We present GluonCV and GluonNLP, the deep learning toolkits for computer vision and natural language processing based on Apache MXNet (incubating). These toolkits provide state-of-the-art pre-trained models, training scripts, and training logs, to facilitate rapid prototyping and promote reproducible research. We also provide modular APIs with flexible building blocks to enable efficient customization. Leveraging the MXNet ecosystem, the deep learning models in GluonCV and GluonNLP can be deployed onto a variety of platforms with different programming languages. The Apache 2.0 license has been adopted by GluonCV and GluonNLP to allow for software distribution, modification, and usage.

Text summarization refers to the process that generates a shorter form of text from the source document preserving salient information. Recently, many models for text summarization have been proposed. Most of those models were evaluated using recall-oriented understudy for gisting evaluation (ROUGE) scores. However, as ROUGE scores are computed based on n-gram overlap, they do not reflect semantic meaning correspondences between generated and reference summaries. Because Korean is an agglutinative language that combines various morphemes into a word that express several meanings, ROUGE is not suitable for Korean summarization. In this paper, we propose evaluation metrics that reflect semantic meanings of a reference summary and the original document, Reference and Document Aware Semantic Score (RDASS). We then propose a method for improving the correlation of the metrics with human judgment. Evaluation results show that the correlation with human judgment is significantly higher for our evaluation metrics than for ROUGE scores.

It has been proposed that people can generate probabilistic predictions at multiple levels of representation during language comprehension. We used magnetoencephalography (MEG) and electroencephalography (EEG), in combination with representational similarity analysis, to seek neural evidence for the prediction of animacy features. In two studies, MEG and EEG activity was measured as human participants (both sexes) read three-sentence scenarios. Verbs in the final sentences constrained for either animate or inanimate semantic features of upcoming nouns, and the broader discourse context constrained for either a specific noun or for multiple nouns belonging to the same animacy category. We quantified the similarity between spatial patterns of brain activity following the verbs until just before the presentation of the nouns. The MEG and EEG datasets revealed converging evidence that the similarity between spatial patterns of neural activity following animate-constraining verbs was greater than following inanimate-constraining verbs. This effect could not be explained by lexical-semantic processing of the verbs themselves. We therefore suggest that it reflected the inherent difference in the semantic similarity structure of the predicted animate and inanimate nouns. Moreover, the effect was present regardless of whether a specific word could be predicted, providing strong evidence for the prediction of coarse-grained semantic features that goes beyond the prediction of individual words.

SIGNIFICANCE STATEMENT Language inputs unfold very quickly during real-time communication. By predicting ahead, we can give our brains a "head start," so that language comprehension is faster and more efficient. Although most contexts do not constrain strongly for a specific word, they do allow us to predict some upcoming information. For example, following the context of "they cautioned the...," we can predict that the next word will be animate rather than inanimate (we can caution a person, but not an object). Here, we used EEG and MEG techniques to show that the brain is able to use these contextual constraints to predict the animacy of upcoming words during sentence comprehension, and that these predictions are associated with specific spatial patterns of neural activity.

OM Montenegro partners with Serbian singer-songwriter Dejan Milinov to bring worship music to believers in their own language.

Puerto Barrios, Guatemala :: Logos Hope's volunteers bring an international aspect to a motivating festival for young people.

Ethnomusicologists visited a North African country to help local singers and a Sudanese Nubian believer write a worship song in his language and style.

Participants from around the world learnt to speak the language of love and laughter during an outreach to the indigenous tribes in Panama.

Graphic designers, translators and distributors from 130 organisations meet to develop media for minority languages in Eurasia.

In a wide-ranging report on the state of education for ELLs, one theme is consistent: The nation's public schools must devote more resources and research to educating students who aren't native English speakers.

New research suggests that English-language-learner classification has a "direct and negative effect on teachers' perceptions of students' academic skills."

Mandarin Chinese, French, German, and Vietnamese are also among five most-offered types of dual-language programs, a new federal report shows.

