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Difficulty-Aware Machine Translation Evaluation [article]

Runzhe Zhan, Xuebo Liu, Derek F. Wong, Lidia S. Chao
<span title="2021-07-30">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this paper, we propose a novel difficulty-aware MT evaluation metric, expanding the evaluation dimension by taking translation difficulty into consideration.  ...  The high-quality translation results produced by machine translation (MT) systems still pose a huge challenge for automatic evaluation.  ...  importance of incorporating difficulty into machine translation evaluation.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2107.14402v1">arXiv:2107.14402v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/bhpdvyn4ajfspailterr5rcpzm">fatcat:bhpdvyn4ajfspailterr5rcpzm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210804010254/https://arxiv.org/pdf/2107.14402v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/4a/8a/4a8a1046c2b1152beff9cc4f7faa20abd262f85f.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2107.14402v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Difficulty-Aware Machine Translation Evaluation

Runzhe Zhan, Xuebo Liu, Derek F. Wong, Lidia S. Chao
<span title="">2021</span> <i title="Association for Computational Linguistics"> Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 2: Short Papers) </i> &nbsp; <span class="release-stage">unpublished</span>
In this paper, we propose a novel difficulty-aware MT evaluation metric, expanding the evaluation dimension by taking translation difficulty into consideration.  ...  The high-quality translation results produced by machine translation (MT) systems still pose a huge challenge for automatic evaluation.  ...  Diffculty-Aware Machine Translation EvaluationFigure 1: Illustration of combining difficulty weight with BERTScore.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.18653/v1/2021.acl-short.5">doi:10.18653/v1/2021.acl-short.5</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/vfp7h3cqcfbubd2nfezyfhxwim">fatcat:vfp7h3cqcfbubd2nfezyfhxwim</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210726023740/https://aclanthology.org/2021.acl-short.5.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/3d/47/3d472cb4ff19518cbec538a1b23d22ec3d7bb6e4.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.18653/v1/2021.acl-short.5"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Variance-Aware Machine Translation Test Sets [article]

Runzhe Zhan, Xuebo Liu, Derek F. Wong, Lidia S. Chao
<span title="2021-11-07">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
We release 70 small and discriminative test sets for machine translation (MT) evaluation called variance-aware test sets (VAT), covering 35 translation directions from WMT16 to WMT20 competitions.  ...  The test sets and the code for preparing variance-aware MT test sets are freely available at https://github.com/NLP2CT/Variance-Aware-MT-Test-Sets .  ...  Machine translation evaluation is a kind of test.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2111.04079v1">arXiv:2111.04079v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/gf43v57z7vdnhon3h7qk2pf4ly">fatcat:gf43v57z7vdnhon3h7qk2pf4ly</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20211120153314/https://arxiv.org/pdf/2111.04079v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/9e/07/9e072a42e3ac42468517ed6c2f7a0ee3354870c5.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2111.04079v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Post-Editing Oriented Human Quality Evaluation of Neural Machine Translation in Translator Training: A Study on Perceived Difficulties and Benefits

Işın ÖNER, Senem ÖNER BULUT
<span title="">2021</span> <i title="transLogos: Translation Studies Journal"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/6lk6hkjnrvaqjnwevttpnlpjdu" style="color: black;">transLogos Translation Studies Journal</a> </i> &nbsp;
The aim of this article is to investigate translation trainees' perceived difficulties and benefits of a post-editing oriented neural machine translation (NMT) error annotation and quality evaluation task  ...  Majority of the trainees also believed that the task was beneficial and enabled them to feel empowered to make decisions on human translation quality evaluation of machine translation (MT) and to carry  ...  Human Quality Evaluation of Neural Machine Translation in Translator Training: A Study on Perceived Difficulties and Benefits them to "feel more comfortable at a job meeting" (S6).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.29228/translogos.33">doi:10.29228/translogos.33</a> <a target="_blank" rel="external noopener" href="https://doaj.org/article/b467f44cbb01456fb6748cb42ce22a63">doaj:b467f44cbb01456fb6748cb42ce22a63</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/bb22ax6wz5arhb7w36syhvywua">fatcat:bb22ax6wz5arhb7w36syhvywua</a> </span>
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Measuring and Increasing Context Usage in Context-Aware Machine Translation [article]

Patrick Fernandes, Kayo Yin, Graham Neubig, André F. T. Martins
<span title="2021-06-02">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Using this metric, we measure how much document-level machine translation systems use particular varieties of context.  ...  Recent work in neural machine translation has demonstrated both the necessity and feasibility of using inter-sentential context -- context from sentences other than those currently being translated.  ...  machine translation.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2105.03482v2">arXiv:2105.03482v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/dz4jsbizsjdnncn5fbqvbne7i4">fatcat:dz4jsbizsjdnncn5fbqvbne7i4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210615112217/https://arxiv.org/pdf/2105.03482v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/83/14/83145b7a391b792e24d8d38f74ed6b6ae7a149dc.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2105.03482v2" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

