integrate click-bait model

[RomanPreuss]

Context

As part of the TrustLevel.io score we want to integrate a click-biat (elozano/bert-base-cased-clickbait-news) detection model.

Tasks

• [ ] get model working locally
• [ ] briefly test model locally to see if it actually works
• [ ] create docker image
• [ ] deploy to AWS account
• [ ] call model from API and simply create sum of sentiment and click-bait
• [ ] introduce trust-level weights to calculate trustlevel score
• [ ] Create a configuration file where we can specify the composition of the trust-level score

Others

• [ ] try out smaug72b -> see https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard

[RomanPreuss]

At a first glance the model elozano/bert-base-cased-clickbait-news doesn't seem to perform that well. I created 20 click-bait sentences and 20 non click-bait sentences using ChatGPT 3.5 and let them classify using the model. With this input Only two sentence were detected as click bait.

sentence	label	score	expected_label	expected_score
I like you. I love you	Clickbait	0.9891428351402283	Clickbait	0.989
You won't believe what this celebrity did on live TV!	Normal	0.9972231388092041	Clickbait	0.8
Shocking revelations about the secret life of your favorite actor!	Normal	0.9985254406929016	Clickbait	0.7
Unlock the hidden secrets to instant weight loss with this one weird trick!	Normal	0.9992479681968689	Clickbait	0.9
Is this the cure for aging? Scientists say yes!	Normal	0.9986358284950256	Clickbait	0.85
Top 10 unbelievable facts that will blow your mind!	Normal	0.9985145926475525	Clickbait	0.8
Exposed! The truth behind the viral conspiracy that the government doesn't want you to know!	Normal	0.9977567791938782	Clickbait	0.75
This simple hack will make you a millionaire in just 30 days!	Normal	0.9970598816871643	Clickbait	0.9
You're wasting money on groceries! Discover the ultimate money-saving tips now!	Normal	0.9971785545349121	Clickbait	0.8
Breaking news: Alien invasion imminent? Find out the shocking details here!	Normal	0.9995443224906921	Clickbait	0.7
Are we living in a simulated reality? Scientists reveal mind-blowing evidence!	Normal	0.9988499879837036	Clickbait	0.85
Unmasking the hidden dangers in your everyday household items!	Normal	0.9989711046218872	Clickbait	0.75
The secret to becoming irresistibly attractive – revealed by experts!	Normal	0.9993078708648682	Clickbait	0.9
Is your phone spying on you? Shocking truth uncovered!	Normal	0.9991102814674377	Clickbait	0.8
Why everyone is talking about this mysterious new diet trend!	Normal	0.9490278363227844	Clickbait	0.85
10 signs you're destined for success – number 7 will surprise you!	Normal	0.997833788394928	Clickbait	0.8
Exposed! The hidden dangers lurking in your favorite fast food items!	Normal	0.9986322522163391	Clickbait	0.7
Don't buy another beauty product until you read this shocking report!	Normal	0.9978506565093994	Clickbait	0.9
Is your relationship in danger? Discover the warning signs now!	Normal	0.9990216493606567	Clickbait	0.8
The truth about the government's secret experiments – prepare to be shocked!	Normal	0.9992971420288086	Clickbait	0.75
This one trick will boost your IQ by 20 points – proven by science!	Normal	0.997574508190155	Clickbait	0.9
Tips for maintaining a healthy work-life balance	Normal	0.9992238283157349	Normal	0.9
Understanding the benefits of daily meditation for stress relief	Normal	0.9993981122970581	Normal	0.85
Exploring the history and cultural significance of traditional Japanese tea ceremonies	Normal	0.9992625117301941	Normal	0.8
The science behind the importance of regular exercise for overall well-being	Normal	0.9995046854019165	Normal	0.85
How to cultivate a positive mindset and improve mental health	Normal	0.9979342222213745	Normal	0.9
A beginner's guide to learning a new language effectively	Normal	0.9994364380836487	Normal	0.85
The impact of climate change on wildlife conservation efforts	Normal	0.9993858337402344	Normal	0.8
Understanding the principles of sustainable living and eco-friendly practices	Normal	0.9992395639419556	Normal	0.85
Exploring the diverse world of classical literature and its enduring relevance	Normal	0.999144434928894	Normal	0.9
The benefits of adopting a rescue pet and supporting animal shelters	Normal	0.9995715022087097	Normal	0.8
Tips for creating a productive and organized home office space	Normal	0.9996503591537476	Normal	0.9
Understanding the basics of financial literacy for long-term success	Normal	0.9992352724075317	Normal	0.85
Exploring the cultural richness of traditional folk music around the world	Normal	0.9992623925209045	Normal	0.8
How to develop effective communication skills in both personal and professional settings	Normal	0.9967643022537231	Normal	0.9