Demand for bilingual, biliterate graduates is high. Experts in dual-language learning explain how schools can start programs and strengthen existing ones.

Instead of fixating on the word gap and other false language-skills dilemmas, focus on what's really hurting students, writes Olivia Obeso.

Children with specific language impairment are at risk for social difficulties. However, whether this occurs adaptively as a result of language impairment or occurs as a result of an underlying deficit in social cognition remains unclear.

We used eye tracking to explore how children with specific language impairment view social scenes. The overall gaze behavior resembled that of typically developing children. Significant attention to the speaker’s mouth may result in receiving less social-emotional information from the eyes. (Read the full article)

Providers who speak Spanish, regardless of their proficiency level, may use Spanish for clinical care without seeking professional interpretation. Failure to use professional interpretation increases the risk for miscommunication and can lead to patient harm.

Providing residents with objective feedback on Spanish language proficiency decreased willingness to use Spanish in straightforward clinical scenarios. Language proficiency testing, coupled with institutional policies requiring professional interpretation, may improve care for patients with limited English proficiency. (Read the full article)

Early speech and language delays are risk factors for later developmental and social difficulties. It is easier to identify them retrospectively than prospectively. Population characteristics and prevalence rates make screening problematic.

Using data from a birth cohort, this study identifies predictors of language performance at 5 years and 4 patterns of change between 3 and 5 years, comparing those who change with those whose profile remains low across time points. (Read the full article)

Immature animals exposed to anesthetics display apoptotic neurodegeneration and long-term cognitive deficiencies. In children, studies of cognitive deficits associated with anesthesia exposure have yielded mixed results. No studies to date have used directly administered neuropsychological assessments as outcome measures.

This study examines the association between exposure to anesthesia in children under age 3 and deficits at age 10 by using a battery of directly administered neuropsychological assessments, with deficits found in language and abstract reasoning associated with exposure. (Read the full article)

Autism is a disorder that significantly affects language/communication skills, with many children not developing fluent language. The rate of spoken language acquisition after severe language delay and predictors of functional language, beyond comorbid intellectual disability, is less clear.

This study uses the largest sample to date to examine the relationship between key deficits associated with autism and attainment of phrase and/or fluent speech after a severe language delay, providing information to guide therapeutic targets and developmental expectations. (Read the full article)

Language barriers adversely affect health care access, utilization, outcomes, and patient safety. Trained formal interpreters can improve care quality and safety, but many patients and families with limited English proficiency do not receive appropriate language services during health care encounters.

Despite continued growth of the US population with limited English proficiency, federal language use standards, and enhanced education about appropriate use of language services, there has been only modest improvement over time in pediatricians’ use of language services. (Read the full article)

Preschool language delay is associated with poorer academic performance, more limited employment opportunities, and relationship difficulties. Despite its importance within public health, there has been little progress toward effective population-based prevention and intervention approaches to improve outcomes.

It is feasible to identify low language in 4-year-olds on a population basis and deliver a 1-on-1 intervention. By age 5 years, this resulted in better phonological awareness and letter knowledge. There was weak evidence of better expressive, but not receptive, language. (Read the full article)

Children with attention-deficit/hyperactivity disorder (ADHD) have poorer academic and social functioning and more language problems than typically developing peers. However, it is unknown how language problems impact the academic and social functioning of these children.

Language problems are common in children with ADHD and are associated with markedly poorer academic functioning independent of ADHD symptom severity and comorbidities. There was little evidence that language problems were associated with poorer social functioning for children with ADHD. (Read the full article)

Early language delay is common in toddlers and is associated with poor academic outcomes, reading difficulties, and persistent communication problems. Despite these long-term sequelae, few interventions for toddlers with early language delays yield positive expressive and receptive language results.

