EMNLP

Domain Knowledge Empowered Structured Neural Net for End-to-End Event Temporal Relation Extraction

Rujun Han, Yichao Zhou, Nanyun Peng

Comments Appear in EMNLP'20

Fast semantic parsing with well-typedness guarantees

Matthias Lindemann, Jonas Groschwitz, Alexander Koller

Comments Accepted at EMNLP 2020, camera-ready version

AdapterHub: A Framework for Adapting Transformers

Jonas Pfeiffer, Andreas Rücklé, Clifton Poth, Aishwarya Kamath, Ivan Vulić, Sebastian Ruder, Kyunghyun Cho, Iryna Gurevych

Comments EMNLP 2020: Systems Demonstrations

Learning Collaborative Agents with Rule Guidance for Knowledge Graph Reasoning

Deren Lei, Gangrong Jiang, Xiaotao Gu, Kexuan Sun, Yuning Mao, Xiang Ren

Comments EMNLP 2020

MAD-X: An Adapter-Based Framework for Multi-Task Cross-Lingual Transfer

Jonas Pfeiffer, Ivan Vulić, Iryna Gurevych, Sebastian Ruder

Comments EMNLP 2020

Don't Use English Dev: On the Zero-Shot Cross-Lingual Evaluation of Contextual Embeddings

Phillip Keung, Yichao Lu, Julian Salazar, Vikas Bhardwaj

Comments To appear in EMNLP 2020

UDapter: Language Adaptation for Truly Universal Dependency Parsing

Ahmet Üstün, Arianna Bisazza, Gosse Bouma, Gertjan van Noord

Comments In EMNLP 2020

Filtering Noisy Dialogue Corpora by Connectivity and Content Relatedness

Reina Akama, Sho Yokoi, Jun Suzuki, Kentaro Inui

Comments 18 pages, Accepted at The 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP 2020)

Graph-to-Tree Neural Networks for Learning Structured Input-Output Translation with Applications to Semantic Parsing and Math Word Problem

Shucheng Li, Lingfei Wu, Shiwei Feng, Fangli Xu, Fengyuan Xu, Sheng Zhong

Comments Long Paper in EMNLP 2020. 12 pages including references

Attention is Not Only a Weight: Analyzing Transformers with Vector Norms

Goro Kobayashi, Tatsuki Kuribayashi, Sho Yokoi, Kentaro Inui

Comments 19 pages, accepted by EMNLP 2020

Unsupervised Discovery of Implicit Gender Bias

Anjalie Field, Yulia Tsvetkov

Comments Accepted to EMNLP 2020

Analyzing Redundancy in Pretrained Transformer Models

Fahim Dalvi, Hassan Sajjad, Nadir Durrani, Yonatan Belinkov

Comments 19 Pages, 14 figures, EMNLP 2020

SelfORE: Self-supervised Relational Feature Learning for Open Relation Extraction

Xuming Hu, Chenwei Zhang, Yusong Xu, Lijie Wen, Philip S. Yu

Comments In EMNLP 2020 as a long paper. Code and data are available at https://github.com/THU-BPM/SelfORE

Evaluating the Calibration of Knowledge Graph Embeddings for Trustworthy Link Prediction

Tara Safavi, Danai Koutra, Edgar Meij

Comments EMNLP 2020

Sparse Parallel Training of Hierarchical Dirichlet Process Topic Models

Alexander Terenin, Måns Magnusson, Leif Jonsson

Journal ref Conference on Empirical Methods in Natural Language Processing, 2020

Data Rejuvenation: Exploiting Inactive Training Examples for Neural Machine Translation

Wenxiang Jiao, Xing Wang, Shilin He, Irwin King, Michael R. Lyu, Zhaopeng Tu

Comments Accepted to EMNLP 2020 main conference, 12 pages

Do Explicit Alignments Robustly Improve Multilingual Encoders?

Shijie Wu, Mark Dredze

Comments EMNLP 2020

Multi-task Learning for Multilingual Neural Machine Translation

Yiren Wang, ChengXiang Zhai, Hany Hassan Awadalla

Comments EMNLP 2020

Efficient Meta Lifelong-Learning with Limited Memory

Zirui Wang, Sanket Vaibhav Mehta, Barnabás Póczos, Jaime Carbonell

Comments Published as a main conference paper at EMNLP 2020

Iterative Domain-Repaired Back-Translation

Hao-Ran Wei, Zhirui Zhang, Boxing Chen, Weihua Luo

Comments EMNLP 2020 long paper

Learning Visual-Semantic Embeddings for Reporting Abnormal Findings on Chest X-rays

Jianmo Ni, Chun-Nan Hsu, Amilcare Gentili, Julian McAuley

Comments 7 pages, 2 figures, to be published in Findings of EMNLP 2020

Identifying Spurious Correlations for Robust Text Classification

Zhao Wang, Aron Culotta

Comments Findings of EMNLP-2020

Journal ref Findings of EMNLP-2020

Efficient One-Pass End-to-End Entity Linking for Questions

Belinda Z. Li, Sewon Min, Srinivasan Iyer, Yashar Mehdad, Wen-tau Yih

Comments 9 pages, EMNLP 2020

Adversarial Grammatical Error Correction

Vipul Raheja, Dimitrios Alikaniotis

Comments 13 Pages, EMNLP 2020

Simple and Effective Few-Shot Named Entity Recognition with Structured Nearest Neighbor Learning

Yi Yang, Arzoo Katiyar

Comments Accepted by EMNLP 2020

Guiding Attention for Self-Supervised Learning with Transformers

Ameet Deshpande, Karthik Narasimhan

Comments Accepted to Findings of EMNLP, 2020

Interactive Fiction Game Playing as Multi-Paragraph Reading Comprehension with Reinforcement Learning

Xiaoxiao Guo, Mo Yu, Yupeng Gao, Chuang Gan, Murray Campbell, Shiyu Chang

Comments Accepted to EMNLP 2020

Fine-Grained Grounding for Multimodal Speech Recognition

Tejas Srinivasan, Ramon Sanabria, Florian Metze, Desmond Elliott

Comments Accepted to Findings of EMNLP 2020

Improving Neural Topic Models using Knowledge Distillation

Alexander Hoyle, Pranav Goel, Philip Resnik

Comments Accepted to EMNLP 2020

Understanding the Mechanics of SPIGOT: Surrogate Gradients for Latent Structure Learning

Tsvetomila Mihaylova, Vlad Niculae, André F. T. Martins

Comments EMNLP 2020