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<!DOCTYPE html>
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<title>Will Radford</title>
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<h1 class="display-6 name font-weight-bold">
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src="http://wejradford.github.io/headshot.jpg"
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Will Radford
</h1>
<div>
<a href="https://github.com/wejradford"><i class="linkcon fab fa-github-square fa-2x"></i></a>
<a href="https://twitter.com/wejradford"><i class="linkcon fab fa-twitter-square fa-2x"></i></a>
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</nav>
<div class="card-columns container-fluid cards">
<div class="card m-1">
<div class="card-body">
<h5 class="card-title">About</h5>
<h6 class="card-subtitle mb-2 text-muted"></h6>
<p class="card-text">
I like solving applied machine learning problems, especially those that deal
with design, creativity, natural language processing or interactive intelligence.
I've had fun doing so in academia, large companies and startups
since 2004.
</p>
<a href="http://wejradford.github.io/wejradford-resume-1p.pdf" class="card-link">One page resume</a>
<a href="http://wejradford.github.io/wejradford-resume-morep.pdf" class="card-link">Longer resume</a>
</div>
</div>
<div class="card m-1">
<div class="card-body">
<h5 class="card-title">Applying machine learning to design at Canva</h5>
<h6 class="card-subtitle mb-2 text-muted">Current work at <a href="https://www.canva.com/">Canva</a></h6>
<p class="card-text">
I'm using machine learning to help users create designs more quickly and easily.
Here's <a href="https://www.youtube.com/watch?v=PIpDF7ZYjbU">my YOW! Data 2021 talk</a> on how we used machine learning to support creative exploration of our template library by bringing users' text with them as they try out new templates.
</p>
</div>
</div>
<div class="card m-1">
<div class="card-body">
<h5 class="card-title">Co-organising the 1st and 2nd workshops on Gender Bias for NLP</h5>
<h6 class="card-subtitle mb-2 text-muted">Supported by <a href="https://www.canva.com/">Canva</a></h6>
<p class="card-text">
I'm proud to be co-organising an academic workshop and shared task that help focus on making NLP tools fairer.
</p>
<a href="https://genderbiasnlp.talp.cat/" class="card-link">Website</a>
<a href="https://www.kaggle.com/c/gendered-pronoun-resolution" class="card-link">Kaggle</a>
<a href="https://arxiv.org/abs/2104.03026" class="card-link">Bias statement blog post</a>
</div>
</div>
<div class="card m-1">
<div class="card-body">
<h5 class="card-title">Automating compliance at RedMarker</h5>
<h6 class="card-subtitle mb-2 text-muted">Work at <a href="http://redmarker.com.au">RedMarker</a></h6>
<p class="card-text">
I helped build tools to change how the financial industry stays compliant with regulation. We focussed on applied machine learning and natural language processing that scales and lives in containers or serverless environments.
</p>
<a href="https://github.com/wejradford/wejradford.github.io/raw/master/snlp-2017.pdf" class="card-link">NLP-in-the-wild-slides</a>
</div>
</div>
<div class="card m-1">
<div class="card-body">
<h5 class="card-title">Sydney NLP Meetup</h5>
<h6 class="card-subtitle mb-2 text-muted">Natural language processing meetup in Sydney</h6>
<p class="card-text">
<a href="https://twitter.com/benhachey">Ben</a>, <a href="https://twitter.com/AllSchuckUp">Adam</a>, <a href="https://twitter.com/alexnorth">Alex</a> and I started this meetup in 2015 on a hunch that there was a community with interesting things to talk about. During my time there, we grew to over 800 people and organised over 20 events, including three mini-conferences for academia and industry.
</p>
<a href="https://www.meetup.com/Sydney-Natural-Language-Processing-Meetup/" class="card-link">Website</a>
</div>
</div>
<div class="card m-1">
<div class="card-body">
<h5 class="card-title">Forecasting psychological distress from childhood essays</h5>
<h6 class="card-subtitle mb-2 text-muted">Submission to the <a href="http://clpsych.org/shared-task-2018/">CLPsych workshop 2018 shared task</a></h6>
<p class="card-text">
<a href="https://www.neura.edu.au/staff/dr-kylie-radford-2/">Kylie</a>, Louise, Ruth, Kim, <a href="https://twitter.com/DrNowson">Scott</a>, <a href="https://twitter.com/benhachey">Ben</a>, and I submitted a system that tries to predict adult psychological distress from childhood essays. It's really hard!
