
Microsoft made waves this May when it announced that it would lay off more than 50 journalists and editors from its workforce. Many of these employees were involved in the news curation process, selecting hand-picked content that would run on the Microsoft News and MSN websites. But their positions won’t go unfilled for long: Microsoft is expected to replace them not with new hires, but with AI software that can identify trending and interesting articles, essentially performing their old job function.
But curation is just one task that AI “journalists” can now accomplish. Kristian Hammond, a computer science professor and co-founder of the data storytelling company Narrative Science, predicted in 2012 that in 15 years, more than 90 per cent of news articles would be written by a computer. With 7 years to go until the deadline, however, we’re still very far off from this forecast—yet also much closer than we used to be, as we’ll discuss below.
The good news for human journalists is that there’s still very much a need for their services when writing articles like this one. But with machines now capable of doing more tasks than ever (and more complex ones), we face several important questions: what’s the role of AI in journalism, and what are the challenges and considerations when bringing AI into the newsroom?
What’s the current state of AI journalism?
Machine-written articles
Starting in the past several years, AI journalists have been able to write “plug and play” articles that don’t require independent research. For example, below is the opening paragraph from an AI journalist’s article on a college basketball game, created by the natural language generation platform Wordsmith in 2015. There’s little indication that the piece wasn’t written by a human hand:
UNC beats Louisville 72-71 on late Paige basket
Led by a Paige game-winner, North Carolina defeats Louisville 72-71
CHAPEL HILL, N.C. — Marcus Paige scored with nine seconds remaining in the game to give North Carolina a 72-71 lead over Louisville. The Heels held on to win by that same score following a missed 3-pointer by Wayne Blackshear and an unsuccessful second-chance attempt by Terry Rozier.
For now, AI-written articles are limited to relatively simple and formulaic topics: stock market results, M&A announcements, sports game scores, etc. Bloomberg News, for example, uses an AI system called Cyborg that automatically scans companies’ quarterly reports and then outputs a quick article with the most relevant information.
Anything more complicated than this is out of reach for now—at least if journalists want to publish stories that won’t put them at risk of a defamation lawsuit. Language models such as GPT-3 have created a buzz for their ability to synthesise several paragraphs of highly realistic English text, but there’s no guarantee that the content they generate has any basis in reality.
Assisting human journalists
When AI isn’t writing articles itself, it can also help human reporters with work that’s too intricate for it to handle, such as long-form articles, in-depth analyses, and investigative journalism.
One tremendously valuable AI use case: automated transcription of interviews, which can save human journalists untold hours of grunt work. While the results of AI transcription are rarely flawless, the few errors that the software does commit can easily be corrected by a human editor.
For example, the automated speech-to-text service Trint was founded by former TV news reporter Jeff Kofman. Trint closed a $4.5 million funding round in April 2019 and counts the Associated Press and Google Digital News Innovation Fund among its investors. The transcriptions output by the Trint platform are automatically mapped to the source audio or video, allowing journalists to easily search for specific content. According to Kofman, the software can deliver accuracy rates of 95 to 99 per cent for relatively clean audio within just a few minutes. I used Trint a lot during my PhD and it saved me a lot of time.
AI technology can also identify interesting trends and developments that are worthy of investigation by human reporters. In 2018, Forbes rolled out a new AI-enabled content management system called “Bertie” that recommends possible article topics and headlines to contributors, based on their previous work. Thus far, the experiment seems to have been a success: according to Forbes, the number of loyal visitors (i.e. those who visit the Forbes website more than once a month) doubled in the months after Bertie’s rollout.
Curated content for users
Not only is AI affecting the news that gets written, but it is also controlling the articles that people see as well, as we’ve seen with Microsoft’s decision to use AI news curators.
It’s well-known that the Facebook news feed algorithm suggests (what it believes to be) the most relevant content to users, based on the pages they’ve liked and their previous interactions on the platform. Similarly, AI technology can keep track of the articles that subscribers visit on a news website, learning about their behaviour and preferences (e.g. how much time they spend reading each article).
