## Background

With the widespread use of various social apps. Anyone can be a producer, carrier, and disseminator of information. Broadly speaking, any summary, paraphrase, or commentary on new emerging things can be considered news. In this wide range of information, there might be restorations of the original appearance of the events, and there might also be some biased or false information.

## Problem

Most of the time, ordinary people do not have the channels and ability to distinguish the right and wrong information. However, when fake news reaches a certain scale of dissemination, it is very likely to cause huge losses to people or cause misunderstandings. For example, during the pandemic, if there is fake news claiming that a drug that is more harmful to people can protect people from the virus, then those who believe the news may suffer losses. Therefore, we want to provide a way to identify the possibility of fake news to prevent people from being misled by fake news.

Here are two example of fake news:

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title:
Donald Trump Sends Out Embarrassing New Year's Eve Message; This is Disturbing

content:
Donald Trump just couldn t wish all Americans a Happy New Year and leave it at that. Instead, he had to give a shout out to his enemies, haters and  the very dishonest fake news media.  The former reality show star had just one job to do and he couldn t do it. As our Country rapidly grows stronger and smarter, I want to wish all of my friends, supporters, enemies, haters, and even the very dishonest Fake News Media, a Happy and Healthy New Year,  President Angry Pants tweeted.  2018 will be a great year for America! As our Country rapidly grows stronger and smarter, I want to wish all of my friends, supporters, enemies, haters, and even the very dishonest Fake News Media, a Happy and Healthy New Year. 2018 will be a great year for America!  Donald J. Trump (@realDonaldTrump) December 31, 2017Trump s tweet went down about as welll as you d expect.What kind of president sends a New Year s greeting like this despicable, petty, infantile gibberish? Only Trump! His lack of decency won t even allow him to rise above the gutter long enough to wish the American citizens a happy new year!  Bishop Talbert Swan (@TalbertSwan) December 31, 2017no one likes you  Calvin (@calvinstowell) December 31, 2017Your impeachment would make 2018 a great year for America, but I ll also accept regaining control of Congress.  Miranda Yaver (@mirandayaver) December 31, 2017Do you hear yourself talk? When you have to include that many people that hate you you have to wonder? Why do the they all hate me?  Alan Sandoval (@AlanSandoval13) December 31, 2017Who uses the word Haters in a New Years wish??  Marlene (@marlene399) December 31, 2017You can t just say happy new year?  Koren pollitt (@Korencarpenter) December 31, 2017Here s Trump s New Year s Eve tweet from 2016.Happy New Year to all, including to my many enemies and those who have fought me and lost so badly they just don t know what to do. Love!  Donald J. Trump (@realDonaldTrump) December 31, 2016This is nothing new for Trump. He s been doing this for years.Trump has directed messages to his  enemies  and  haters  for New Year s, Easter, Thanksgiving, and the anniversary of 9/11. pic.twitter.com/4FPAe2KypA  Daniel Dale (@ddale8) December 31, 2017Trump s holiday tweets are clearly not presidential.How long did he work at Hallmark before becoming President?  Steven Goodine (@SGoodine) December 31, 2017He s always been like this . . . the only difference is that in the last few years, his filter has been breaking down.  Roy Schulze (@thbthttt) December 31, 2017Who, apart from a teenager uses the term haters?  Wendy (@WendyWhistles) December 31, 2017he s a fucking 5 year old  Who Knows (@rainyday80) December 31, 2017So, to all the people who voted for this a hole thinking he would change once he got into power, you were wrong! 70-year-old men don t change and now he s a year older.Photo by Andrew Burton/Getty Images.
```

```
title:
Former GOP Rep Throws Support Behind Obamacare After Becoming Unemployed With Pre-Existing Condition

content:
Former GOP Rep Throws Support Behind Obamacare After Becoming Unemployed With Pre-Existing Condition
This proves that Republicans never care about the struggles Americans face until they go through it themselves.Donald Trump is continuing to push Republicans to pass his Trumpcare bill to repeal the Affordable Care Act, which would strip healthcare from millions of Americans and end protections that help people with pre-existing conditions get access to affordable health insurance.Republicans have been whining about what is also known as Obamacare for a long time now. They even demonized the landmark healthcare law so much that they ran campaigns on it. That includes David Jolly, who ran an anti-Obamacare campaign in Florida back in 2014 for a House seat.Jolly has since lost his seat in Congress, but he is singing a much different tune about the Affordable Care Act now.You see, Jolly became unemployed after losing his re-election bid. And to top it all off, he has a pre-existing condition that would have made getting insurance much harder had it not been for the protections provided by Obamacare, the very same law that Jolly opposed.During an appearance on MSNBC on Monday night, Jolly revealed that he has a pre-existing condition and went to say that he now supports Obamacare and does not want it to be repealed because doing so would put millions of Americans at serious risk. On January 4th, I was a former member of Congress   unemployed with no health insurance,  Jolly explained.  And a pre-existing condition. And while I ultimately chose a private sector plan, I also knew in 2017 that Obamacare provided an exchange that was a safety net that wasn t there before,  Jolly continued.  If I had to rely on it, I knew it was there. Jolly went to say that the politics of Obamacare are different today than they were in 2013 when he ran for Congress out of anger towards Obamacare. But he now realizes that Obamacare provides protections and options for people who need a safety net.Here s the video via YouTube. Jolly s relevant remarks are at the 9:30 mark.22 million Americans would lose their healthcare coverage if Republicans pass Trump s healthcare bill. Republicans in Congress, meanwhile, get to keep their taxpayer-funded health insurance. That s not right.The Trumpcare bill is cruel. It destroys healthcare for the poor just so the wealthy can get a major tax cut. It should not only end the political careers of any Republican who votes for it, it should put them behind bars. People will die because of this bill. And when that happens, every Republican who voted for it should be charged with murder.Featured Image: Screenshot
```

As is shown above, the main feature of fake news is to create a feeling for reader that counter common sense. So this model can be applied to the major social media to avoid damage from fake news as much as possible.