</p>
<a href="http://www.aclweb.org/anthology/W18-0614" class="card-link">CLPsych18</a>
</div>
</div>
<div class="card m-1">
<div class="card-body">
<h5 class="card-title">Active Learning ... and Beyond! 🚀</h5>
<h6 class="card-subtitle mb-2 text-muted">Tutorial at ALTA17</h6>
<p class="card-text">
<a href="https://twitter.com/benhachey">Ben</a>, <a href="https://twitter.com/BrooklynHAN">Bo</a> and I prepared a tutorial on using active learning to bootstrap simple NLP systems, including a live shared task.
</p>
<a href="http://alta2017.alta.asn.au/tutorials.html" class="card-link">Website</a>
<a href="https://github.com/edgedown/alta17active" class="card-link">Jupyter</a>
<a href="https://docs.google.com/presentation/d/1ITz0CmCvslE8ChDJLOAS4dEpZJNio5k4D8f8BuA4Jd4" class="card-link">Slides</a>
</div>
</div>
<div class="card m-1">
<div class="card-body">
<h5 class="card-title">Playing around with fastText to classify reddit submissions</h5>
<h6 class="card-subtitle mb-2 text-muted">Tutorial at the Sydney NLP meetup</h6>
<p class="card-text">
This is a quick and dirty tutorial trying out <a href="https://fasttext.cc/">fastText</a>
on some toy reddit text classification. See also bonus round on hacking continuous features into fastText.
</p>
<a href="https://wejradford.github.io/fastText-playground" class="card-link">Website</a>
<a href="https://github.com/wejradford/fastText-playground" class="card-link">GitHub</a>
</div>
</div>
<div class="card m-1">
<div class="card-body">
<h5 class="card-title">Collective intelligence for web person search</h5>
<h6 class="card-subtitle mb-2 text-muted">Work at <a href="https://www.hugo.ai">Hugo.ai</a> (a.k.a. Abbrevi8)</h6>
<p class="card-text">
Helped build a cool person research app backed by human and machine collective intelligence with
<a href="https://twitter.com/benhachey">Ben</a>, <a href="https://twitter.com/BrooklynHAN">Bo</a>, <a href="https://twitter.com/szekaichen">Sze Kai</a> and <a href="https://twitter.com/andrewchisholm">Andy</a>.
</p>
</p>
</div>
</div>
<div class="card m-1">
<div class="card-body">
<h5 class="card-title">Generating short biographies from database records using neural networks.</h5>
<h6 class="card-subtitle mb-2 text-muted">Work at <a href="https://www.hugo.ai">Hugo.ai</a> (a.k.a. Abbrevi8)</h6>
<p class="card-text">
I co-supervised <a href="https://twitter.com/andrewchisholm">Andy</a> building a system to generate biographical sentences from database records (i.e. Wikidata to Wikipedia) using neural sequence-to-sequence models.
</p>
<a href="https://aclweb.org/anthology/E17-1060">EACL17</a>
<a href="https://docs.google.com/presentation/d/1pdWaBwVeYMSqojKf5qPyhbFzfKCw2PJjDlMq3eT3n2w/">Slides</a>
</div>
</div>
<div class="card m-1">
<div class="card-body">
<h5 class="card-title">Analysing post-editing of biography text</h5>
<h6 class="card-subtitle mb-2 text-muted">Work at <a href="https://www.hugo.ai">Hugo.ai</a> (a.k.a. Abbrevi8)</h6>
<p class="card-text">
I worked with the rest of the Hugo team to analyse how content-experts corrected automatically-generated biography text for our users.
</p>
<a href="http://papers.www2017.com.au.s3-website-ap-southeast-2.amazonaws.com/companion/p791.pdf">WWW17</a>
</div>
</div>
<div class="card m-1">
<div class="card-body">
<h5 class="card-title">Analysing translation into emoji with EmojiDick</h5>
<h6 class="card-subtitle mb-2 text-muted">Work at <a href="https://www.hugo.ai">Hugo.ai</a> (a.k.a. Abbrevi8)</h6>
<p class="card-text">
I analyzed the translations created in <a href="http://www.emojidick.com/">EmojiDick</a>, a project to translate Moby Dick into emoji 🐳.
