MegaFake
收藏MegaFake: A Theory-Driven Dataset of Fake News Generated by Large Language Models
数据集概述
MegaFake 是一个基于理论驱动的假新闻数据集，由大型语言模型生成。该数据集基于 GossipCop 数据集，并进行了预处理和扩展。
数据集版本
| 版本 | 特征 | 合法新闻 | 假新闻 | 总数 |
|---|---|---|---|---|
| v1 | 包含 "text" | 14991 | 4717 | 19708 |
| v2 | 包含 "title" | 14928 | 4706 | 19634 |
| v3 | 适当长度 | 11945 | 3784 | 15729 |
数据集生成方式
数据集设计了六种生成新闻的方式：
- Style-based Fake
- Content-based Fake
- Integration-based Fake
- Story-based Fake
- Style-based Legitimate
- Integration-based Legitimate
生成任务统计
| 任务名称 | 总数 |
|---|---|
| Style-based Fake | 15729 |
| Content-based Fake | 11941 |
| Integration-based Fake | 2697 |
| Story-based Fake | 15729 |
| Style-based Legitimate | 11945 |
| Integration-based Legitimate | 5926 |
数据集文件
- Style-based Fake:
megafake-1_style_based_fake.json - Content-based Fake:
megafake-2_content_based_fake.json - Integration-based Fake:
megafake-3_integration_based_fake_tn200.json
示例
Style-based Fake
json { "origin_id": "megafake-887580", "origin_label": "legitimate", "origin_text": "“UnREAL” is back with its first female suitor and no shortage of drama — including (sob!) a defaced man bun.
The Lifetime series returns with its third season premiere on Feb. 26, the channel announced Tuesday. The show also released the season’s first trailer, introducing viewers to new “Everlasting” lead Serena (Caitlin FitzGerald).
“She’s smart — we can’t handle her the same way,” Rachel (Shiri Appleby) warns Quinn (Constance Zimmer) in the promo.
The series from co-creators Marti Noxon and Sarah Gertrude Shapiro returns after a lengthy hiatus with new showrunner Stacy Rukeyser taking over for Carol Barbee ahead of Season 3.
“UnREAL” has already been renewed for an eight-episode fourth season to follow the upcoming 10-episode Season 3. Last season’s finale aired back in August 2016.
Check out the video above to see one contestant’s man bun tragically meet its demise.
“UnREAL” is back with its Season 3 premiere Feb. 26 on Lifetime.", "generated_text": ""UnREAL" is back with a new twist: a female suitor! The controversial Lifetime drama series returns with its third season premiere on Feb. 26, introducing viewers to new lead Serena (Caitlin FitzGerald). But thats not all - the show promises to deliver plenty of drama, including (sob!) a defaced man bun.
The series, created by co-creators Marti Noxon and Sarah Gertrude Shapiro, returns after a lengthy hiatus with a new showrunner in charge. Season 3 promises to be even more explosive than the previous seasons, with a 10-episode run leading up to an eight-episode fourth season. Last seasons finale aired back in August 2016, leaving fans eagerly anticipating the new season.
But what can we expect from Season 3? The promo hints that things are not going to be easy for the contestants, with Rachel (Shiri Appleby) warning Quinn (Constance Zimmer) that "Shes smart - we cant handle her the same way." Will the drama continue to escalate? Will Serenas presence shake things up? Well have to wait until Feb. 26 to find out.
In the meantime, check out the video above to see one contestants man bun tragically meet its demise. Will this be the start of a new trend for the show? Only time will tell. "UnREAL" is back - and its only just getting started.", "generated_tone": "a sensational tone", "generated_label": "legitimate" }
Content-based Fake
json { "origin_id": "megafake-842358", "origin_label": "legitimate", "origin_text": "Shes expecting her first child with husband-to-be Ryan Lochte.
And Kayla Rae Reid spared no expense as she celebrated the impending arrival of their son with a lavish baby shower on Sunday.
The Playboy model was joined by friends and family for the bash at the Doheny Room in West Hollywood.
Scroll down for video
Oh boy! Ryan Lochtes model love Kayla Rae Reid celebrates her baby shower with lavish party at the Doheny Room in West Hollywood on Sunday
With my mom and sister! The 25-year-old shared pictures from the day to Instagram
The upmarket restaurant was transformed for the occasion, with blue and white decorations decking the interior.