The importance of fostering creativity in children for their overall development	Normal	0.9989951252937317	Normal	0.85
Tips for responsible and sustainable tourism to protect the environment	Normal	0.9997078776359558	Normal	0.8
Understanding the principles of effective time management for increased productivity	Normal	0.9995042085647583	Normal	0.9
Exploring the fascinating world of astronomy and the wonders of the universe	Normal	0.9992602467536926	Normal	0.85
The health benefits of a balanced diet and mindful eating habits	Normal	0.9991942048072815	Normal	0.9
Tips for maintaining strong and healthy relationships with friends and family	Normal	0.9997151494026184	Normal	0.85
Unbelievable! You won't believe what this cat can do!	Clickbait	0.9678924679756165	ClickBait	0.8
Secret revealed: The one food you should never eat for a flat stomach!	Normal	0.9983073472976685	ClickBait	0.75
Is this the future of technology? Mind-blowing innovations you need to see!	Normal	0.9970045685768127	ClickBait	0.85
Shocking celebrity transformations – you won't recognize them!	Normal	0.9384849071502686	ClickBait	0.8
Discover the hidden powers of your mind with this ancient technique!	Normal	0.9984968900680542	ClickBait	0.9
10 signs you're smarter than you think – number 7 will amaze you!	Normal	0.927679717540741	ClickBait	0.85
The ultimate life hack for unlimited energy – try it now!	Normal	0.9970980882644653	ClickBait	0.9
Exposed! The secret diet that has Hollywood stars in a frenzy!	Normal	0.9985203146934509	ClickBait	0.8
This simple trick will make your plants grow 10 times faster!	Normal	0.990623414516449	ClickBait	0.85
Is your job making you age faster? Find out the shocking truth!	Normal	0.9982170462608337	ClickBait	0.75
Unveiling the mysterious power of crystals for healing and positivity	Normal	0.9996910095214844	ClickBait	0.9
Are we living in a parallel universe? Scientists say yes!	Normal	0.9975797533988953	ClickBait	0.85
Top 5 mind-boggling mysteries that science can't explain!	Normal	0.9981968998908997	ClickBait	0.8
Exposed! The hidden dangers in your favorite skincare products!	Normal	0.9969357252120972	ClickBait	0.7
You won't believe what this 100-year-old woman eats every day!	Normal	0.9478076696395874	ClickBait	0.8
Is your phone listening to your conversations? Shocking truth uncovered!	Normal	0.9986981153488159	ClickBait	0.75
Unlock the secret to instant happiness with this simple trick!	Normal	0.9985608458518982	ClickBait	0.9
The truth about aliens – government insider reveals shocking information!	Normal	0.9993417859077454	ClickBait	0.7
This weird trick will make you a social media sensation overnight!	Normal	0.997001588344574	ClickBait	0.85
Exposed! The real reason why your crush hasn't texted back!	Clickbait	0.9687818288803101	ClickBait	0.8
Practical tips for improving your time management skills	Normal	0.9978105425834656	Normal	0.9
Exploring the beauty of classical art through the ages	Normal	0.9988621473312378	Normal	0.85
Understanding the fundamentals of effective communication in the workplace	Normal	0.9993507266044617	Normal	0.9
The benefits of a balanced diet for a healthier lifestyle	Normal	0.9995397329330444	Normal	0.85
Tips for creating a cozy and inviting home atmosphere	Normal	0.9995207786560059	Normal	0.9
The impact of mindfulness on stress reduction and mental well-being	Normal	0.9991477727890015	Normal	0.85
Exploring the wonders of nature through responsible ecotourism	Normal	0.9991243481636047	Normal	0.9
Cultivating a positive mindset for personal and professional success	Normal	0.9995419979095459	Normal	0.85
The importance of lifelong learning for personal growth	Normal	0.9985125660896301	Normal	0.9
Tips for building and maintaining strong relationships with loved ones	Normal	0.9996575117111206	Normal	0.85
Understanding the significance of regular exercise for overall health	Normal	0.9994872808456421	Normal	0.9
Exploring the cultural diversity of world music traditions	Normal	0.9991003274917603	Normal	0.85
Practical ways to incorporate sustainable practices into your daily life	Normal	0.996946394443512	Normal	0.9
The benefits of adopting a pet from a local animal shelter	Normal	0.9995161294937134	Normal	0.85
Tips for effective goal-setting and achieving long-term success	Normal	0.9995251893997192	Normal	0.9
The impact of positive parenting on children's development	Normal	0.9990966320037842	Normal	0.85
Exploring the world of astronomy: A beginner's guide	Normal	0.9972277283668518	Normal	0.9
The joys of reading: Nurturing a love for literature in children	Normal	0.9990063309669495	Normal	0.85
Practical steps for creating a productive home office environment	Normal	0.999333918094635	Normal	0.9
The art of effective decision-making in various aspects of life	Normal	0.9981858134269714	Normal	0.85