</p>
<a href="https://www.aclweb.org/anthology/U/U16/U16-1018.pdf">ALTA16 paper</a>
<a href="https://github.com/wejradford/emojidick/blob/master/emojidick.ipynb" class="card-link">Jupyter</a>
<a href="https://docs.google.com/presentation/d/1PIwp-dcV3p6uRXWkYOXfpAauWpIH_g74gYkKrW1OpDE" class="card-link">Slides</a>
</div>
</div>
<div class="card m-1">
<div class="card-body">
<h5 class="card-title">Triaging mental health forum posts</h5>
<h6 class="card-subtitle mb-2 text-muted">Work at <a href="https://www.hugo.ai">Hugo.ai</a> (a.k.a. Abbrevi8)</h6>
<p class="card-text">
<a href="https://twitter.com/benhachey">Ben</a>, Glen and I submitted a system to the <a href="http://clpsych.org">CLPsych</a> shared task to triage posts on the <a href="https://au.reachout.com/">Reach Out</a> mental health forum.
</p>
<a href="http://hollingk.github.io/CLPsych/pdf/CLPsych24.pdf" class="card-link">CLPsych16</a>
</div>
</div>
<div class="card m-1">
<div class="card-body">
<h5 class="card-title">Discovering knowledge bases on the web</h5>
<h6 class="card-subtitle mb-2 text-muted">Work at <a href="https://www.hugo.ai">Hugo.ai</a> (a.k.a. Abbrevi8)</h6>
<p class="card-text">
I co-supervised <a href="https://twitter.com/andrewchisholm">Andy</a> on work trying to identify website URLs that act as endpoints for an ad-hoc knowledge base.
</p>
<a href="https://aclweb.org/anthology/W/W16/W16-1302.pdf" class="card-link">AKBC16</a>
</div>
</div>
<div class="card m-1">
<div class="card-body">
<h5 class="card-title">Evaluating entity timelines</h5>
<h6 class="card-subtitle mb-2 text-muted">Work at <a href="https://www.hugo.ai">Hugo.ai</a> (a.k.a. Abbrevi8)</h6>
<p class="card-text">
I co-supervised <a href="https://www.linkedin.com/in/xavier-holt/">Xavier H.</a> on a project evaluating how entity timelines -- lists of stories about an entity -- are built.
</p>
<a href="https://www.aclweb.org/anthology/U/U16/U16-1019.pdf" class="card-link">ALTA16</a>
</div>
</div>
<div class="card m-1">
<div class="card-body">
<h5 class="card-title">High quality named entity recognition with knowledge bases</h5>
<h6 class="card-subtitle mb-2 text-muted">Work at Xerox Research Centre Europe, now <a href="http://www.europe.naverlabs.com/">Naver Labs Europe</a>.</h6>
<p class="card-text">
<a href="http://cui.unige.ch/~hendersj/">Jamie</a>, <a href="https://twitter.com/xavier_nlp">Xavier C.</a> and I worked on some interactive information extraction, investigating the question: if a user could correct the first few sentences of a document, how well could a system tag the rest?
</p>
<a href="https://www.aclweb.org/anthology/D/D15/D15-1058.pdf" class="card-link">EMNLP15</a>
<a href="https://patents.google.com/patent/US20170060835A1/en" class="card-link">Patent</a>
</div>
</div>
<div class="card m-1">
<div class="card-body">
<h5 class="card-title">Natural language understanding for chatbots</h5>
<h6 class="card-subtitle mb-2 text-muted">Work at Xerox Research Centre Europe, now <a href="http://www.europe.naverlabs.com/">Naver Labs Europe</a>.</h6>
<p class="card-text">
I worked on a large team on chatbots for customer care, specialising in natural language understanding in the mobile telecoms domain -- what is the user's intent, what entities and problems are they talking about?
</p>
<a href="https://www.youtube.com/watch?list=PLsX3eJ1gB1_Ao7Nw8nLAZqrxtUHpnDzKB&v=vlM3fyeDZi8" class="card-link">Video</a>
</div>
</div>
<div class="card m-1">
<div class="card-body">
<h5 class="card-title">Tracking dialogue state</h5>
<h6 class="card-subtitle mb-2 text-muted">Work at Xerox Research Centre Europe, now <a href="http://www.europe.naverlabs.com/">Naver Labs Europe</a>.</h6>
<p class="card-text">
<a href="https://twitter.com/perezjln">Julien</a> and I worked on a submission to the 4th <a href="http://www.colips.org/workshop/dstc4/">Dialogue State Tracking Challenge</a> that attempted to keep up with a conversation between a travel guide and their customer.
