Woohoo! This competition has come to a close!
Many thanks to the participants for all of their hard work and commitment to using data for good!
Detecting hateful content presents a unique challenge in memes, where multiple data modalities need to be analyzed together. Facebook is calling on researchers around the world to help identify which memes contain hate speech.
No. of Entries
alfred lab1st Place Team
Your goal is to create an algorithm that identifies multimodal hate speech in internet memes.
Take an image, add some text: you've got a meme. Internet memes are often harmless and sometimes hilarious. However, by using certain types of images, text, or combinations of each of these data modalities, the seemingly non-hateful meme becomes a multimodal type of hate speech, a hateful meme.
At the massive scale of the internet, the task of detecting multimodal hate is both extremely important and particularly difficult. As the illustrative memes above show, relying on just text or just images to determine whether or not a meme is hateful is insufficient. Your algorithm needs to be multimodal to excel at this task!
The team at Facebook AI has decided to take the challenge head on—and they want your help! The team defines hate speech as:
A direct or indirect attack on people based on characteristics, including ethnicity, race, nationality, immigration status, religion, caste, sex, gender identity, sexual orientation, and disability or disease. We define attack as violent or dehumanizing (comparing people to non-human things, e.g. animals) speech, statements of inferiority, and calls for exclusion or segregation. Mocking hate crime is also considered hate speech.
This definition mirrors the community standards on hate speech employed by Facebook, and is intended to provide an actionable classification label: if something is hate speech according to this definition, it should be taken down; if not, even if it is distasteful or objectionable, it is allowed to stay.
Starter code from Facebook AI's MMF is also available on GitHub to help you get started.
This challenge provides an opportunity to help advance multimodal machine learning systems and push forward state-of-the-art performance on a novel data set. We can't wait to see what you come up with!
Note on Annotator Accuracy
As is to be expected with a dataset of this size and nature, some of the examples in the training set have been misclassified. We are not claiming that our dataset labels are completely accurate, or even that all annotators would agree on a particular label. Misclassifications, although possible, should be very rare in the dev and seen test set, however, and we will take extra care with the unseen test set.
As a reminder, the annotations collected for this dataset were not collected using Facebook annotators and we did not employ Facebook’s hate speech policy. As such, the dataset labels do not in any way reflect Facebook’s official stance on this matter.
Why detecting hateful memes requires a multimodal approach.
There will be two phases to this challenge:
Phase 1: Data exploration and model building (May - Oct 2020): Participants can get access to the research dataset. Submissions may be made to the public leaderboard. These scores will not determine final rankings for prizes.
Phase 2: Submissions open against final test set (12:00 am UTC on Oct. 1, 2020 - 11:59 pm UTC on Oct. 31, 2020): Participants will have the opportunity to make three submissions against a new, unseen test set. All teams must be formed prior to the beginning of Phase II. Performance against this new test set will be used to determine prizes.
Note: Pre-trained models and external data are explicitly allowed in this competition as long as the participant has a valid license for use in accordance with the Competition Rules. Top-performing participants will be required to certify in writing that they have permission to use all external data used to develop their submissions, and may be required to provide documentation demonstrating such permission to the satisfaction of the competition sponsor.
Competition End Date:
Oct. 31, 2020, 11:59 p.m. UTC
Prize generously supplied by Facebook AI.
NO PURCHASE NECESSARY TO ENTER/WIN. A PURCHASE WILL NOT INCREASE YOUR CHANCES OF WINNING. The Competition consists of two (2) Phases, with winners determined based upon Submissions using the Phase II dataset. The start and end dates and times for each Phase will be set forth on this Competition Website. Open to legal residents of the Territory, 18+ & age of majority. "Territory" means any country, state, or province where the laws of the US or local law do not prohibit participating or receiving a prize in the Challenge and excludes any area or country designated by the United States Treasury's Office of Foreign Assets Control (e.g. Cuba, Sudan, Crimea, Iran, North Korea, Syria, Venezuela). Any Participant use of External Data must be pursuant to a valid license. Void outside the Territory and where prohibited by law. Participation subject to official Competition Rules. Prizes: $50,000 USD (1st), $25,000 (2nd), $10,000 USD (3rd), $8,000 USD (4th), $7,000 USD (5th). See Official Rules and Competition Website for submission requirements, evaluation metrics and full details. Sponsor: Facebook, Inc., 1 Hacker Way, Menlo Park, CA 94025 USA.
Hateful Memes: Phase 2: Rules and Terms of Data Use
DrivenData Competition Rules
The Competition consists of a phase I (“Phase I”) and a phase II (“Phase II”) (where distinction is not necessary, each may be referred to as a “Phase” or together as “Phases”). The start and end dates and times for each Phase are set forth on the Competition Website (collectively, the “Competition Period”).