When Does Translation Require Context? A Data-driven, Multilingual Exploration [article]

Kayo Yin, Patrick Fernandes, André F. T. Martins, Graham Neubig
<span title="2021-09-15">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Although proper handling of discourse phenomena significantly contributes to the quality of machine translation (MT), common translation quality metrics do not adequately capture them.  ...  Recent works in context-aware MT attempt to target a small set of these phenomena during evaluation.  ...  * Table 1 : Some representative works on contextual machine translation that perform evaluation on discourse phenomena, contrasted to our work.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2109.07446v1">arXiv:2109.07446v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/j3pzxx3df5byzgvxfsssfv4cky">fatcat:j3pzxx3df5byzgvxfsssfv4cky</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210921041100/https://arxiv.org/pdf/2109.07446v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/f8/2e/f82e5efa1c1d3d5136cd5ffd65b7071312c03e51.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2109.07446v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Page 18 of Journal of Communication Vol. 9, Issue 1 [page]

<span title="">1959</span> <i title="Wiley Subscription Services, Inc."> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_journal-of-communication" style="color: black;">Journal of Communication </a> </i> &nbsp;
These sam- ples can be translated—by human or machine process—and then the two languages can be assessed in terms of their intended readership.  ...  Difficulties in “communication” between the two languages might then be studied and the original text revised before the complete translation is undertaken.  ... 
<span class="external-identifiers"> </span>
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State-of-the-art English to Persian Statistical Machine Translation system

Amin Mansouri, Heshaam Faili
<span title="">2012</span> <i title="IEEE"> The 16th CSI International Symposium on Artificial Intelligence and Signal Processing (AISP 2012) </i> &nbsp;
Comparison of several kinds of English-Persian Statistical Machine Translation systems is reported in this paper.  ...  Also, state-of-the-art results on English-Persian translation are obtained by Verb-aware SMT with respect to BLEU measure.  ...  The rule-based MT paradigm includes transfer-based machine translation, interlingual machine translation and dictionary-based machine translation paradigms [2] .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/aisp.2012.6313739">doi:10.1109/aisp.2012.6313739</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/3p6aloeav5af5bcllz5vceu27u">fatcat:3p6aloeav5af5bcllz5vceu27u</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20120916055355/http://ece.ut.ac.ir:80/nlp/papers/PID2299635.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/79/3e/793eae34d5fec9324caa27c6b609e1435ff54aec.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/aisp.2012.6313739"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Understanding the societal impacts of machine translation: a critical review of the literature on medical and legal use cases

Lucas Nunes Vieira, Minako O'Hagan, Carol O'Sullivan
<span title="2020-06-16">2020</span> <i title="Informa UK Limited"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/biaoo7uc6zfulotgj6lecqlmhm" style="color: black;">Information, Communication &amp; Society</a> </i> &nbsp;
Some of this work is known to overlook the practical difficulties of translation quality assessment.  ...  Albrecht et al., 2013) where this comparison is not made; such studies do not always mention machine translation as a viable option, suggesting that either there may be limited awareness in professional  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1080/1369118x.2020.1776370">doi:10.1080/1369118x.2020.1776370</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/4r6oq4lgoff47banev7vqb7sje">fatcat:4r6oq4lgoff47banev7vqb7sje</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201103194225/https://research-information.bris.ac.uk/ws/files/240932389/Vieiraetal_ICS_2020.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/c8/52/c852c812e14452d0bf9d23de17a3216e15481148.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1080/1369118x.2020.1776370"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> tandfonline.com </button> </a>

Can Real-Time Machine Translation Overcome Language Barriers in Distributed Requirements Engineering?

Fabio Calefato, Filippo Lanubile, Pasquale Minervini
<span title="">2010</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/m76j732osvcn7jt2vpeqvbrmk4" style="color: black;">2010 5th IEEE International Conference on Global Software Engineering</a> </i> &nbsp;
In this paper, we investigate the adoption of machine translation (MT) services in synchronous text-based chat in order to overcome any language barrier existing among groups of stakeholders who are remotely  ...  However, being aware of cultural distance is not sufficient to overcome many of the barriers that language differences bring in the way of global project success.  ...  ACKNOWLEDGMENT We would like to thank the students who performed the evaluations of the translation quality.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/icgse.2010.37">doi:10.1109/icgse.2010.37</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/icgse/CalefatoLM10.html">dblp:conf/icgse/CalefatoLM10</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/kbjqimi6zvfhvlmzdmugmhvuoy">fatcat:kbjqimi6zvfhvlmzdmugmhvuoy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20111206133311/http://cdg.di.uniba.it/cdg/calefato/papers/calefato%20et%20al%20icgse2010.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/09/30/09307e06380f3aa04c964fd075f42033fa62daaa.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/icgse.2010.37"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Page 795 of Linguistics and Language Behavior Abstracts: LLBA Vol. 28, Issue 2 [page]

