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NIST and Facial Recognition: Spanish C1

A C1 Spanish reading on NIST's 2019 evaluation of demographic effects in facial-recognition algorithms.

Lo que midió NIST sobre el reconocimiento facial

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About this article

Level C1 Reading focus

What you'll learn

C1 vocabulary for algorithm evaluation, evidence, error types, and conditional questions in Spanish

Daniel reads NISTIR 8280 and learns to distinguish measured results, false-positive and false-negative errors, and unproven causes.

After reading

Article learning block

Phrases, words, grammar, and quick practice from this text.

15 items

Phrases for training

Add useful phrases to SRS or mark them as already known.

un resultado medido

new

a measured result

It is a result obtained in an evaluation, not a guess about its cause.

Useful for separating study data from interpretation.

una explicación posible

new

a possible explanation

It is an explanation that may be true but has not yet been proved by the study.

Useful for discussing causes cautiously.

la verificación uno a uno

new

one-to-one verification

It compares two photographs to decide whether they show the same person.

Useful for distinguishing verification from database search.

una relación de causa y efecto

new

a cause-and-effect relationship

It is a relationship in which one event causes another.

Useful for not confusing a possible cause with a proven link.

Key words

Vocabulary that carries the school-day topic.

Word: sesgo

sesgo

bias

Sesgo means a systematic tendency that can affect a result.

It is a key word in discussions of algorithmic fairness.

Words: falso positivo

falso positivo

false positive

It is an error in which a system associates photographs of two different people.

Useful for naming one error type in the text precisely.

Words: falso negativo

falso negativo

false negative

It is an error in which a system fails to associate two photographs of the same person.

Useful for distinguishing it from a false positive.

Word: diferenciales

diferenciales

measured differences between groups

In the report, this refers to measured differences between groups, for example in score distributions and error rates.

Useful for understanding the report's main finding.

Word: precisos

precisos

more accurate

Here, preciso describes an algorithm that makes fewer errors.

Useful for comparing results from different algorithms.

Word: entrenamiento

entrenamiento

training

Entrenamiento is the process in which an algorithm learns from data.

Useful for discussing data used to train an algorithm.

Grammar in context

Patterns from the text worth noticing after reading.

Grammar: antes de + infinitive

Antes de debatir sobre "sesgo"

Before debating bias

After antes de, the infinitive debatir appears. This construction shows that one action happens before another.

Useful for linking two actions in time.

Grammar: que sí corresponden

fotografías que sí corresponden a la misma persona

that really correspond to the same person

The clause que sí corresponden a la misma persona describes the noun fotografías. Sí emphasises that the photographs really belong to the same person.

Useful for understanding descriptive relative clauses.

Grammar: mostraron

mostraron tasas de falsos positivos reducidas

showed reduced false-positive rates

Mostraron is the preterite form for ellos or ellas. Here it agrees with algunos algoritmos.

Useful for reporting a completed research result.

Grammar: no intentó

no intentó explicar

did not try to explain

Intentó is the preterite form for él, ella, or usted. Here NIST is the subject, and no negates the action.

Useful for reporting precisely what a study did not do.

Grammar: te preocuparía

¿Para qué uso te preocuparía más un falso positivo?

would concern you more

Preocuparía is a Spanish conditional form. It asks a hypothetical question about a possible use.

Useful for asking cautious questions about possible consequences.

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