We identified two key designs that can improve the effectiveness and efficiency of sample acquisition: random sampling reduces the unlabeled pool being considered for acquisition, and decouples the diversity and uncertainty objectives in hybrid acquisition. Based on an investigation of existing methods, we propose a novel active learning method: TYROGUE.
In this blog post, we will define the problem of paraphrasing. We will explain the challenges of document-level paraphrasing, especially in the business domain. These challenges include evaluation. Following this, we will briefly describe the results of the survey study, and identify key ideas.
JGLUE Hands-on: An outline of the performance evaluation procedure of the Transformers model using JGLUE
This article explains how to evaluate the models of hugginface/transformers systems using JGLUE, and evaluates the ELECTRA model used in GiNZA* by JGLUE.
NAACL is a key conference for our research work, as such 6 of our researchers attended the event and Megagon Labs was a Platinum level sponsor of the event. To share with you what we gathered from the conference, below we summarize papers, workshops, invited talks, and other conference events. We found the topics both interesting and relevant to the ongoing research at Megagon Labs.