<span title="">1994</span> <i > <a target="_blank" rel="noopener" href="https://archive.org/details/pub_linguistics-and-language-behavior-abstracts-llba" style="color: black;">Linguistics and Language Behavior Abstracts: LLBA </a> </i> &nbsp;
translation, lexical entries, machine read- able dictionary; 9403251 Nabokov, V., polyglot nature, metalinguistic awareness, multilingual writing strategies; 9402684 natural language semantics/perceptually  ...  , English to French difficulties, specific terms ex- amination; 9402859 metalinguistic benefits, early limited second-language experience, word awareness/reading acquisition causal role; empirical data  ... 
<span class="external-identifiers"> </span>
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Abstract Translation in Scientific Writing by Non-English Major Student using Google Translate

Nyayu Yayu Suryani, Tira Nur Fitria
<span title="2022-04-30">2022</span> <i title="Universitas HKBP Nommensen Medan"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/p2dn5su7d5fnhkjeqbgit3p6qi" style="color: black;">JETAL: Journal of English Teaching &amp; Applied Linguistic</a> </i> &nbsp;
In the case of scientific writing translation, involve a translator in improving the quality of translation.  ...  Abstract translation outcomes deviate significantly from expectations. Both translating English writings into Indonesian and Indonesian texts into English takes advanced translation abilities.  ...  The authors of Google Translate are well aware of the difficulties that come with accurate translations, particularly in circumstances of exceptions and exceptions to exceptions.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.36655/jetal.v3i2.669">doi:10.36655/jetal.v3i2.669</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/oa34r3cl5rbk7aujsqown6vbsm">fatcat:oa34r3cl5rbk7aujsqown6vbsm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220509010213/https://jurnal.uhn.ac.id/index.php/jetal/article/download/669/289" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/fb/67/fb67a0c2356cbc80152964b8774517420453fc13.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.36655/jetal.v3i2.669"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

Coreference and Coherence in Neural Machine Translation: A Study Using Oracle Experiments

Dario Stojanovski, Alexander Fraser
<span title="">2018</span> <i title="Association for Computational Linguistics"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ofil6chs6zhkndqe6tcritiiwm" style="color: black;">Proceedings of the Third Conference on Machine Translation: Research Papers</a> </i> &nbsp;
Cross-sentence context can provide valuable information in Machine Translation and is critical for translation of anaphoric pronouns and for providing consistent translations.  ...  Access to strong signals allows us to make clear comparisons between context-aware models.  ...  Introduction Neural Machine Translation (NMT) (Bahdanau et al., 2015) is a state-of-the-art approach to MT.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.18653/v1/w18-6306">doi:10.18653/v1/w18-6306</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/wmt/StojanovskiF18.html">dblp:conf/wmt/StojanovskiF18</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/3glwodxidfe5bougllo5pouq7a">fatcat:3glwodxidfe5bougllo5pouq7a</a> </span>
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Managing heterogeneous network environments using an extensible policy framework

Lawrence Teo, Gail-Joon Ahn
<span title="">2007</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/rau5643b7ncwvh74y6p64hntle" style="color: black;">Proceedings of the 2nd ACM symposium on Information, computer and communications security - ASIACCS &#39;07</a> </i> &nbsp;
However, as organizations grow, so do their networks increasing the difficulty of deploying a security policy, especially across heterogeneous systems.  ...  In this paper, we introduce a policy framework called Chameleos-x which is designed to enforce security policies consistently across security-aware systems with network services-primarily operating systems  ...  To perform these experiments, we first designed and implemented a test network consisting of six machines, each of which plays a single role: a firewall, an IDS, a server, a "legit" machine that generates  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1229285.1229328">doi:10.1145/1229285.1229328</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/ccs/TeoA07.html">dblp:conf/ccs/TeoA07</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/q32m3akygjb4xdi7yu2heig26m">fatcat:q32m3akygjb4xdi7yu2heig26m</a> </span>
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Nuno Branco, João Pedro Ferreira, Marta Noronha e Sousa, Pedro Branco, Nuno Otero, Nelson Zagalo, Manuel João Ferreira
<span title="">2011</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/4obeqfuqs5gzbos5ah64a7m57a" style="color: black;">Proceedings of the 2011 annual conference extended abstracts on Human factors in computing systems - CHI EA &#39;11</a> </i> &nbsp;
Preliminary results suggest what type of signals was used by the evaluators to determine the users' expected difficulty with the task.  ...  The evaluations were performed using a five-point scale and the average error of the evaluations was of one point.  ...  From the above indications on the social signals used, it is not clear cut how the evaluations performed and the possible underlying criteria can be easily translatable into machine detection mechanisms  ... 
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