</p>
<a href="http://www.colips.org/workshop/dstc4/papers/31.pdf" class="card-link">DSTC4</a>
</div>
</div>
<div class="card m-1">
<div class="card-body">
<h5 class="card-title">Mining gender from IMDb castlists</h5>
<h6 class="card-subtitle mb-2 text-muted">Work at Xerox Research Centre Europe, now <a href="http://www.europe.naverlabs.com/">Naver Labs Europe</a>.</h6>
<p class="card-text">
<a href="https://twitter.com/mgalle">Matthias</a> and I mined IMDb for insights into how film and television gender representation has changed over time. It got picked up by <a href="http://www.nytimes.com/2015/04/26/opinion/sunday/what-role-do-you-want-to-play.html">The New York Times</a>.
</p>
<a href="http://www.www2015.it/documents/proceedings/companion/p323.pdf">WWW15-WS</a>
<a href="http://www.nytimes.com/2015/04/26/opinion/sunday/what-role-do-you-want-to-play.html">New York Times</a>
<a href="http://www.webscience-journal.net/webscience/article/view/23">JWS16</a>
<a href="https://github.com/wejradford/castminer">GitHub</a>
</div>
</div>
<div class="card m-1">
<div class="card-body">
<h5 class="card-title">Teasing apart similar languages from Tweets using social data</h5>
<h6 class="card-subtitle mb-2 text-muted">Work at Xerox Research Centre Europe, now <a href="http://www.europe.naverlabs.com/">Naver Labs Europe</a>.</h6>
<p class="card-text">
<a href="https://twitter.com/mgalle">Matthias</a> and I used social data to identify the language a tweet is written in.
</p>
<a href="https://arxiv.org/abs/1607.05408">arXiv</a>
<a href="https://www.google.com/patents/US9645995">Patent</a>
</div>
</div>
<div class="card m-1">
<div class="card-body">
<h5 class="card-title">Named Entity Linking for media</h5>
<h6 class="card-subtitle mb-2 text-muted">PhD project with <a href="https://sydney.edu.au/engineering/about/school-of-information-technologies.html">Sydney Uni</a>, <a href="https://www.cmcrc.com/">the CMCRC</a> and <a href="http://www.fairfaxmedia.com.au/">Fairfax Media</a></h6>
<p class="card-text">
My thesis (supervised by <a href="https://twitter.com/DrJamesCurran">James</a> and <a href="https://twitter.com/benhachey">Ben</a>) was on how to link named entity mentions to knowledge bases -- or which Wikipedia article should we link "John Smith" to in a news story?
We worked with Fairfax to commercialise this into <a href="http://www.smh.com.au/zoom">zoom</a>, a product that lets users browse news by entity rather than story.
We also participated in the <a href="https://www.nist.gov/tac/about/index.html">TAC</a> shared task from 2010 to 2013.
</p>
<a href="https://www.nist.gov/tac/publications/2010/participant.papers/CMCRC.proceedings.pdf" class="card-link">TAC10</a>
<a href="https://wejradford.github.io/pubs/tac11sysdesc.pdf" class="card-link">TAC11</a>
<a href="https://wejradford.github.io/pubs/tac12sysdesc.pdf" class="card-link">TAC12</a>
<a href="https://www.it.usyd.edu.au/~gpin7031/pubs/tac13sysdesc.pdf" class="card-link">TAC13</a>
<a href="https://dx.doi.org/10.1016/j.artint.2012.04.005">AIJ13-NEL</a>
<a href="https://dx.doi.org/10.1016/j.artint.2012.03.006">AIJ13-NER</a>
<a href="https://www.aclweb.org/anthology/P14-2076">ACL14</a>
<a href="https://ses.library.usyd.edu.au//bitstream/2123/12850/1/Radford_WEJ_Thesis.pdf">PhD</a>
<a href="http://www.www2015.it/documents/proceedings/companion/p903.pdf">NewsWWW15</a>
<a href="https://drive.google.com/file/d/0ByAMzyqQfO9qTnZOcUtFOTVmaW8/">Slides</a>
</div>
</div>
<div class="card m-1">
<div class="card-body">
<h5 class="card-title">Tracking the flow of financial news</h5>
<h6 class="card-subtitle mb-2 text-muted">PhD project with <a href="https://sydney.edu.au/engineering/about/school-of-information-technologies.html">Sydney Uni</a>, <a href="https://www.cmcrc.com/">the CMCRC</a>.</h6>
<p class="card-text">
This project was to try and identify how ASX company announcements were reported in the Reuters news service, categorising whether they reported facts, general background or new analysis.