The more a news outlet knows about its customers, the more relevant content it can display on the website or in a weekly newsletter, delivering a personalised experience that helps encourage user interaction and discourage attrition. According to a 2019 survey by the digital media company Digiday, 70 per cent of digital publishers say that they personalise content for visitors.
Some examples of content personalisation in journalism include:
- The New York Times mobile app displays a prominent “For You” section on its homepage.
- The Boston Globe uses a customer data platform to collect information on subscribers and has found that its readers respond 70 per cent more favourably to targeted messaging.
- The Hearst Newspapers group has used Google Cloud Natural Language API to categorise its digital content, helping to segment users based on their reading preferences.
Data-driven business decisions
The business office of a news outlet can benefit just as much from AI as the reporters themselves. By collecting data and crunching the numbers, AI can help managers and executives make decisions about which type of content to produce, which subscribers and former subscribers to target, which marketing campaigns to run, how much to charge for ads and subscriptions, and more.
One intriguing use of AI for the business of journalism is the Wall Street Journal’s dynamic paywall, in which different users are shown different amounts of information based on the likelihood that they will purchase a subscription. For example, users who have searched for articles on the WSJ website are seen as more likely customers than users who have found the same articles through social media. As a result, these promising leads are able to see more content before they’re asked to subscribe.
The limitations of AI journalism
AI-enabled journalism has shown great promise thus far, but is there a hard limit to that promise? According to the November 2019 JournalismAI report, which surveyed 71 news organisations in 32 countries, there are still significant difficulties that news companies face in adopting AI. The top three challenges to bringing AI into the newsroom were:
- Financial resources (27 per cent)
- Lack of knowledge or skills (24 per cent)
- Cultural resistance (24 per cent)
Beyond these institutional barriers, there’s also a good reason to question whether AI in journalism is really the game-changer that its advocates claim it will be. Columbia journalism professor Francesco Marconi estimates that in the future, only 8 to 12 per cent of reporters’ tasks will be replaceable by a machine.
The state of artificial intelligence for journalism helps illustrate the difference between strong and weak AI. Strong or “general” AI, a machine that approaches human-level intelligence across the board, is still decades away and may never be truly attainable. Weak AI, on the other hand, refers to machine intelligence that is highly skilled at a narrowly defined task or set of tasks.
Essentially, there’s very good reason to be sceptical that newsrooms will ever see a “robot reporter” that pounds the pavement like its human colleagues, conducting interviews and writing stories from scratch. But there’s also evidence all around us that AI has an important role to play in the field of journalism—creating article summaries, generating ideas and proposals, analysing data to find interesting stories—and that this role is increasing with every passing year.
The repercussions of AI journalism
Journalistic ethics is already a sensitive topic—and so is ethics in AI, which makes their combination especially contentious. After all, this is an era where “fake news” is a growing concern: only 41 per cent of Americans say they trust the media to be fair and accurate, and 46 per cent of Europeans say they trust their written press, which is exactly why we are developing Mavin so that everyone can instantly recognise which articles to trust.
There are two distinct concerns for how AI technology is applied in journalism: the use of AI to generate content, and the use of AI to curate and display content to the end-user. Both of these issues need to be handled with care.
In 2014, for example, Facebook revealed the results of a controversial experiment with users’ news feeds. People who were exposed to “positive emotional content” on Facebook more often made more positive posts of their own, while the inverse effect happened with people who saw more negative content.
Similarly, a news company that promotes articles based only on users’ interactions would likely find itself in a race to the bottom in terms of quality: spitting out clickbait articles and news that incurs strong emotions, including sadness and outrage.
To avoid this fate, news outlets need to maintain a steady human hand on the wheel, even as they cede more responsibilities to AI journalists and curators. Although machines can churn out hundreds of cut-and-paste stories per day, these articles still require human supervision and fact-checking before they go to print. Likewise, humans need to oversee and verify news curation algorithms to ensure that the results are consistently high-quality (and to curb the backlash that recommendation algorithms have received in recent years).
