Neural Event Semantics for Grounded Language Understanding

Shyamal Buch | Li Fei-Fei | Noah D. Goodman |

Supertagging the Long Tail with Tree-Structured Decoding of Complex Categories

Jakob Prange | Nathan Schneider | Vivek Srikumar |

Instance-Based Neural Dependency Parsing

Hiroki Ouchi | Jun Suzuki | Sosuke Kobayashi | Sho Yokoi | Tatsuki Kuribayashi | Masashi Yoshikawa | Kentaro Inui |

Neural OCR Post-Hoc Correction of Historical Corpora

Lijun Lyu | Maria Koutraki | Martin Krickl | Besnik Fetahu |

Augmenting Transformers with KNN-Based Composite Memory for Dialog

Angela Fan | Claire Gardent | Chloé Braud | Antoine Bordes |

Relevance-guided Supervision for OpenQA with ColBERT

Omar Khattab | Christopher Potts | Matei Zaharia |

Weisfeiler-Leman in the Bamboo: Novel AMR Graph Metrics and a Benchmark for AMR Graph Similarity

Juri Opitz | Angel Daza | Anette Frank |

There Once Was a Really Bad Poet, It Was Automated but You Didn’t Know It

Jianyou Wang | Xiaoxuan Zhang | Yuren Zhou | Christopher Suh | Cynthia Rudin |

Partially Supervised Named Entity Recognition via the Expected Entity Ratio Loss

Thomas Effland | Michael Collins |

Modeling Content and Context with Deep Relational Learning

Maria Leonor Pacheco | Dan Goldwasser |

Reducing Confusion in Active Learning for Part-Of-Speech Tagging

Aditi Chaudhary | Antonios Anastasopoulos | Zaid Sheikh | Graham Neubig |

Revisiting Multi-Domain Machine Translation

MinhQuang Pham | Josep Maria Crego | François Yvon |

MasakhaNER: Named Entity Recognition for African Languages

David Ifeoluwa Adelani | Jade Abbott | Graham Neubig | Daniel D’souza | Julia Kreutzer | Constantine Lignos | Chester Palen-Michel | Happy Buzaaba | Shruti Rijhwani | Sebastian Ruder | Stephen Mayhew | Israel Abebe Azime | Shamsuddeen H. Muhammad | Chris Chinenye Emezue | Joyce Nakatumba-Nabende | Perez Ogayo | Aremu Anuoluwapo | Catherine Gitau | Derguene Mbaye | Jesujoba Alabi | Seid Muhie Yimam | Tajuddeen Rabiu Gwadabe | Ignatius Ezeani | Rubungo Andre Niyongabo | Jonathan Mukiibi | Verrah Otiende | Iroro Orife | Davis David | Samba Ngom | Tosin Adewumi | Paul Rayson | Mofetoluwa Adeyemi | Gerald Muriuki | Emmanuel Anebi | Chiamaka Chukwuneke | Nkiruka Odu | Eric Peter Wairagala | Samuel Oyerinde | Clemencia Siro | Tobius Saul Bateesa | Temilola Oloyede | Yvonne Wambui | Victor Akinode | Deborah Nabagereka | Maurice Katusiime | Ayodele Awokoya | Mouhamadane MBOUP | Dibora Gebreyohannes | Henok Tilaye | Kelechi Nwaike | Degaga Wolde | Abdoulaye Faye | Blessing Sibanda | Orevaoghene Ahia | Bonaventure F. P. Dossou | Kelechi Ogueji | Thierno Ibrahima DIOP | Abdoulaye Diallo | Adewale Akinfaderin | Tendai Marengereke | Salomey Osei |

KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation

Xiaozhi Wang | Tianyu Gao | Zhaocheng Zhu | Zhengyan Zhang | Zhiyuan Liu | Juanzi Li | Jian Tang |

Sparse, Dense, and Attentional Representations for Text Retrieval

Yi Luan | Jacob Eisenstein | Kristina Toutanova | Michael Collins |