Crystal: Introspective Reasoners Reinforced with Self-Feedback EMNLP

Jiacheng Liu | Ramakanth Pasunuru | Hannaneh Hajishirzi | Yejin Choi | Asli Celikyilmaz |

Complementary Explanations for Effective In-Context Learning F i n d i n g s - A C L

Xi Ye | Srinivasan Iyer | Asli Celikyilmaz | Veselin Stoyanov | Greg Durrett | Ramakanth Pasunuru |

MURMUR: Modular Multi-Step Reasoning for Semi-Structured Data-to-Text Generation F i n d i n g s - A C L

Swarnadeep Saha | Xinyan Yu | Mohit Bansal | Ramakanth Pasunuru | Asli Celikyilmaz |

Training Trajectories of Language Models Across Scales ACL

Mengzhou Xia | Mikel Artetxe | Chunting Zhou | Xi Victoria Lin | Ramakanth Pasunuru | Danqi Chen | Luke Zettlemoyer | Veselin Stoyanov |

Proposition-Level Clustering for Multi-Document Summarization NAACL

Ori Ernst | Avi Caciularu | Ori Shapira | Ramakanth Pasunuru | Mohit Bansal | Jacob Goldberger | Ido Dagan |

Interactive Query-Assisted Summarization via Deep Reinforcement Learning NAACL

Ori Shapira | Ramakanth Pasunuru | Mohit Bansal | Ido Dagan | Yael Amsterdamer |

Improving In-Context Few-Shot Learning via Self-Supervised Training NAACL

Mingda Chen | Jingfei Du | Ramakanth Pasunuru | Todor Mihaylov | Srini Iyer | Veselin Stoyanov | Zornitsa Kozareva |

Efficient Large Scale Language Modeling with Mixtures of Experts EMNLP

Mikel Artetxe | Shruti Bhosale | Naman Goyal | Todor Mihaylov | Myle Ott | Sam Shleifer | Xi Victoria Lin | Jingfei Du | Srinivasan Iyer | Ramakanth Pasunuru | Giridharan Anantharaman | Xian Li | Shuohui Chen | Halil Akin | Mandeep Baines | Louis Martin | Xing Zhou | Punit Singh Koura | Brian O’Horo | Jeffrey Wang | Luke Zettlemoyer | Mona Diab | Zornitsa Kozareva | Veselin Stoyanov |

Few-shot Learning with Multilingual Generative Language Models EMNLP

Xi Victoria Lin | Todor Mihaylov | Mikel Artetxe | Tianlu Wang | Shuohui Chen | Daniel Simig | Myle Ott | Naman Goyal | Shruti Bhosale | Jingfei Du | Ramakanth Pasunuru | Sam Shleifer | Punit Singh Koura | Vishrav Chaudhary | Brian O’Horo | Jeff Wang | Luke Zettlemoyer | Zornitsa Kozareva | Mona Diab | Veselin Stoyanov | Xian Li |

The Effect of Pretraining on Extractive Summarization for Scientific Documents NAACL sdp

Yash Gupta | Pawan Sasanka Ammanamanchi | Shikha Bordia | Arjun Manoharan | Deepak Mittal | Ramakanth Pasunuru | Manish Shrivastava | Maneesh Singh | Mohit Bansal | Preethi Jyothi |

Efficiently Summarizing Text and Graph Encodings of Multi-Document Clusters NAACL

Ramakanth Pasunuru | Mengwen Liu | Mohit Bansal | Sujith Ravi | Markus Dreyer |

Extending Multi-Document Summarization Evaluation to the Interactive Setting NAACL

Ori Shapira | Ramakanth Pasunuru | Hadar Ronen | Mohit Bansal | Yael Amsterdamer | Ido Dagan |

Summary-Source Proposition-level Alignment: Task, Datasets and Supervised Baseline CoNLL EMNLP

Ori Ernst | Ori Shapira | Ramakanth Pasunuru | Michael Lepioshkin | Jacob Goldberger | Mohit Bansal | Ido Dagan |

Continual Few-Shot Learning for Text Classification EMNLP

Ramakanth Pasunuru | Veselin Stoyanov | Mohit Bansal |

iFacetSum: Coreference-based Interactive Faceted Summarization for Multi-Document Exploration EMNLP

Eran Hirsch | Alon Eirew | Ori Shapira | Avi Caciularu | Arie Cattan | Ori Ernst | Ramakanth Pasunuru | Hadar Ronen | Mohit Bansal | Ido Dagan |

An Overview of Uncertainty Calibration for Text Classification and the Role of Distillation ACL IJCNLP RepL4NLP

Han Guo | Ramakanth Pasunuru | Mohit Bansal |

DORB: Dynamically Optimizing Multiple Rewards with Bandits EMNLP

Ramakanth Pasunuru | Han Guo | Mohit Bansal |

FENAS: Flexible and Expressive Neural Architecture Search EMNLP Findings

Ramakanth Pasunuru | Mohit Bansal |

Crowdsourcing Lightweight Pyramids for Manual Summary Evaluation NAACL

Ori Shapira | David Gabay | Yang Gao | Hadar Ronen | Ramakanth Pasunuru | Mohit Bansal | Yael Amsterdamer | Ido Dagan |

AutoSeM: Automatic Task Selection and Mixing in Multi-Task Learning NAACL

Han Guo | Ramakanth Pasunuru | Mohit Bansal |

Continual and Multi-Task Architecture Search ACL

Ramakanth Pasunuru | Mohit Bansal |

Dynamic Multi-Level Multi-Task Learning for Sentence Simplification COLING

Han Guo | Ramakanth Pasunuru | Mohit Bansal |

Game-Based Video-Context Dialogue EMNLP

Ramakanth Pasunuru | Mohit Bansal |

Multi-Reward Reinforced Summarization with Saliency and Entailment NAACL

Ramakanth Pasunuru | Mohit Bansal |

Soft Layer-Specific Multi-Task Summarization with Entailment and Question Generation ACL

Han Guo | Ramakanth Pasunuru | Mohit Bansal |

Reinforced Video Captioning with Entailment Rewards EMNLP

Ramakanth Pasunuru | Mohit Bansal |

Multi-Task Video Captioning with Video and Entailment Generation ACL

Ramakanth Pasunuru | Mohit Bansal |

Towards Improving Abstractive Summarization via Entailment Generation WS

Ramakanth Pasunuru | Han Guo | Mohit Bansal |