AI journalists have shown tremendous possibility in clearing away much of the field’s hard labour: collecting data, transcribing recordings, writing fewer interesting articles, etc. But when it comes to the work that truly makes a news organisation stand out—in-depth reporting and analysis, political commentary, opinion columns—it’s clear that humans will be an essential part of this equation well into the future.
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From the world of online gambling one of many highest problems on the
discussion is that of gambling. It is but one among the absolute most well-known games but the majority of the gamblers
tend not to find out how to gamble it right.
If you want to be a winner within this game you’ve got to learn it also because Gambler’s
psychology. It has been found that the people who succeed in this particular game are
those having the opportunity of psychology. You will find sure men and women who might achieve
success after losing a few times in a match of Gambler’s psych plus also they keep
playing when they shed. In fact they genuinely feel that in the event they get
rid of just a minor they continue to be studying and there is no point in stopping.
Gambling is against regulations in many nations and there are lots of circumstances where individuals
have been detained and given jail sentences such as betting.
Thus people are searching for a legal alternative to
Gambilng. Casinos are one such area where folks are
offering gambilng a try. Casinos are a popular
place where gamblers can try their fortune and should they acquire money and should they lose they will have to get out of the casinogame.
Gambling has long been a tabooed subject in many societies;
in actuality, a lot of people believe it to be a kind of gambling.
However, a lot of people still enjoy the excitement and thrill
that come together with gambling; hence, the reason there are casinos all around the
world. Betting has even made its way into popular culture, with reality shows like”The Weakest Link” where folks play slots.
Quarantee (black and red ) is probably the most recognized type of casino game, and probably the one with the highest level of interest among gamblers.
It’s often compared to a cross between slots and poker,
because it requires the participant to place bets based on the
cards that come from the quarante deck. Even though the specific mechanics of
how these bets are made is largely unknown, it’s generally thought that a normal deck
of 52 cards is used in every game. In addition to the cards that come out of this quarante deck, the
player must also opt for a hand of cards which will make up the winning combination.
The most common types of bets are the win, place, show, and complete house.
There are basically two types of stakes in quarantine. The players can either bet on the complete amount of the pot (or wager); or they can bet
on the total number of cards that come out of the quarante deck.
If no cards come out during a quarante match, then the player must call, raise,
or fold. There are generally three different betting bets in each sport:
win, cover, and half-pay.
Traditionally, the traditional Italian card game, tarantella, was played at
the St Regis Hotel. This particular version of the game involved
a tableau de quarante where all the players would sit at particular places
on the guarantee row. In this type of game, there were red and black rooms, with the winning participant being
the player who was able to finish their last five cards before the other players ended
theirs.
Today, there are literally hundreds of variations of this traditional French card game, et noir.
In actuality, the most common variation is simply
a variant on the red and black rooms. In most versions, there are four suites; a black package,
a red suite, plus a blue package. The players can win by laying down a
total of twenty-one free cards, including one card from each of the four suites.
Once all players have lost their cards, the dealer randomly chooses one card from each of the four suites and places it in the center
of this quarante table.
These days, the term”quarante” means”of or about quarantining.” Traditionally,
the game was referred to as”trente et noir” that meant playing cards with titles.
It has also been known as”trente” and”ne monetaire” in the French speaking
world. Today, it refers only to card games which contain playing cards with titles.
Traditionally, the game was played between two
people seated across a small tablenonetheless, in America it’s usually played at a bar or
lounge. Each person dealt three cards face down, one at a
time to one another. If anyone got rid of one of the three cards, then they had to change places
with the man who they had dealt the first card to. The person who dealt
the last card, in turn, then had to eliminate the hand by passing another card to the person they handed it to.
The”quaint” version of the game is available for those who want to play something a bit
more simple. Though there are variations on the best way to play the game, the basic rules remain the same.