External Data (defined in the Competition Rules) is permitted in this Competition provided Participants have all rights, licenses and permissions to use the External Data as contemplated in the Competition Rules. Top performing Participants will be required to certify in writing that they have permission to use all External Data used to develop potentially winning Submissions, and may be required to provide documentation demonstrating such permission to Competition Sponsor’s satisfaction. Failure to satisfy these requirements or Sponsor’s belief that the Participant does not have all necessary consents and licenses (notwithstanding any certification by Participant) will result in disqualification from the Competition and forfeiture of any prize claim.
Winning License Type: Open licensing of winners
Winning Submissions and all source code used to generate the Submissions need to be made available under an Approved OSS License in order to be eligible for recognition and prize money.
Documentation for winning submissions
Winning Submissions and all source code used to generate the Submissions must be documented using the provided Winning Model Documentation Template which will require, without limitation, an academic explanation of the Submission and source code. Winners must complete the required winner documentation in accordance with the Winning Model Documentation Template and publish their academic explanation of the Submission under a permissive license in order to be eligible for recognition and prize money.
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Selection of winners
This Competition is a challenge of skill and the final results are determined by evaluating a combination of quantitative and qualitative factors, as more fully described on the Competition Website. The Competition results will be determined solely by leaderboard ranking, subject to verification by the Competition Entities, on the Phase II leaderboard based on an objective statistical evaluation metric published on the Competition Website prior to commencement of the Competition (subject to compliance with these Competition Rules). Phase I leaderboard standings do not impact Competition outcome or the award of any Prizes. Participants' scores and ranks on the Competition Website at any given stage of the Competition will be based on the objective statistical evaluation metric described on the Competition Website, as determined by applying the predictions in the Submission to the ground truth of a validation dataset whose instances were a fixed set sampled from the Data. As more fully described on the Competition Website, the Competition will have a quantitative winner. Phase II leaderboard rankings posted on the Competition Website are not dispositive and all scores and winner determinations are subject to verification by Competition Entities.
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A tie between two or more valid and identically ranked submissions submitted during Phase II will be resolved in favor of the tied submission that was submitted first.
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Prizes and conditions
The prizes for this Competition are set forth on the Competition Website. The Prize Winner(s) will be notified and announced within 30 days of the end of the Competition on the Competition Website. The Prize Winner(s) will receive their prizes awarded as a check or electronic transfer from DrivenData.
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As a condition of receipt of a prize, winner must deliver the algorithm’s code and documentation to the Competition Entities. The source code must contain a description of resources required to build and run the algorithm. The accompanying documentation should be consistent with DrivenData’s Winning Model Documentation Template (“Template”), must comply with all guidelines set forth in the Template and must include an academic explanation of the winning Submission. The Template will be provided to winners within 30 days of the end of the Competition Period. The academic explanation must be published to arxiv.org or a similar platform under a permissive Creative Commons license without commercial restriction. Winner documentation will be used by the Competition Entities for the administration and promotion of the Competition, winners and winning Submissions, and may be posted publicly. Winners must complete all requirements set forth in these Competition Rules to be eligible to receive a prize in this Competition.
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Data use and code sharing
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Delivery and receipt of submissions
Competition Entities are not responsible for (a) late, lost, stolen, damaged, garbled, incomplete, incorrect or misdirected Submissions, Competition registration, or other communications, (b) errors, omissions, interruptions, deletions, defects, or delays in operations or transmission of information, in each case whether arising by way of technical or other failures or malfunctions of computer hardware, software, communications devices, or transmission lines, or (c) data corruption, theft, destruction, unauthorized access to or alteration of Submission materials, loss or otherwise. Competition Entities are not responsible for electronic communications or emails which are undeliverable as a result of any form of active or passive filtering of any kind, or insufficient space in any email account to receive email messages. Competition Entities disclaim any liability for damage to any computer system resulting from participation in, or accessing or downloading information in connection with, the Competition.
Reservation of rights
Competition Entities, in their sole discretion, reserves the right to disqualify any person tampering with the entry process, the operation of the Web site, the competition process, or is otherwise in violation of the Competition Rules. Competition Entities reserve the right at any time to disqualify a Submission from a Competition where, acting in good faith, it believes there are reasonable grounds to warrant disqualification. For example, Competition Entities’ determination that the Submission does not provide the functionality described or required, or the Submission appears to be purposely designed to circumvent these Competition Rules or the spirit of the Competition would be grounds for disqualification. Competition Entities reserve the right to cancel, terminate or modify the Competition if it is not capable of completion as planned for any reason, including infection by computer virus, bugs, tampering, unauthorized intervention or technical failures of any sort. If Competition Entities determine (at any time and in their sole discretion) that any Participant is engaging in behavior that Competition Entities deem obnoxious, inappropriate, threatening, illegal or that is intended to annoy, abuse, or harass any other person or entity, Competition Entities reserve the right to disqualify such Participant (and Participant’s Team, if applicable).