Touches of gold, a nod to her babys Olympian father, added a sparkle, with balloons spelling out the words Oh baby hung along one wall.
The 25-year-old shared pictures from the day to Instagram, posing alongside her mother and sister.
Sweet treats: The upmarket restaurant was transformed for the occasion, with blue and white decorations decking the interior
Take a seat: White roses decorated the long dining table
With my mom and sister, she wrote. Thank you @Vanessa_muah for doing such a great job on their makeup for my shower!
Another image showed the mother-to-be posing behind a table, upon which sat her cushion-style cake, a golden crown balanced on top.
Thank you immensely to everyone who helped make my baby shower absolutely amazing! she wrote.
For her shower Kayla wore a figure-hugging beige dress which highlighted her neat bump, throwing a long cream jacket over the top.
Parents to be: The Playboy model is expecting her first child with Olympian fiance Ryan Lochte
Ryan has previously expressed his delight at his impending fatherhood, with the 32-year-old making no attempt to hide his pleasure in the fact the child is a boy.
He said: We’re having a boy. I was [hoping for a boy] because I always wanted more than one kid and I definitely wanted a boy first so if we have a girl, the boy will be the big brother and take care of his sister so it’s working out perfectly.
The two are planning their wedding for October.", "generated_text_glm4": "Shes anticipating the arrival of her firstborn with her fiancé, swimmer Ryan Lochte.
Kayla Rae Reid went all out for the celebration of their childs upcoming debut, hosting an opulent baby shower on Saturday.
The model gathered with relatives and close friends at a venue in West Hollywoods Doheny Room.
Scroll down for footage
Excitement ahead! Kayla Rae Reid, partner of Ryan Lochte, marks her baby shower with an extravagant event at the Doheny Room in West Hollywood on Saturday.
Amongst loved ones! The 25-year-old shared moments from the event on her social media
The posh location received a makeover for the celebration, decked out in blue and silver trimmings.
Touches of silver, a reference to the athlete dad-to-be, added a shimmer, with balloons arranged to spell Oh baby along a wall.
The expectant mother posted snippets on Instagram, including ones with her and her female relatives.
Delicious treats: The venue underwent a special transformation, adorned with blue and silver-themed decor
Dining elegance: Silver roses adorned the dining table
With my nearest and dearest, she captioned. A big thanks to @Vanessa_muah for the stunning makeup at the shower!
In another snap, she was captured standing by a table featuring her cake, topped with a regal silver tiara.
Massive gratitude to all who contributed to an unforgettable baby shower! she expressed.
For the event, Kayla donned a form-fitting nude gown that accentuated her baby bump, layered with a flowing cream coat.
Soon-to-be parents: The model and her Olympian fiancé are eagerly awaiting their first child
Ryan has publicly shared his excitement about becoming a dad, with the 32-year-old openly expressing his joy over having a son.
He shared, It’s a boy. I was [hoping for a boy], as I’ve always dreamt of having a family with more than one child. Having a son first is ideal, and if we then have a daughter, he can look after his little sister. It couldn’t be better planned.
