Search Results for author: Manuel R. Ciosici

Found 14 papers, 5 papers with code

Remember what you did so you know what to do next

no code implementations30 Oct 2023 Manuel R. Ciosici, Alex Hedges, Yash Kankanampati, Justin Martin, Marjorie Freedman, Ralph Weischedel

In work contemporaneous with ours, Lin et al. (2023) demonstrated a two-part approach (SwiftSage) that uses a small LLM (T5-large) complemented by OpenAI's massive LLMs to achieve outstanding results in ScienceWorld.

Language Modelling Large Language Model +1

Training a T5 Using Lab-sized Resources

no code implementations25 Aug 2022 Manuel R. Ciosici, Leon Derczynski

Training large neural language models on large datasets is resource- and time-intensive.

Language Modelling Large Language Model

Perhaps PTLMs Should Go to School -- A Task to Assess Open Book and Closed Book QA

no code implementations4 Oct 2021 Manuel R. Ciosici, Joe Cecil, Alex Hedges, Dong-Ho Lee, Marjorie Freedman, Ralph Weischedel

Our goal is to deliver a new task and leaderboard to stimulate research on question answering and pre-trained language models (PTLMs) to understand a significant instructional document, e. g., an introductory college textbook or a manual.

Question Answering

Accelerated High-Quality Mutual-Information Based Word Clustering

1 code implementation LREC 2020 Manuel R. Ciosici, Ira Assent, Leon Derczynski

We present efficient implementations of Brown clustering and the alternative Exchange clustering as well as a number of methods to accelerate the computation of both hierarchical and flat clusters.

Clustering Vocal Bursts Intensity Prediction

CRAFT Shared Tasks 2019 Overview --- Integrated Structure, Semantics, and Coreference

no code implementations WS 2019 William Baumgartner, Michael Bada, Sampo Pyysalo, Manuel R. Ciosici, Negacy Hailu, Harrison Pielke-Lombardo, Michael Regan, Lawrence Hunter

As part of the BioNLP Open Shared Tasks 2019, the CRAFT Shared Tasks 2019 provides a platform to gauge the state of the art for three fundamental language processing tasks {---} dependency parse construction, coreference resolution, and ontology concept identification {---} over full-text biomedical articles.

coreference-resolution Dependency Parsing +2

Quantifying the morphosyntactic content of Brown Clusters

no code implementations NAACL 2019 Manuel R. Ciosici, Leon Derczynski, Ira Assent

We show that increases in Average Mutual Information, the clustering algorithms{'} optimization goal, are highly correlated with improvements in encoding of morphosyntactic information.

Clustering

Abbreviation Explorer - an interactive system for pre-evaluation of Unsupervised Abbreviation Disambiguation

no code implementations NAACL 2019 Manuel R. Ciosici, Ira Assent

We present Abbreviation Explorer, a system that supports interactive exploration of abbreviations that are challenging for Unsupervised Abbreviation Disambiguation (UAD).

Improving Quality of Hierarchical Clustering for Large Data Series

1 code implementation3 Aug 2016 Manuel R. Ciosici

Because of its ability to produce high-quality, human-understandable cluster, Brown clustering has seen high uptake the NLP research community where it is used in the preprocessing and feature generation steps.

Clustering

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