EMNLP 2022

2,056 papers

Correctable-DST: Mitigating Historical Context Mismatch between Training and Inference for Improved Dialogue State Tracking

Hongyan Xie, Haoxiang Su, Shuangyong Song, Hao Huang, Bo Zou

Curriculum Knowledge Distillation for Emoji-supervised Cross-lingual Sentiment Analysis

Jianyang Zhang, Tao Liang, Mingyang Wan, Guowu Yang, Fengmao Lv

Efficient Document Retrieval by End-to-End Refining and Quantizing BERT Embedding with Contrastive Product Quantization

Zexuan Qiu, Qinliang Su, Jianxing Yu, Shijing Si

Metric-guided Distillation: Distilling Knowledge from the Metric to Ranker and Retriever for Generative Commonsense Reasoning

Xingwei He, Yeyun Gong, A-Long Jin, Weizhen Qi, Hang Zhang

LightEA: A Scalable, Robust, and Interpretable Entity Alignment Framework via Three-view Label Propagation

Xin Mao, WenTing Wang, Yuanbin Wu, Man Lan

DocInfer: Document-level Natural Language Inference using Optimal Evidence Selection

Puneet Mathur, Gautam Kunapuli, Riyaz Bhat, Manish Shrivastava, Dinesh Manocha

Inducer-tuning: Connecting Prefix-tuning and Adapter-tuning

Yifan Chen, Devamanyu Hazarika, Mahdi Namazifar, Yang Liu, Di Jin

SEM-F1: an Automatic Way for Semantic Evaluation of Multi-Narrative Overlap Summaries at Scale

Naman Bansal, Mousumi Akter, Shubhra Kanti Karmaker Santu

Reasoning Like Program Executors

Xinyu Pi, Qian Liu, Bei Chen, Morteza Ziyadi, Zeqi Lin

GammaE: Gamma Embeddings for Logical Queries on Knowledge Graphs

Dong Yang, Peijun Qing, Yang Li, Haonan Lu, Xiaodong Lin

ReSel: N-ary Relation Extraction from Scientific Text and Tables by Learning to Retrieve and Select

Yuchen Zhuang, Yinghao Li, Junyang Zhang, Yue Yu, Yingjun Mou

Crossmodal-3600: A Massively Multilingual Multimodal Evaluation Dataset

Ashish V. Thapliyal, Jordi Pont Tuset, Xi Chen, Radu Soricut

Segmenting Numerical Substitution Ciphers

Nada Aldarrab, Jonathan May

A Unified Encoder-Decoder Framework with Entity Memory

Zhihan Zhang, Wenhao Yu, Chenguang Zhu, Meng Jiang

Generative Language Models for Paragraph-Level Question Generation

Asahi Ushio, Fernando Alva-Manchego, Jose Camacho-Collados

When Can Transformers Ground and Compose: Insights from Compositional Generalization Benchmarks

Ankur Sikarwar, Arkil Patel, Navin Goyal

Balanced Adversarial Training: Balancing Tradeoffs between Fickleness and Obstinacy in NLP Models

Hannah Chen, Yangfeng Ji, David Evans

UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models

Tianbao Xie, Chen Henry Wu, Peng Shi, Ruiqi Zhong, Torsten Scholak

Abstract Visual Reasoning with Tangram Shapes

Anya Ji, Noriyuki Kojima, Noah Rush, Alane Suhr, Wai Keen Vong

QRelScore: Better Evaluating Generated Questions with Deeper Understanding of Context-aware Relevance

Xiaoqiang Wang, Bang Liu, Siliang Tang, Lingfei Wu

Aligning Recommendation and Conversation via Dual Imitation

Jinfeng Zhou, Bo Wang, Minlie Huang, Dongming Zhao, Kun Huang

RetroMAE: Pre-Training Retrieval-oriented Language Models Via Masked Auto-Encoder

Shitao Xiao, Zheng Liu, Yingxia Shao, Zhao Cao

Unsupervised Boundary-Aware Language Model Pretraining for Chinese Sequence Labeling

Peijie Jiang, Dingkun Long, Yanzhao Zhang, Pengjun Xie, Meishan Zhang

InstructDial: Improving Zero and Few-shot Generalization in Dialogue through Instruction Tuning

Prakhar Gupta, Cathy Jiao, Yi-Ting Yeh, Shikib Mehri, Maxine Eskenazi

Guiding Neural Entity Alignment with Compatibility

Bing Liu, Harrisen Scells, Wen Hua, Guido Zuccon, Genghong Zhao

A Good Neighbor, A Found Treasure: Mining Treasured Neighbors for Knowledge Graph Entity Typing

Zhuoran jin, Pengfei Cao, Yubo Chen, Kang Liu, Jun Zhao

HydraSum: Disentangling Style Features in Text Summarization with Multi-Decoder Models

