Kurata

R2H: Building Multimodal Navigation Helpers that Respond to Help Requests

Yue Fan, Jing Gu, Kaizhi Zheng, Xin Wang

Large Language Models are Complex Table Parsers

Bowen Zhao, Changkai Ji, Yuejie Zhang, Wen He, Yingwen Wang

Chain-of-Thought Tuning: Masked Language Models can also Think Step By Step in Natural Language Understanding

Caoyun Fan, Jidong Tian, Yitian Li, Wenqing Chen, Hao He

Assessing Step-by-Step Reasoning against Lexical Negation: A Case Study on Syllogism

Mengyu Ye, Tatsuki Kuribayashi, Jun Suzuki, Goro Kobayashi, Hiroaki Funayama

CP-BCS: Binary Code Summarization Guided by Control Flow Graph and Pseudo Code

Tong Ye, Lingfei Wu, Tengfei Ma, Xuhong Zhang, Yangkai Du

Enhancing Computation Efficiency in Large Language Models through Weight and Activation Quantization

Janghwan Lee, Minsoo Kim, Seungcheol Baek, Seok Hwang, Wonyong Sung

What to Read in a Contract? Party-Specific Summarization of Legal Obligations, Entitlements, and Prohibitions

Abhilasha Sancheti, Aparna Garimella, Balaji Srinivasan, Rachel Rudinger

Distance-Based Propagation for Efficient Knowledge Graph Reasoning

Harry Shomer, Yao Ma, Juanhui Li, Bo Wu, Charu Aggarwal

Merging Experts into One: Improving Computational Efficiency of Mixture of Experts

Shwai He, Run-Ze Fan, Liang Ding, Li Shen, Tianyi Zhou

UniChart: A Universal Vision-language Pretrained Model for Chart Comprehension and Reasoning

Ahmed Masry, Parsa Kavehzadeh, Xuan Long Do, Enamul Hoque, Shafiq Joty

Self-Ensemble of N-best Generation Hypotheses by Lexically Constrained Decoding

Ryota Miyano, Tomoyuki Kajiwara, Yuki Arase

GNAT: A General Narrative Alignment Tool

Tanzir Pial, Steven Skiena

Biomedical Named Entity Recognition via Dictionary-based Synonym Generalization

Zihao Fu, Yixuan Su, Zaiqiao Meng, Nigel Collier

Hi-ArG: Exploring the Integration of Hierarchical Argumentation Graphs in Language Pretraining

Jingcong Liang, Rong Ye, Meng Han, Qi Zhang, Ruofei Lai

Outlier Dimensions Encode Task Specific Knowledge

William Rudman, Catherine Chen, Carsten Eickhoff

Bridging Continuous and Discrete Spaces: Interpretable Sentence Representation Learning via Compositional Operations

James Y. Huang, Wenlin Yao, Kaiqiang Song, Hongming Zhang, Muhao Chen

ChatEdit: Towards Multi-turn Interactive Facial Image Editing via Dialogue

Xing Cui, Zekun Li, Pei Li, Yibo Hu, Hailin Shi

Data Factors for Better Compositional Generalization

Xiang Zhou, Yichen Jiang, Mohit Bansal

API-Assisted Code Generation for Question Answering on Varied Table Structures

Yihan Cao, Shuyi Chen, Ryan Liu, Zhiruo Wang, Daniel Fried

FreeAL: Towards Human-Free Active Learning in the Era of Large Language Models

Ruixuan Xiao, Yiwen Dong, Junbo Zhao, Runze Wu, Minmin Lin

LIMIT: Language Identification, Misidentification, and Translation using Hierarchical Models in 350+ Languages

Milind Agarwal, Md Mahfuz Ibn Alam, Antonios Anastasopoulos

Exploring Jiu-Jitsu Argumentation for Writing Peer Review Rebuttals

Sukannya Purkayastha, Anne Lauscher, Iryna Gurevych

A Comprehensive Evaluation of Biomedical Entity Linking Models

David Kartchner, Jennifer Deng, Shubham Lohiya, Tejasri Kopparthi, Prasanth Bathala

A Frustratingly Easy Post-Training Quantization Scheme for LLMs

Yongkweon Jeon, Chungman Lee, Kyungphil Park, Ho-young Kim

Exploring the Boundaries of GPT-4 in Radiology

Qianchu Liu, Stephanie Hyland, Shruthi Bannur, Kenza Bouzid, Daniel Castro

FANToM: A Benchmark for Stress-testing Machine Theory of Mind in Interactions

Hyunwoo Kim, Melanie Sclar, Xuhui Zhou, Ronan Bras, Gunhee Kim

Let GPT be a Math Tutor: Teaching Math Word Problem Solvers with Customized Exercise Generation