The object is still the same, to form the highest possible hand without having any
cards left to spare. This may be accomplished with ease, especially if you have already mastered the fundamentals of playing the game of blackjack,
because the basic rules of this card game are extremely easy to
learn and grasp. The basic notion of the game of”monte carlo” remains
the same, since it is a simple game which may be played by almost anyone.
The Way Problem Gambling Makes You
In the world of online gaming certainly one of many greatest issues on the discussion is the fact that
of gaming. It’s is one of the most well-known matches but nearly
all of the gamblers don’t know howto gamble it
directly. In the event you want to be always a winner within this match you have to
learn it also as Gambler’s psychology. It has been seen the men and women who
succeed within this game are those having the ability of psychology.
There are sure people who may become successful after having a couple occasions in a game of Gambler’s psych and also
they keep playing when they get rid of. In fact they
feel that in case they lose just a little they are still finding out and there is no purpose
in quitting.
Betting is contrary to regulations in various countries and there are a number of instances where men and women have been detained and
provided jail sentences for gambling. So people are looking for a valid alternative to
Gambilng. Casinos are just one this place where people are providing gambilng a go.
Casinos are a place where gamblers can try their
luck of course, should they win money and should they lose they will have to
get out of this casinogame.
The Way Difficulty Gambling Affects You
From the world of online gaming one of many
best issues on the conversation is the fact that of gambling.
This really is but one among the most popular games but most of the gamblers don’t find out
howto gamble it . In the event you are interested in being always a winner inside this game you’ve got to
know it also because Gambler’s psychology. It has been found the men and women who
succeed within this match are people who have the ability of psych.
There are sure folks who might achieve success after having a couple occasions in a game of Gambler’s psychology and also they maintain playing even when they get rid
of. In fact they feel that if they get rid of only a little they continue to be studying and there isn’t any
point in quitting.
Betting is from the law in various countries and there are several instances where people are arrested and given jail sentences for betting.
Thus people have been trying to find a valid solution for Gambilng.
Casinos are one this location where people are providing gambilng a try.
Casinos are a location in which gamblers can try their fortune of course if they acquire money
and should they shed they will have to get out of this casino.
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Gambling has long been a tabooed subject in many societies; in actuality,
a lot of people consider it to be a kind of gambling. However, many people still enjoy
the thrill and excitement that come along with gambling;
therefore, the reason there are casinos all over the world.
Gambling has even made its way into popular culture, with reality shows like”The Weakest Link” where
people play slots.
Quarantee (black and red ) is probably the most well
known type of casino game, and probably the one with the maximum degree of interest among gamblers.
It is often compared to a cross between poker and slots, since it
requires the player to place bets based on the cards that come
out of the quarante deck. Although the exact mechanics
of how these bets are made is largely unknown, it is generally thought that a
standard deck of 52 cards is used in each game. As well as the cards that come from this quarante deck, the
player should also choose a hand of cards that will make up the
winning combination. The most common types of bets are the win, place, show,
and full house.
There are basically two kinds of stakes in quarantine.
The players may either bet on the complete quantity of the pot
(or wager); or they can bet on the total amount of cards
that come out of the quarante deck. If no cards come out through
a quarante game, then the player must call, raise, or fold.
There are generally three different betting bets in each game:
win, cover, and half-pay.
Traditionally, the traditional Italian card game, tarantella,
was played at the St Regis Hotel. This particular version of the game involved a tableau de quarante at
which all of the players would sit at particular places on the warranty row.
In this type of game, there were red and black rooms,
with the winning player being the player who was able to complete their last five cards before
the other players finished theirs.
Today, there are literally hundreds of variations of
this traditional French card game, et noir. In fact, the most
common variation is only a variation on the black and red rooms.
In most versions, there are four suites; a black package,
a reddish suite, and a blue package. The players
can win by laying down a total of twenty-one free cards, including one
card from each of the four suites. Once all players have lost their cards, the dealer randomly selects one card
from each of the four suites and puts it in the middle of the quarante table.