[dominiktilman]

Here is the small sample that we tested quickly: SampleKG_6.8.xls

It seemed like it only lacks performance in edge cases.. But after your test, I actually doubt that model

[RomanPreuss]

I did some more tests using the clickbait-dataset from kaggle.com. With this dataset the results look very good. Maybe the model was trained with this dataset and is overfitted? Also to note it only uses the title of the article and not the body.

Show Result Table

| title | label | score | expected_label | expected_score | | ------------------------------------------------------------------------------------------------------------------- | --------- | ------------------ | -------------- | -------------- | | Should I Get Bings | Clickbait | 0.9999343156814575 | Clickbait | 1 | | Which TV Female Friend Group Do You Belong In | Clickbait | 0.9999573230743408 | Clickbait | 1 | | The New "Star Wars: The Force Awakens" Trailer Is Here To Give You Chills | Clickbait | 0.9999568462371826 | Clickbait | 1 | | This Vine Of New York On "Celebrity Big Brother" Is Fucking Perfect | Clickbait | 0.9999581575393677 | Clickbait | 1 | | A Couple Did A Stunning Photo Shoot With Their Baby After Learning She Had An Inoperable Brain Tumor | Clickbait | 0.9999555349349976 | Clickbait | 1 | | How To Flirt With Queer Girls Without Making A Total Fool Of Yourself | Clickbait | 0.9999549388885498 | Clickbait | 1 | | 32 Cute Things To Distract From Your Awkward Thanksgiving | Clickbait | 0.9999438524246216 | Clickbait | 1 | | If Disney Princesses Were From Florida | Clickbait | 0.9999560117721558 | Clickbait | 1 | | What's A Quote Or Lyric That Best Describes Your Depression | Clickbait | 0.9999544620513916 | Clickbait | 1 | | Natalie Dormer And Sam Claflin Play A Game To See How They'd Actually Last In "The Hunger Games" | Clickbait | 0.9999532699584961 | Clickbait | 1 | | 16 Perfect Responses To The Indian Patriarchy | Clickbait | 0.9998899698257446 | Clickbait | 1 | | 21 Times I Died During The "Captain America: Civil War" Teaser | Clickbait | 0.9999498128890991 | Clickbait | 1 | | 17 Times Kourtney Kardashian Shut Down Her Own Family | Clickbait | 0.9999345541000366 | Clickbait | 1 | | Does Coffee Make You Poop | Clickbait | 0.9999587535858154 | Clickbait | 1 | | Who Is Your Celebrity Ex Based On Your Zodiac | Clickbait | 0.9999587535858154 | Clickbait | 1 | | 17 Hairdresser Struggles Every Black Girl Knows To Be True | Clickbait | 0.9999563694000244 | Clickbait | 1 | | Are You More Walter White Or Heisenberg | Clickbait | 0.9998389482498169 | Clickbait | 1 | | The Most Canadian Groom Ever Left His Wedding To Plow Out His Guests In A Snow Storm | Clickbait | 0.9999493360519409 | Clickbait | 1 | | Here's One Really Weird Thing About Butterfree | Clickbait | 0.9999585151672363 | Clickbait | 1 | | 15 Resolutions To Make Good On In 2016 | Clickbait | 0.9999487400054932 | Clickbait | 1 | | What New Thing Should You Try In 2016 | Clickbait | 0.9999591112136841 | Clickbait | 1 | | Zoo Animals Around The World Are Opening Their Christmas Presents Early | Clickbait | 0.9999570846557617 | Clickbait | 1 | | Tell Us About Yourself(ie): Erica Ash | Clickbait | 0.9998960494995117 | Clickbait | 1 | | 9 Times I Cried | Clickbait | 0.9999167919158936 | Clickbait | 1 | | 21 Vegetarian Dump Dinners For The Crock Pot | Clickbait | 0.9999436140060425 | Clickbait | 1 | | This Goat Has Been Bullying His Tiger Friend | Clickbait | 0.9998821020126343 | Clickbait | 1 | | 8 Fall Shows To Be Excited About, 10 To Give A Chance, And 6 To Avoid | Clickbait | 0.9999265670776367 | Clickbait | 1 | | Another Round, Episode 25: Stop Telling Women To Smile | Clickbait | 0.9999227523803711 | Clickbait | 1 | | 16 Signs You Are Too Stubborn To Live | Clickbait | 0.9999570846557617 | Clickbait | 1 | | This Country Singer Makes Music On His Game Boy In His Spare Time | Clickbait | 0.9999539852142334 | Clickbait | 1 | | When You Realize Every Guy Is Taken | Clickbait | 0.9999535083770752 | Clickbait | 1 | | An Awesome Look At The Behind-The-Scenes Concept Art Of "Aladdin" | Clickbait | 0.9999548196792603 | Clickbait | 1 | | Sarah Jessica Parker Talks Being A Carrie, "Hocus Pocus," And Her Love Of New York | Clickbait | 0.9999567270278931 | Clickbait | 1 | | Which Type Of Swearer Are You | Clickbait | 0.9999572038650513 | Clickbait | 1 | | A Dad Recorded All The Adorable Questions His Son Asked When Watching Star Wars For The First Time | Clickbait | 0.9999575614929199 | Clickbait | 1 | | 29 Impossibly Stylish Cat Gifts, In Order Of Awesomeness | Clickbait | 0.9999285936355591 | Clickbait | 1 | | 13 Of The Most Glorious Made-Up Words From Literature | Clickbait | 0.9999555349349976 | Clickbait | 1 | | We Pranked A Bunch Of People By Dropping An iPhone In Front Of Them | Clickbait | 0.9999579191207886 | Clickbait | 1 | | 23 Flaws Every Sneakerhead Has | Clickbait | 0.9999123811721802 | Clickbait | 1 | | We Know Your Zodiac Sign Based On Which Cat You Choose | Clickbait | 0.9999593496322632 | Clickbait | 1 | | Grimes On Her New Album And The Heartbreaking Inspiration Behind "Oblivion" | Clickbait | 0.9999498128890991 | Clickbait | 1 | | This Instagram Account Is Recreating 2015's Greatest Hits With Barbies | Clickbait | 0.9999436140060425 | Clickbait | 1 | | The 22 Best Adele Memes | Clickbait | 0.9999550580978394 | Clickbait | 1 | | 17 Pictures Hot People Will Never Understand | Clickbait | 0.9999548196792603 | Clickbait | 1 | | How Badly Are You Taking The One Direction Hiatus | Clickbait | 0.999957799911499 | Clickbait | 1 | | We Know What You Want For Christmas Based On Your Zodiac Sign | Clickbait | 0.9999600648880005 | Clickbait | 1 | | Guys Try Pinterest Leaf Hacks | Clickbait | 0.9999525547027588 | Clickbait | 1 | | 22 Tips For