Zhenwen Liang, Wenhao Yu, Tanmay Rajpurohit, Peter Clark, Xiangliang Zhang

Text Representation Distillation via Information Bottleneck Principle

Yanzhao Zhang, Dingkun Long, Zehan Li, Pengjun Xie

What Comes Next? Evaluating Uncertainty in Neural Text Generators Against Human Production Variability

Mario Giulianelli, Joris Baan, Wilker Aziz, Raquel Fernández, Barbara Plank

When are Lemons Purple? The Concept Association Bias of Vision-Language Models

Yingtian Tang, Yutaro Yamada, Yoyo Zhang, Ilker Yildirim

BRAINTEASER: Lateral Thinking Puzzles for Large Language Models

Yifan Jiang, Filip Ilievski, Kaixin Ma, Zhivar Sourati

SMoP: Towards Efficient and Effective Prompt Tuning with Sparse Mixture-of-Prompts

Joon-Young Choi, Junho Kim, Jun-Hyung Park, Wing-Lam Mok, SangKeun Lee

Fighting Fire with Fire: The Dual Role of LLMs in Crafting and Detecting Elusive Disinformation

Jason Lucas, Adaku Uchendu, Michiharu Yamashita, Jooyoung Lee, Shaurya Rohatgi

Bias Neutralization in Non-Parallel Texts: A Cyclic Approach with Auxiliary Guidance

Karthic Madanagopal, James Caverlee

IEKG: A Commonsense Knowledge Graph for Idiomatic Expressions

Ziheng Zeng, Kellen Tan Cheng, Srihari Venkat Nanniyur, Jianing Zhou, Suma Bhat

Open-world Semi-supervised Generalized Relation Discovery Aligned in a Real-world Setting

William Hogan, Jiacheng Li, Jingbo Shang

Mitigating Temporal Misalignment by Discarding Outdated Facts

Michael Zhang, Eunsol Choi

Self-Improvement of Non-autoregressive Model via Sequence-Level Distillation

Yusheng Liao, Shuyang Jiang, Yiqi Li, Yu Wang, Yanfeng Wang

Language Models with Rationality

Nora Kassner, Oyvind Tafjord, Ashish Sabharwal, Kyle Richardson, Hinrich Schuetze

DetGPT: Detect What You Need via Reasoning

Renjie Pi, Jiahui Gao, SHIZHE DIAO, Rui Pan, Hanze Dong

GlobalBench: A Benchmark for Global Progress in Natural Language Processing

Yueqi Song, Simran Khanuja, Pengfei Liu, Fahim Faisal, Alissa Ostapenko

Multilingual Holistic Bias: Extending Descriptors and Patterns to Unveil Demographic Biases in Languages at Scale

Marta R. Costa-jussà, Pierre Andrews, Eric Smith, Prangthip Hansanti, Christophe Ropers

Hi Guys or Hi Folks? Benchmarking Gender-Neutral Machine Translation with the GeNTE Corpus

Andrea Piergentili, Beatrice Savoldi, Dennis Fucci, Matteo Negri, Luisa Bentivogli

Addressing NER Annotation Noises with Uncertainty-Guided Tree-Structured CRFs

Jian Liu, Weichang Liu, Yufeng Chen, Jinan Xu, Zhe Zhao

TLM: Token-Level Masking for Transformers

Yangjun Wu, Kebin Fang, Dongxiang Zhang, Han Wang, Hao Zhang

Incorporating Structured Representations into Pretrained Vision & Language Models Using Scene Graphs

Roei Herzig, Alon Mendelson, Leonid Karlinsky, Assaf Arbelle, Rogerio Feris

This Reads Like That: Deep Learning for Interpretable Natural Language Processing

Claudio Fanconi, Moritz Vandenhirtz, Severin Husmann, Julia Vogt

CRUSH4SQL: Collective Retrieval Using Schema Hallucination For Text2SQL

Mayank Kothyari, Dhruva Dhingra, Sunita Sarawagi, Soumen Chakrabarti

KCTS: Knowledge-Constrained Tree Search Decoding with Token-Level Hallucination Detection

Sehyun Choi, Tianqing Fang, Zhaowei Wang, Yangqiu Song

SUT: Active Defects Probing for Transcompiler Models

MengNan Qi, Yufan Huang, Maoquan Wang, Yongqiang Yao, Zihan Liu

Improving Transformer-based Program Repair Model through False Behavior Diagnosis

Youngkyoung Kim, Misoo Kim, Eunseok Lee

Syllogistic Reasoning for Legal Judgment Analysis

Wentao Deng, Jiahuan Pei, Keyi Kong, Zhe Chen, Furu Wei

Quantifying Character Similarity with Vision Transformers

Xinmei Yang, Abhishek Arora, Shao-Yu Jheng, Melissa Dell

AfriSenti: A Twitter Sentiment Analysis Benchmark for African Languages

Shamsuddeen Hassan Muhammad, Idris Abdulmumin, Abinew Ali Ayele, Nedjma Ousidhoum, David Ifeoluwa Adelani

e-THERAPIST: I suggest you to cultivate a mindset of positivity and nurture uplifting thoughts

