Dragomir Radev

The CL-SciSumm Shared Task 2018: Results and Key Insights

2018 · arXiv (Cornell University)

This overview describes the official results of the CL-SciSumm Shared Task 2018 -- the first medium-scale shared task on scientific document summarization in the computational linguistics (CL) domain. This year, the dataset comprised 60 annotated …

Surprise Languages: Rapid-Response Cross-Language IR

2019 · Edinburgh Research Explorer (University of Edinburgh)

Sixteen years ago, the first "surprise language exercise" was conducted, in Cebuano. The evaluation goal of a surprise language exercise is to learn how well systems for a new language can be quickly built. This …

Benchmarking Generation and Evaluation Capabilities of Large Language Models for Instruction Controllable Summarization

2023 · arXiv (Cornell University)

While large language models (LLMs) can already achieve strong performance on standard generic summarization benchmarks, their performance on more complex summarization task settings is less studied. Therefore, we benchmark LLMs on instruction controllable text summarization, …

Sentence Ordering and Coherence Modeling using Recurrent Neural Networks

2018 · Proceedings of the AAAI Conference on Artificial Intelligence

Modeling the structure of coherent texts is a key NLP problem. The task of coherently organizing a given set of sentences has been commonly used to build and evaluate models that understand such structure. We …

Spider: A Large-Scale Human-Labeled Dataset for Complex and Cross-Domain Semantic Parsing and Text-to-SQL Task

2018

Tao Yu, Rui Zhang, Kai Yang, Michihiro Yasunaga, Dongxu Wang, Zifan Li, James Ma, Irene Li, Qingning Yao, Shanelle Roman, Zilin Zhang, Dragomir Radev. Proceedings of the 2018 Conference on Empirical Methods in Natural Language …

Graph-based Neural Multi-Document Summarization

2017

We propose a neural multi-document summarization (MDS) system that incorporates sentence relation graphs. We employ a Graph Convolutional Network (GCN) on the relation graphs, with sentence embeddings obtained from Recurrent Neural Networks as input node …

Robust Multilingual Part-of-Speech Tagging via Adversarial Training

2018

Michihiro Yasunaga, Jungo Kasai, Dragomir Radev. Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long Papers). 2018.

CoSQL: A Conversational Text-to-SQL Challenge Towards Cross-Domain Natural Language Interfaces to Databases

2019

Tao Yu, Rui Zhang, Heyang Er, Suyi Li, Eric Xue, Bo Pang, Xi Victoria Lin, Yi Chern Tan, Tianze Shi, Zihan Li, Youxuan Jiang, Michihiro Yasunaga, Sungrok Shim, Tao Chen, Alexander Fabbri, Zifan Li, Luyao …

ScisummNet: A Large Annotated Corpus and Content-Impact Models for Scientific Paper Summarization with Citation Networks

2019 · Proceedings of the AAAI Conference on Artificial Intelligence

Scientific article summarization is challenging: large, annotated corpora are not available, and the summary should ideally include the article’s impacts on research community. This paper provides novel solutions to these two challenges. We 1) develop …

Papers by this author

The CL-SciSumm Shared Task 2018: Results and Key Insights

Surprise Languages: Rapid-Response Cross-Language IR

Benchmarking Generation and Evaluation Capabilities of Large Language Models for Instruction Controllable Summarization

Sentence Ordering and Coherence Modeling using Recurrent Neural Networks

Spider: A Large-Scale Human-Labeled Dataset for Complex and Cross-Domain Semantic Parsing and Text-to-SQL Task

Graph-based Neural Multi-Document Summarization

Robust Multilingual Part-of-Speech Tagging via Adversarial Training

CoSQL: A Conversational Text-to-SQL Challenge Towards Cross-Domain Natural Language Interfaces to Databases

ScisummNet: A Large Annotated Corpus and Content-Impact Models for Scientific Paper Summarization with Citation Networks

QMSum: A New Benchmark for Query-based Multi-domain Meeting Summarization

PromptSource: An Integrated Development Environment and Repository for Natural Language Prompts

BLOOM: A 176B-Parameter Open-Access Multilingual Language Model

Crosslingual Generalization through Multitask Finetuning

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