A 28-session program delivered over 3 months can enhance parent language facilitation strategies. Unusually, the small short-term benefits were mainly in receptive, rather than expressive, language and vocabulary. Extended follow-up could determine the costs versus benefits of this promising approach. (Read the full article)

There is concern that the Bayley-III overestimates developmental functioning in preterm populations. The ability of the Bayley-III Cognitive and Language scales to predict later functioning in very preterm children has not been examined.

The norms on the Bayley-III Cognitive and Language scales at 24 months had low sensitivity for impairment across general cognitive, verbal and nonverbal reasoning domains at 4 years, which was better detected using cut-points based on local term-born reference data. (Read the full article)

Preschool language delay predicts poorer academic performance, employment opportunities, and social relationships. Language for Learning, a systematic, population-based intervention for 4-year-olds with low language, is feasible, acceptable and has short-term benefits, but long-term benefits are unknown.

Population ascertainment at age 4 followed by a yearlong, one-on-one home program benefited phonological skills (an important literacy determinant) at age 6, but not the primary language outcomes. To be cost-effective, future follow-up would need to demonstrate lasting academic benefits. (Read the full article)

Over one hundred languages should help make a few conversations easier to get through, but that's still well short of the hundreds of languages Gboard typing supports.

Comic books and graphic novels, popular in many language arts and social studies classes, are just now tiptoeing into the world of K-12 math.

Christine Yoshinaga-Itano
Nov 1, 1998; 102:1161-1171
ARTICLES

How does AI extract meaning from text? It's not as simple—and definitely not as easy—as you might think.

Coordinator Whitney Guthrie is grateful for five months of mixed languages, cultures and experiences during OM Chile’s first missions training for both foreigners and Chileans.

A participant of OM Chile's Adventure Team shares about a man who was deeply affected while they visited the homeless in the streets of Santiago.

An Indian teenager in Dubai has recorded songs in over 20 languages, including Arabic, to spread awareness on the coronavirus, saying music has always been her choice for effective communication,...

Here's a new angle on GDPR, likely one of many angles people haven't yet considered: Does web session recording count as collecting PII?

The English language abilities of an applicant are likely to get a rank based on proficiency in the new British visa regime that is getting finalized by UK after it makes an exit from the EU.UK Immigration and Need for an Evaluation The authorities…

Elon Musk may have chosen a bizarre, cyborg-like name for his newborn child – just try pronouncing “X Æ A-12” – but the billionaire entrepreneur says spoken language itself may soon become obsolete with the rise of new brain tech.
Read Full Article at RT.com

A one-of-the-kind Russian website has enabled anyone to pay vocal tribute to the 75th anniversary of Nazi Germany’s defeat – by performing a beloved Russian Victory Day song with lyrics available in multiple languages.
Read Full Article at RT.com

PHPKB Multi-Language 9 suffers from an authenticated directory traversal vulnerability.

PHPKB Multi-Language 9 suffers from an image-upload.php remote authenticated code execution vulnerability.

Zyxel USG/UAG/ATP/VPN/NXC series suffer from an issue where a DNS request can be made by an unauthenticated attacker to either spam a DNS service of a third party with requests that have a spoofed origin or probe whether domain names are present on the internal network behind the firewall.

Ashtead Plant Hire Company Limited v Granton Central Developments Limited [2019] CSOH 7 This case involves a landlord and tenant dispute over the proper construction of the rent review provisions in a lease of commercial premises.  The parties ...

Anzen Limited & Another v Hermes One Limited In the case of Anzen Limited v Hermes One Limited [2016] UKPC 1, the Privy Council considered the use of permissive language in an arbitration clause.  Specifically, the Council considered what o...

A language reclamation activist confronts linguistic imperialism and the dehumanisation of two South African first languages through digital inclusion advocacy.

16-Bit Language Tools Libraries

Title: Music Might Give Babies' Language Skills a Boost
Category: Health News
Created: 4/25/2016 12:00:00 AM
Last Editorial Review: 4/26/2016 12:00:00 AM