Tanya Goyal, Nazneen Rajani, Wenhao Liu, Wojciech Kryscinski

SNaC: Coherence Error Detection for Narrative Summarization

Tanya Goyal, Junyi Jessy Li, Greg Durrett

Sentence-Incremental Neural Coreference Resolution

Matt Grenander, Shay B. Cohen, Mark Steedman

What Makes Instruction Learning Hard? An Investigation and a New Challenge in a Synthetic Environment

Matthew Finlayson, Kyle Richardson, Ashish Sabharwal, Peter Clark

Translation between Molecules and Natural Language

Carl Edwards, Tuan Lai, Kevin Ros, Garrett Honke, Kyunghyun Cho

Robustness of Fusion-based Multimodal Classifiers to Cross-Modal Content Dilutions

Gaurav Verma, Vishwa Vinay, Ryan Rossi, Srijan Kumar

Linearizing Transformer with Key-Value Memory

Yizhe Zhang, Deng Cai

Certified Error Control of Candidate Set Pruning for Two-Stage Relevance Ranking

Minghan Li, Xinyu Zhang, Ji Xin, Hongyang Zhang, Jimmy Lin

Prompting for Multimodal Hateful Meme Classification

Rui Cao, Roy Ka-Wei Lee, Wen-Haw Chong, Jing Jiang

Non-Parametric Domain Adaptation for End-to-End Speech Translation

Yichao Du, Weizhi Wang, Zhirui Zhang, Boxing Chen, Tong Xu

Tomayto, Tomahto. Beyond Token-level Answer Equivalence for Question Answering Evaluation

Jannis Bulian, Christian Buck, Wojciech Gajewski, Benjamin Börschinger, Tal Schuster

Multi-VQG: Generating Engaging Questions for Multiple Images

Min-Hsuan Yeh, Vincent Chen, Ting-Hao Huang, Lun-Wei Ku

Estimating Soft Labels for Out-of-Domain Intent Detection

Hao Lang, Yinhe Zheng, Jian Sun, Fei Huang, Luo Si

Normalized Contrastive Learning for Text-Video Retrieval

Yookoon Park, Mahmoud Azab, Seungwhan Moon, Bo Xiong, Florian Metze

Learning a Grammar Inducer from Massive Uncurated Instructional Videos

Songyang Zhang, Linfeng Song, Lifeng Jin, Haitao Mi, Kun Xu

RankGen: Improving Text Generation with Large Ranking Models

Kalpesh Krishna, Yapei Chang, John Wieting, Mohit Iyyer

Interpreting Language Models with Contrastive Explanations

Kayo Yin, Graham Neubig

The Importance of Being Parameters: An Intra-Distillation Method for Serious Gains

Haoran Xu, Philipp Koehn, Kenton Murray

Co-guiding Net: Achieving Mutual Guidances between Multiple Intent Detection and Slot Filling via Heterogeneous Semantics-Label Graphs

Bowen Xing, Ivor Tsang

PAIR: Prompt-Aware margIn Ranking for Counselor Reflection Scoring in Motivational Interviewing

Do June Min, Veronica Perez-Rosas, Kenneth Resnicow, Rada Mihalcea

Improving Complex Knowledge Base Question Answering via Question-to-Action and Question-to-Question Alignment

Yechun Tang, Xiaoxia Cheng, Weiming Lu

The Geometry of Multilingual Language Model Representations

Tyler A. Chang, Zhuowen Tu, Benjamin K. Bergen

Toward Unifying Text Segmentation and Long Document Summarization

SangWoo Cho, Kaiqiang Song, Xiaoyang Wang, Fei Liu, Dong Yu

Generating Natural Language Proofs with Verifier-Guided Search

Kaiyu Yang, Jia Deng, Danqi Chen

Backdoor Attacks in Federated Learning by Rare Embeddings and Gradient Ensembling

Ki Yoon Yoo, Nojun Kwak

Graph-based Model Generation for Few-Shot Relation Extraction

Wanli Li, Tieyun Qian

Learning to Generate Question by Asking Question: A Primal-Dual Approach with Uncommon Word Generation

Qifan Wang, Li Yang, Xiaojun Quan, Fuli Feng, Dongfang Liu

Transformer Feed-Forward Layers Build Predictions by Promoting Concepts in the Vocabulary Space

Mor Geva, Avi Caciularu, Kevin Wang, Yoav Goldberg

CDConv: A Benchmark for Contradiction Detection in Chinese Conversations

Chujie Zheng, Jinfeng Zhou, Yinhe Zheng, Libiao Peng, Zhen Guo

Generative Knowledge Graph Construction: A Review

Hongbin Ye, Ningyu Zhang, Hui Chen, Huajun Chen