These days, the term”quarante” means”of or relating to quarantining.” Traditionally, the game was known as”trente et noir” that
meant playing cards with titles. It has also been referred to as”trente” and”ne monetaire” from the French speaking world.
Today, it refers only to card games which contain playing cards with names.
Traditionally, the game was played between two people seated across a small tablenonetheless, in America it
is usually played in a bar or lounge. Each individual dealt three cards face down, one at
a time to each other. If anybody got rid of one of
those three cards, they had to switch places with the person who they
had dealt the first card to. The person who dealt the last
card, in turn, then had to eliminate the hand by passing another
card to the person they handed it to.
The”quaint” version of this game is available for people who want to
play something a bit more simple. Though there
are variations on the best way to play the game, the basic rules remain the same.
The object stays the same, to form the greatest possible hand without having
any cards left to spare. This can be achieved with ease, especially if you have already mastered the
fundamentals of playing the game of blackjack, since the fundamental
rules of the card game are extremely easy to learn and master.
The basic concept of the game of”monte carlo” remains the same, as
it is a simple game that may be played by almost anyone.
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Gambling has long been a tabooed subject in many societies; in fact, many people believe it to be a
form of gambling. However, many individuals still enjoy the thrill and excitement that
come together with gambling; therefore, the reason why there
are casinos all over the world. Betting has even made its way into popular culture, with reality shows like”The Weakest Link” where
people play slots.
Quarantee (red and black) is probably the most recognized
type of casino game, and probably the one with the highest level of interest among gamblers.
It’s often compared to a cross between poker and slots, because it requires the participant to place bets
based on the cards that come out of the quarante deck.
Even though the exact mechanics of how these bets are made is largely unknown, it’s generally thought that a normal deck
of 52 cards is used in every game. In addition to the cards that come out of this quarante deck, the
player must also opt for a hand of cards that will make up the winning combination. The most common types of bets are the win,
place, show, and complete house.
There are basically two types of bets in quarantine. The players
can either bet on the complete amount of the pot (or wager); or they could bet
on the total number of cards that come from the quarante deck.
If no cards come out during a quarante match, then the player must call, raise, or fold.
There are generally three different betting bets in each sport: win, cover,
and half-pay.
Traditionally, the traditional Italian card game, tarantella,
was played at the St Regis Hotel. This particular
variant of the game involved a tableau de quarante at which all the players would sit at specific places on the guarantee row.
In this sort of game, there were red and black rooms, with the winning participant being the player that was able to
finish their last five cards before the other players ended theirs.
Today, there are literally hundreds of variations of the traditional French card game,
et noir. In fact, the most common variation is
simply a variation on the black and red rooms. In most versions, there are four suites; a black suite, a
reddish suite, plus a blue suite. The players can win by laying down a total of twenty-one free cards, including one card from each of the four suites.
Once all players have discarded their cards,
the dealer randomly selects a single card from each of the four suites and
puts it in the center of the quarante table.
Today, the term”quarante” means”of or relating to quarantining.” Traditionally, the
game was known as”trente et noir” that meant playing cards with
titles. It has also been referred to as”trente” and”ne monetaire” from the French speaking world.
Today, it refers only to card games which contain playing cards with names.
Traditionally, the match was played between two people seated across a tablenonetheless, in America it’s usually played at
a bar or lounge. Each individual dealt three cards face down, one at a
time to each other. If anybody got rid of one of those three cards, they had to switch places with the person who they had dealt the first card to.
The man who dealt the last card, in turn, then had to
eliminate the hand by passing another card to the person they
passed it to.
The”quaint” version of this game is available for people
who wish to play something a bit more simple.
Though there are variations on how best to play the game, the basic rules remain the same.
The object is still the same, to form the highest possible
hand without needing any cards left to spare. This can be accomplished with ease, especially if
you’ve already mastered the basics of playing the game of blackjack, because the fundamental rules of this card game are
very simple to learn and master. The basic notion of the game of”monte carlo” remains the
same, as it is a simple game which can be played
by almost anyone.
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