</p>
<a href="https://aclweb.org/anthology-new/U/U09/U09-1003.pdf" class="card-link">ALTA09</a>
<a href="https://wejradford.github.io/pubs/wradford-hons-thesis.pdf" class="card-link">Honours</a>
<a href="http://www.aclweb.org/anthology/W10-0515.pdf" class="card-link">NAACL10-workshop</a>
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<div class="card m-1">
<div class="card-body">
<h5 class="card-title">Demographic and psychometric profiling email authors using the messages they write</h5>
<h6 class="card-subtitle mb-2 text-muted">Work at <a href="http://www.appen.com/">Appen</a>.</h6>
<p class="card-text">
I worked on a team collecting data and building a system to predict an email author's age, education, gender and big-five psychometric attributes from the text they had written.
</p>
<a href="https://aclweb.org/anthology-new/U/U07/U07-1006.pdf" class="card-link">ALTA07</a>
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</div>
<div class="card m-1">
<div class="card-body">
<h5 class="card-title">Reviewing</h5>
<h6 class="card-subtitle mb-2 text-muted">
Work for the academic community
</h6>
<a class="card-link" href="http://acl2017.org/">ACL17</a>
<a class="card-link" href="http://acl2019.org/">ACL19</a>
<a class="card-link" href="http://acl2020.org/">ACL20</a>
<a class="card-link" href="https://2021.aclweb.org/">ACL-IJCNLP21</a>
<a class="card-link" href="http://irlab.csie.ntu.edu.tw/airs2010/committee.php">AIRS10</a>
<a class="card-link" href="http://www.uowdubai.ac.ae/airs2011/details.php?sec=2,3">AIRS11</a>
<a class="card-link" href="http://ai2015.unsw.adfa.edu.au/">AJCAI15</a>
<a class="card-link" href="http://www.alta.asn.au/events/alta2014">ALTA14</a>
<a class="card-link" href="http://www.alta.asn.au/events/alta2015">ALTA15</a>
<a class="card-link" href="http://www.alta.asn.au/events/alta2016">ALTA16</a>
<a class="card-link" href="http://www.alta.asn.au/events/alta2017">ALTA17</a>
<a class="card-link" href="http://alta2018.alta.asn.au/">ALTA18</a>
<a class="card-link" href="http://www.emnlp2015.org/">EMNLP15</a>
<a class="card-link" href="http://www.emnlp2016.net/">EMNLP16</a>
<a class="card-link" href="http://emnlp2017.net/">EMNLP17</a>
<a class="card-link" href="http://emnlp2018.org/">EMNLP18 (reviewer 🏆)</a>
<a class="card-link" href="https://genderbiasnlp.talp.cat/gebnlp2019/">GeBNLP19</a>
<a class="card-link" href="https://genderbiasnlp.talp.cat/gebnlp2020/">GeBNLP20</a>
<a class="card-link" href="https://genderbiasnlp.talp.cat/gebnlp2021/">GeBNLP21</a>
<a class="card-link" href="http://oak.dcs.shef.ac.uk/ld4ie2014">LD4IE14</a>
<a class="card-link" href="http://oak.dcs.shef.ac.uk/ld4ie2015">LD4IE15</a>
<a class="card-link" href="http://naacl.org/naacl-hlt-2016">NAACL16</a>
<a class="card-link" href="https://naacl2019.org/blog/kudos-reviewers/">NAACL19 (reviewer 🏆)</a>
<a class="card-link" href="http://noisy-text.github.io/2016/">W-NUT16</a>
</div>
</div>
<div class="card m-1">
<div class="card-body">
<h5 class="card-title">Teaching</h5>
<h6 class="card-subtitle mb-2 text-muted">
Work at Sydney Uni
</h6>
<p class="card-text">
I tutored <a href="http://rp-www.cs.usyd.edu.au/~info1903/">INFO1903 Infomatics (Advanced)</a> (lots of python in 2010, 2011, 2012) and <a href="http://rp-www.cs.usyd.edu.au/~comp5338/">COMP5338 Advanced Data Models</a> (2010, 2011). I received a 2012 Dean's Award for Excellence in Tutoring (School). I have delivered a couple of guest lectures for software engineering and NLP courses.
</p>
<a class="card-link" href="https://docs.google.com/presentation/d/1PXi-GEKmPwPo26s-Y33tLR2KZn6qE_SA6euwEmlH520">Guest lecture slides</a>
</div>
</div>
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