1 code implementation • ArgMining (ACL) 2022 • Yingqiang Gao, Nianlong Gu, Jessica Lam, Richard H.R. Hahnloser
In scientific papers, arguments are essential for explaining authors’ findings.
no code implementations • 4 Mar 2024 • Xiaoliang Luo, Akilles Rechardt, Guangzhi Sun, Kevin K. Nejad, Felipe Yáñez, Bati Yilmaz, Kangjoo Lee, Alexandra O. Cohen, Valentina Borghesani, Anton Pashkov, Daniele Marinazzo, Jonathan Nicholas, Alessandro Salatiello, Ilia Sucholutsky, Pasquale Minervini, Sepehr Razavi, Roberta Rocca, Elkhan Yusifov, Tereza Okalova, Nianlong Gu, Martin Ferianc, Mikail Khona, Kaustubh R. Patil, Pui-Shee Lee, Rui Mata, Nicholas E. Myers, Jennifer K Bizley, Sebastian Musslick, Isil Poyraz Bilgin, Guiomar Niso, Justin M. Ales, Michael Gaebler, N Apurva Ratan Murty, Leyla Loued-Khenissi, Anna Behler, Chloe M. Hall, Jessica Dafflon, Sherry Dongqi Bao, Bradley C. Love
LLMs trained on the vast scientific literature could potentially integrate noisy yet interrelated findings to forecast novel results better than human experts.
1 code implementation • 10 Oct 2023 • Nianlong Gu, Yingqiang Gao, Richard H. R. Hahnloser
We introduce MemSum-DQA, an efficient system for document question answering (DQA) that leverages MemSum, a long document extractive summarizer.
1 code implementation • 6 Jun 2023 • Nianlong Gu, Richard H. R. Hahnloser
We propose SciLit, a pipeline that automatically recommends relevant papers, extracts highlights, and suggests a reference sentence as a citation of a paper, taking into consideration the user-provided context and keywords.
1 code implementation • 19 May 2023 • Yingqiang Gao, Jessica Lam, Nianlong Gu, Richard H. R. Hahnloser
This implicit nature of conclusion positions makes the automatic segmentation of scientific abstracts into premises and conclusions a challenging task.
1 code implementation • 15 May 2023 • Emmanuel Bauer, Dominik Stammbach, Nianlong Gu, Elliott Ash
This paper tackles the task of legal extractive summarization using a dataset of 430K U. S. court opinions with key passages annotated.
1 code implementation • 14 Nov 2022 • Nianlong Gu, Richard H. R. Hahnloser
Citation generation aims to generate a citation sentence that refers to a chosen paper in the context of a manuscript.
1 code implementation • 2 Dec 2021 • Nianlong Gu, Yingqiang Gao, Richard H. R. Hahnloser
The goal of local citation recommendation is to recommend a missing reference from the local citation context and optionally also from the global context.
Ranked #1 on Citation Recommendation on FullTextPeerRead
1 code implementation • ACL 2022 • Nianlong Gu, Elliott Ash, Richard H. R. Hahnloser
We introduce MemSum (Multi-step Episodic Markov decision process extractive SUMmarizer), a reinforcement-learning-based extractive summarizer enriched at each step with information on the current extraction history.
Ranked #1 on Extractive Text Summarization on GovReport
no code implementations • ACL 2020 • Onur Gökçe, Jonathan Prada, Nikola I. Nikolov, Nianlong Gu, Richard H. R. Hahnloser
Each claim in a research paper requires all relevant prior knowledge to be discovered, assimilated, and appropriately cited.