The couple has their wedding day set for later in the fall." }
Integration-based Fake
json { "doc_1_id": "megafake-955764", "doc_1_label": "legitimate", "doc_1_text": "Khloé Kardashian didn’t get what she wanted, and she’s glad about it. The new mom opened up to her Twitter followers about why she longed for her first child to be a boy. Related: The Kardashian Family: Get to Know the Next Generation While making their mark on the entertainment and business world, the Kardashian-Jenner clan is also raising their next generation. Kourtney Kardashian was the first of Kris Jenner’s children to have kids of her own. Kourtney and her now-ex Scott Disick welcomed their eldest son, Mason, in December 2009, followed by daughter Penelope three years later. […] I wanted a boy so badly Because Mason and I are so close. I love our bond. I felt confident in having a boy but God blessed me with my precious True and now I wouldn’t know what to do with a boy. True has made me sweeter and more gentle. God gives you what you need. My BFF 4Life — Khloé (@khloekardashian) July 28, 2018 “I wanted a boy so badly Because Mason and I are so close. I love our bond,” the Keeping Up With the Kardashians star tweeted on Saturday, July 28, referring to sister Kourtney Kardashian‘s eldest child. “I felt confident in having a boy but God blessed me with my precious True and now I wouldn’t know what to do with a boy. True has made me sweeter and more gentle. God gives you what you need. My BFF 4Life.” Kardashian, 34, noted that True fits in well with the two cousins closest to her in age: Kim Kardashian’s 6-month-old daughter, Chicago, and Kylie Jenner’s 5-month-old little girl, Stormi. “ANDDDD she has her two cousins to be her besties,” she added. “We call them the triplets it’s just the cutest!! GOD IS GREAT.” Related: True Thompson’s Baby Album: Khloe Kardashian and Tristan Thompson’s Firstborn Daughter Khloé Kardashian has been a doting mommy ever since her first baby with Tristan Thompson, daughter True, arrived in April 2018. True’s unique name was inspired by Kris Jenner’s grandfather and father. “I sometimes, still can’t believe I’m a mommy!!! True is the sweetest ever. I got my bestie for life! Thank you Jesus for […] Fans will recall Khloé was disappointed when she learned the sex of her unborn child during a March episode of KUWTK. “I’m really hoping Kylie’s gonna say she’s lying and that I’m really having a boy,” she said after her youngest sister shared the news with her. Meanwhile, she was completely honest on Saturday when a fan tweeted her to ask if her body bounced back after giving birth to True. “Hell no!! Lol i’m still working on it. And it will come in time … I hope LOL,” she quipped. “But sitting down I have a completely different stomach then I used to have LOL I really can’t even talk about it.” When put on the spot about whether she thinks about having more children, the Good American founder — who welcomed her first child with boyfriend Tristan Thompson in April — was equally as forthcoming: “Not right now lol True is only 3 months old so give me some time lol.” Related: Khloe Kardashian and Tristan Thompson Cheating Scandal: Everything We Know So Far Photos and videos surfaced of Khloé Kardashian’s boyfriend, Tristan Thompson, allegedly cheating on her with multiple women. Thank You! You have successfully subscribed. Subscribe to newsletters Subscribe By signing up, I agree to the Terms and Privacy Policy and to receive emails from USWeekly Deal of the Day Shine Bright in This Glistening Mesh Top for New […] Over on her Instagram Story, Khloé enjoyed time with True, singing to her: “Good morning to you / Good morning to you / Good morning, sweet True/ Good morning to you,” before adding, “That’s your song.” The baby cooed and smiled as her mom serenaded her. baby True 💗 A post shared by Kardashian Videos. (@kardashianvideos) on Jul 28, 2018 at 8:34am PDT “I’m such a dork. I sing this song every morning to her,” the Revenge Body host elaborated on Twitter. “I think she looks forward to it but maybe that’s wishful thinking lol.” While all seems well with mom and baby, the same cannot be said for Khloé’s relationship with Thompson, 27. (The NBA player was caught cheating on the reality star with multiple women while she was pregnant.) “Khloé and Tristan are still not fully OK,” a source revealed in the new issue of Us Weekly. “They act like they are when they’re in front of others, but it’s all a show at this point.”", "doc_2_id": "megafake-254760936", "doc_2_label": "fake", "doc_2_text": "Khloé Kardashian “went ballistic” when she found out her NBA baby daddy, Tristan Thompson, had played away with an Instagram model while he was in New York last weekend with the Cleveland Cavaliers. A source close to the Kardashian family said pregnant Khloé, who is due to give birth to their daughter any day now, “was devastated when she saw the pictures of Tristan with that girl, she went absolutely ballistic at him. She is not only hurt, she is humiliated and worried for their child. How could he do this, and so publicly, when their baby daughter could arrive within a week?” Nine-months-pregnant Khloé had remained at home in Cleveland while Thompson, whom she has been dating since 2016, traveled to New York last weekend ahead of the Cavs’ game against the Knicks at Madison Square Garden on Monday. But, in photos obtained by Page Six on Tuesday, the baller was seen at his five-star hotel with Bronx Instagram model Lani Blair on Saturday. Bla" }