Hiking With Kids That Every Parent Should Know | Clickbait | 0.9999585151672363 | Clickbait | 1 | | The Scariest Halloween Candy Taste Test | Clickbait | 0.9999557733535767 | Clickbait | 1 | | This Dog Begging For His Human's Forgiveness Is The Cutest Thing You'll See Today | Clickbait | 0.9999598264694214 | Clickbait | 1 | | Here's 100 Years Of Bollywood Cinema In Under Four Minutes | Clickbait | 0.999950647354126 | Clickbait | 1 | | Ed Westwick Showed Up To An Emmys Party Looking Like The Chuck Bass Of Your Dreams | Clickbait | 0.9999566078186035 | Clickbait | 1 | | What Is Your Favorite Activity When Visiting Family | Clickbait | 0.9999328851699829 | Clickbait | 1 | | Take This Color Test To See How Far You'd Go For Love | Clickbait | 0.9999605417251587 | Clickbait | 1 | | Are You Brave Enough To Date A Werewolf | Clickbait | 0.9999593496322632 | Clickbait | 1 | | 18 Things Everyone Who Hates PDA Will Understand | Clickbait | 0.9999568462371826 | Clickbait | 1 | | 27 Things That Always Happen In The Office During Christmas | Clickbait | 0.9999595880508423 | Clickbait | 1 | | How Many Of These SpongeBob Faces Do You Recognize | Clickbait | 0.9999536275863647 | Clickbait | 1 | | Which Golden Globe Reaction Face Are You Based On Your Zodiac Sign | Clickbait | 0.9999542236328125 | Clickbait | 1 | | 25 Reasons A Trip To Costa Rica Could Actually Change Your Life | Clickbait | 0.9999566078186035 | Clickbait | 1 | | Literally Just 46 Photos Of Scotland Looking Sexy As Hell | Clickbait | 0.9999526739120483 | Clickbait | 1 | | 58 Things That Mildly Annoy Anyone Who Lives With Someone Messy | Clickbait | 0.9999593496322632 | Clickbait | 1 | | 17 Places All Music Lovers Should Go In London | Clickbait | 0.9999563694000244 | Clickbait | 1 | | Do You Know The Lyrics To "Hotline Bling" By Drake | Clickbait | 0.9999598264694214 | Clickbait | 1 | | Which Weasley Should Be Your Best Friend | Clickbait | 0.9999512434005737 | Clickbait | 1 | | 29 Books Every '90s Kid Will Immediately Recognize | Clickbait | 0.9999511241912842 | Clickbait | 1 | | This Organisation Is Trying To Launch India's First Transgender Model Agency | Clickbait | 0.9999014139175415 | Clickbait | 1 | | Request Timeout | Clickbait | 0.9991927742958069 | Clickbait | 1 | | Issa Rae's "Insecure" Is Coming To HBO At Long Last | Clickbait | 0.9999537467956543 | Clickbait | 1 | | How Well Do You Know "Pretty Little Liars" | Clickbait | 0.9999592304229736 | Clickbait | 1 | | You've Been Using Your Rice Cooker Wrong The Entire Time | Clickbait | 0.9999517202377319 | Clickbait | 1 | | No Actors Of Color Were Nominated For An Oscar This Year And People Are Pissed | Clickbait | 0.9999597072601318 | Clickbait | 1 | | This Guy Totally Nailed What A Modern Day Aladdin Would Look Like | Clickbait | 0.999956488609314 | Clickbait | 1 | | 18 Easy And Delicious One-Pan Breakfasts | Clickbait | 0.9999479055404663 | Clickbait | 1 | | We Tried Out Magic Wands And Here's What Happened | Clickbait | 0.9999552965164185 | Clickbait | 1 | | Charli XCX Looked Like A Space Dominatrix At The MTV EMAs | Clickbait | 0.9999463558197021 | Clickbait | 1 | | If The Avengers Looked Like They Originally Did In The Comics | Clickbait | 0.9999569654464722 | Clickbait | 1 | | 13 Reasons Urinals Are The Worst Human Invention Of All Time | Clickbait | 0.9999570846557617 | Clickbait | 1 | | Will You Get A Free Car From Oprah Or A Free Tub Of Vaseline From Tyra | Clickbait | 0.9999531507492065 | Clickbait | 1 | | 28 Of The Most Canadian Crimes Ever Committed | Clickbait | 0.9999324083328247 | Clickbait | 1 | | 19 Beautiful Places In Scotland That Give People All The Feels | Clickbait | 0.9999557733535767 | Clickbait | 1 | | Here's How To Actually Get Rid Of Acne All Over Your Body | Clickbait | 0.9999586343765259 | Clickbait | 1 | | This 24-Year-Old Guy Got Drunk And Accidentally Booked An Insane Vacation | Clickbait | 0.9999562501907349 | Clickbait | 1 | | I Asked Guys If They Were Going To Buy Leona Lewis's Exclusive Grindr Album | Clickbait | 0.9999592304229736 | Clickbait | 1 | | 24 Delicious Thanksgiving Desserts That Aren't Pie | Clickbait | 0.9999524354934692 | Clickbait | 1 | | Country Star Jason Aldean Wore Blackface On Halloween To Dress Up As Lil Wayne | Clickbait | 0.9999500513076782 | Clickbait | 1 | | 17 Times College Literally Sucked The Life Out Of You | Clickbait | 0.9999561309814453 | Clickbait | 1 | | The Hardest "America's Next Top Model" Quiz You'll Take Today | Clickbait | 0.9999591112136841 | Clickbait | 1 | | This Color Test Will Determine How You Like To Masturbate | Clickbait | 0.9999477863311768 | Clickbait | 1 | | 42 Of The Most Romantic Lines From YA Literature | Clickbait | 0.9999542236328125 | Clickbait | 1 | | This Reporter Responded To A Vulgar Comment With An Awesome "Your Mama" Joke | Clickbait | 0.9999420642852783 | Clickbait | 1 | | 22 People Who Were Just Smooth AF | Clickbait | 0.9999591112136841 | Clickbait | 1 | | Are You Bart Or Lisa | Clickbait | 0.9999589920043945 | Clickbait | 1 | | Which Zodiac Sign Are You Most Compatible With | Clickbait | 0.9999439716339111 | Clickbait | 1 | | How Well Do You Remember "The Vampire Diaries" Murder House Party | Clickbait | 0.9999599456787109 | Clickbait | 1 | | How Well Do You Remember "Sabrina, The Teenage Witch" | Clickbait | 0.9999595880508423 | Clickbait | 1 | | 12 Signs You Grew Up In San Francisco | Clickbait | 0.9999459981918335 | Clickbait | 1 | | What You Say To Someone With Chronic Pain And What They Hear | Clickbait | 0.9999591112136841 | Clickbait | 1 | | 23 Totally Amazing BodyCon Looks You'll Wanna Rock This Fall | Clickbait | 0.9999592304229736 | Clickbait | 1 | | There's An Amazing New Beauty Box Catering To Women Of Color | Clickbait | 0.9999582767486572 | Clickbait | 1 | | We Taught These Grandmas How To Do The Nae Nae And It Was Cute AF | Clickbait | 0.9999592304229736 | Clickbait | 1 | | 17 Perfect Products For Embracing Your Inner Kanye | Clickbait | 0.9999531507492065 | Clickbait | 1 | | Here's How To Draw A Hand, Maybe | Clickbait | 0.9999450445175171 | Clickbait | 1 | | Can You Identify These Movies Based On The Main Character's BFF | Clickbait | 0.9999581575393677 | Clickbait | 1 | | 21 Tweets That Prove Your Brain Can Be A Real Dick Sometimes | Clickbait | 0.9999567270278931 | Clickbait | 1 | | Which Badass Lady Should Be Your Valentine Based On One Question | Clickbait | 0.9999575614929199 | Clickbait | 1 | | Anna Camp And Skylar Astin Are Engaged So Everything Is Finally Right In The World | Clickbait | 0.999957799911499 | Clickbait | 1 | | People Are Pretending To Faint In Front Of Their Dogs To See How They React | Clickbait | 0.9999568462371826 | Clickbait | 1 | | Are These Smiths Lyrics Real Or Fake | Clickbait | 0.9999535083770752 | Clickbait | 1 | | Do You Have ESP | Clickbait | 0.9999549388885498 | Clickbait | 1 | | We Can Tell You Who You Should Date With Just Four Questions About Biryani | Clickbait | 0.99996018409729 | Clickbait | 1 | | 21 Tweets About Having Braces That Are Way Too Real | Clickbait | 0.9999533891677856 | Clickbait | 1 | | A Dad Surprised His Kids With His Military Homecoming By Dressing Up As A Gift From Their Elf | Clickbait | 0.9999542236328125 | Clickbait | 1 | | Be Honest: Would You Hit That | Clickbait | 0.999834418296814 | Clickbait | 1 | | We Know What You Play In Your Private Sessions | Clickbait | 0.999958872795105 | Clickbait | 1 | | 18 Posts That Prove Coconut Oil Is The Answer To All Your Problems | Clickbait | 0.9999183416366577 | Clickbait | 1 | | 19 Items Anyone Who Loves Burgers Needs To Own | Clickbait | 0.9999550580978394 | Clickbait | 1 | | 20 Confessions From People Who Are Slightly Obsessed With Outer Space | Clickbait | 0.9999462366104126 | Clickbait | 1 | | 21 Things All Vegetarian Couples Just Get | Clickbait | 0.9999527931213379 | Clickbait | 1 | | Will Ferrell Is The New, Badass Santa | Clickbait | 0.9997105002403259 | Clickbait | 1 | | Mark Ruffalo Posted A Shirtless Pic Promoting Breast Cancer Awareness For Men | Clickbait | 0.9998594522476196 | Clickbait | 1 | | Nobody Likes Hand Jobs | Clickbait | 0.9997140765190125 | Clickbait | 1 | | Are You More Pinky Or The Brain | Clickbait | 0.9999597072601318 | Clickbait | 1 | | No Additional Episodes Of "Making A Murderer" Have Been Made Yet | Clickbait | 0.9999545812606812 | Clickbait | 1 | | 15 Times Priyanka Chopra Goddamn Owned 2015 | Clickbait | 0.9998910427093506 | Clickbait | 1 | | 25 Of The Best Tumblr Memes Of 2015 | Clickbait | 0.9999498128890991 | Clickbait | 1 | | 27 Pictures That Are Way Too Real If You Have A Four-Person Family | 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