Kshitij Mishra, Priyanshu Priya, Manisha Burja, Asif Ekbal

Learn and Consolidate: Continual Adaptation for Zero-Shot and Multilingual Neural Machine Translation

Kaiyu Huang, Peng Li, Junpeng Liu, Maosong Sun, Yang Liu

CodeBERTScore: Evaluating Code Generation with Pretrained Models of Code

Shuyan Zhou, Uri Alon, Sumit Agarwal, Graham Neubig

ClusterLLM: Large Language Models as a Guide for Text Clustering

Yuwei Zhang, Zihan Wang, Jingbo Shang

Exploring Discourse Structure in Document-level Machine Translation

Xinyu Hu, Xiaojun Wan

Can We Edit Multimodal Large Language Models?

Siyuan Cheng, Bozhong Tian, Qingbin Liu, Xi Chen, Yongheng Wang

Finding Authentic Counterhate Arguments: A Case Study with Public Figures

Abdullah Albanyan, Ahmed Hassan, Eduardo Blanco

Multilingual Pixel Representations for Translation and Effective Cross-lingual Transfer

Elizabeth Salesky, Neha Verma, Philipp Koehn, Matt Post

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

Lingyu Gao, Debanjan Ghosh, Kevin Gimpel

Unifying Discrete and Continuous Representations for Unsupervised Paraphrase Generation

Mingfeng Xue, Dayiheng Liu, Wenqiang Lei, Jie Fu, Jian Lan

Clustering Pseudo Language Family in Multilingual Translation Models with Fisher Information Matrix

Xinyu Ma, Xuebo Liu, Min Zhang

DADA: Dialect Adaptation via Dynamic Aggregation of Linguistic Rules

Yanchen Liu, William Held, Diyi Yang

Poisoning Retrieval Corpora by Injecting Adversarial Passages

Zexuan Zhong, Ziqing Huang, Alexander Wettig, Danqi Chen

The Sentiment Problem: A Critical Survey towards Deconstructing Sentiment Analysis

Pranav Venkit, Mukund Srinath, Sanjana Gautam, Saranya Venkatraman, Vipul Gupta

Empower Nested Boolean Logic via Self-Supervised Curriculum Learning

Hongqiu Wu, Linfeng Liu, Hai Zhao, Min Zhang

Reading Order Matters: Information Extraction from Visually-rich Documents by Token Path Prediction

Chong Zhang, Ya Guo, Yi Tu, Huan Chen, Jinyang Tang

You Told Me That Joke Twice: A Systematic Investigation of Transferability and Robustness of Humor Detection Models

Alexander Baranov, Vladimir Kniazhevsky, Pavel Braslavski

Aligning Large Language Models through Synthetic Feedback

Sungdong Kim, Sanghwan Bae, Jamin Shin, Soyoung Kang, Donghyun Kwak

q2d: Turning Questions into Dialogs to Teach Models How to Search

Yonatan Bitton, Shlomi Cohen-Ganor, Ido Hakimi, Yoad Lewenberg, Roee Aharoni

MoPe: Model Perturbation based Privacy Attacks on Language Models

Marvin Li, Jason Wang, Jeffrey Wang, Seth Neel

CLAIR: Evaluating Image Captions with Large Language Models

David M. Chan, Suzanne Petryk, Joseph E. Gonzalez, Trevor Darrell, John Canny

Towards a Unified Conversational Recommendation System: Multi-task Learning via Contextualized Knowledge Distillation

Yeongseo Jung, Eunseo Jung, Lei Chen

DueT: Image-Text Contrastive Transfer Learning with Dual-adapter Tuning

Taku Hasegawa, Kyosuke Nishida, Koki Maeda, Kuniko Saito

Conversation Chronicles: Towards Diverse Temporal and Relational Dynamics in Multi-Session Conversations

Jihyoung Jang, Minseong Boo, Hyounghun Kim

SEER : A Knapsack approach to Exemplar Selection for In-Context HybridQA

Jonathan Tonglet, Manon Reusens, Philipp Borchert, Bart Baesens

Towards a Better Understanding of Variations in Zero-Shot Neural Machine Translation Performance

Shaomu Tan, Christof Monz

Towards Unsupervised Recognition of Token-level Semantic Differences in Related Documents

Jannis Vamvas, Rico Sennrich

Ling-CL: Understanding NLP Models through Linguistic Curricula

Mohamed Elgaar, Hadi Amiri

PTP: Boosting Stability and Performance of Prompt Tuning with Perturbation-Based Regularizer

Lichang Chen, Jiuhai Chen, Heng Huang, Minhao Cheng