Search Results for author:
Found 17 papers, 6 papers with code
Overview of the 2020 WOSP 3C Citation Context Classification Task
Three teams participated in subtask A and four teams participated in subtask B.
ACT2: A multi-disciplinary semi-structured dataset for importance and purpose classification of citations
This modified corpus has annotations for both citation function and importance classes newly enriched with supplementary contextual and non-contextual feature sets the selection of which follows from the lists of features used by the more successful teams in these shared tasks.
Overview of the 2021 SDP 3C Citation Context Classification Shared Task
The task is composed of two subtasks: classifying citations based on their (Subtask A) purpose and (Subtask B) influence.
Overview of the Second Workshop on Scholarly Document Processing
With the ever-increasing pace of research and high volume of scholarly communication, scholars face a daunting task.
Overview of the Third Workshop on Scholarly Document Processing
With the ever-increasing pace of research and high volume of scholarly communication, scholars face a daunting task.
Benchmark for Research Theme Classification of Scholarly Documents
We present a new gold-standard dataset and a benchmark for the Research Theme Identification task, a sub-task of the Scholarly Knowledge Graph Generation shared task, at the 3rd Workshop on Scholarly Document Processing.
CSMeD: Bridging the Dataset Gap in Automated Citation Screening for Systematic Literature Reviews
Systematic literature reviews (SLRs) play an essential role in summarising, synthesising and validating scientific evidence.
CRUISE-Screening: Living Literature Reviews Toolbox
To this end, we developed CRUISE-Screening, a web-based application for conducting living literature reviews - a type of literature review that is continuously updated to reflect the latest research in a particular field.
CORE-GPT: Combining Open Access research and large language models for credible, trustworthy question answering
CORE-GPT's performance was evaluated on a dataset of 100 questions covering the top 20 scientific domains in CORE, resulting in 100 answers and links to 500 relevant articles.
Effective Matching of Patients to Clinical Trials using Entity Extraction and Neural Re-ranking
Our approach involves two key components in a pipeline-based model: (i) a data enrichment technique for enhancing both queries and documents during the first retrieval stage, and (ii) a novel re-ranking schema that uses a Transformer network in a setup adapted to this task by leveraging the structure of the CT documents.
Outcome-based Evaluation of Systematic Review Automation
We find that accounting for the difference in review outcomes leads to a different assessment of the quality of a system than if traditional evaluation measures were used.
Predicting article quality scores with machine learning: The UK Research Excellence Framework
National research evaluation initiatives and incentive schemes have previously chosen between simplistic quantitative indicators and time-consuming peer review, sometimes supported by bibliometrics.
Confidence estimation of classification based on the distribution of the neural network output layer
In this paper, we propose novel methods that, given a neural network classification model, estimate uncertainty of particular predictions generated by this model.
Automation of Citation Screening for Systematic Literature Reviews using Neural Networks: A Replicability Study
In this work, we conduct a replicability study of the first two deep learning papers for citation screening and evaluate their performance on 23 publicly available datasets.
Deduplication of Scholarly Documents using Locality Sensitive Hashing and Word Embeddings
Deduplication is the task of identifying near and exact duplicate data items in a collection.
Online Evaluations for Everyone: Mr. DLib's Living Lab for Scholarly Recommendations
We present the architecture of Mr. DLib's living lab as well as usage statistics on the first sixteen months of operating it.