By entering the Competition, you release and discharge the Competition Sponsor and DrivenData from any liability whatsoever in connection with the Competition or with the acceptance, possession, use or misuse of any prize including, without limitation, legal claims, costs, injuries, losses or damages, demands or actions of any kind (including, without limitation: personal injuries; death; damage to, loss or destruction of property; rights of publicity or privacy; and defamation or portrayal in a false light). The Competition Sponsor and DrivenData will not be responsible for typographical, printing or other inadvertent errors in these Competition Rules or in other materials relating to the Competition. Additionally, you hereby agree to indemnify the Competition Sponsor and DrivenData from any and all losses, damages, costs, expenses, rights, claims, demands and actions (including attorney's fees and expenses for litigation and settlement), which may be brought against any one or more of them by anyone claiming to have suffered loss or damage as a result of your participation in the Competition or for any breach of any representation or warranty herein.
Limitations of liability
By participating in the Competition, each Participant agrees that: (1) any and all disputes, claims, and causes of action arising out of or in connection with the Competition, or any prize awarded, shall be resolved individually without resort to any form of class action; (2) any claims, judgments and awards shall be limited to actual out-of-pocket costs incurred, including costs associated with entering the Competition, but in no event attorney's fees; and (3) under no circumstances will a Participant be permitted to obtain any award for, and each Participant hereby waives all rights to claim, punitive, incidental or consequential damages and any and all rights to have damages multiplied or otherwise increased and any other damages, other than damages for actual out-of-pocket expenses.
DrivenData, Inc., Competition Sponsor, and the employees, officers, directors, shareholders, agents, representatives, affiliates, subsidiaries, and advertising, promotional and legal advisors thereof (collectively, the “Released Parties”) are not responsible and shall not be liable for: (i) late, lost, delayed, damaged, misdirected, incomplete, illegible, or unintelligible entries; (ii) telephone, electronic, hardware, or software program, network, Internet, or computer malfunctions, failures, or difficulties; (iii) errors in transmission; (iv) any condition caused by events beyond the control of the Released Parties that may cause the Competition to be disrupted or corrupted; (v) any injuries, losses, or damages of any kind caused by a prize or resulting from acceptance, possession, or use of a prize, or from participation in the Competition (however (but only if required by law in your jurisdiction), this release and hold harmless commitment does not apply to cases of bodily injury or loss of life to the extent that any death or personal injury is caused by the negligence of Competition Entities or other third parties, where liability to the injured party cannot be excluded by law); or (vi) any printing or typographical errors in any materials associated with the Competition.
Disclaimer of Warranties
You understand that we cannot and do not guarantee or warrant that the Data or other files available for downloading from the internet or the Competition Website will be free of viruses or other destructive code. You are responsible for implementing sufficient procedures and checkpoints to satisfy your particular requirements for anti-virus protection and accuracy of data input and output, and for maintaining a means external to our site for any reconstruction of any lost data. RELEASED PARTIES WILL NOT BE LIABLE FOR ANY LOSS OR DAMAGE CAUSED BY A DISTRIBUTED DENIAL-OF-SERVICE ATTACK, VIRUSES OR OTHER TECHNOLOGICALLY HARMFUL MATERIAL THAT MAY INFECT YOUR COMPUTER EQUIPMENT, COMPUTER PROGRAMS, DATA OR OTHER PROPRIETARY MATERIAL DUE TO YOUR USE OF THE WEBSITE OR ANY SERVICES OR ITEMS OBTAINED THROUGH THE WEBSITE OR TO YOUR DOWNLOADING OF ANY MATERIAL POSTED ON IT, OR ON ANY WEBSITE LINKED TO IT.
YOUR USE OF THE COMPETITION WEBSITE, ITS CONTENT AND ANY SERVICES OR ITEMS OBTAINED THROUGH THE WEBSITE AND RECEIPT OF ANY PRIZES IS AT YOUR OWN RISK. THE WEBSITE, ITS CONTENT AND ANY SERVICES OR ITEMS OBTAINED THROUGH THE WEBSITE ARE PROVIDED ON AN “AS IS” AND “AS AVAILABLE” BASIS, WITHOUT ANY WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED, BEYOND ANY NON-EXCLUDABLE GUARANTEES (DEFINED BELOW). NEITHER THE RELEASED PARTIES NOR ANY PERSON ASSOCIATED WITH RELEASED PARTIES MAKES ANY WARRANTY OR REPRESENTATION WITH RESPECT TO THE COMPLETENESS, SECURITY, RELIABILITY, QUALITY, ACCURACY OR AVAILABILITY OF THE COMPETITION WEBSITE. WITHOUT LIMITING THE FOREGOING, NEITHER RELEASED PARTIES NOR ANYONE ASSOCIATED WITH THE RELEASED PARTIES REPRESENTS OR WARRANTS THAT THE COMPETITION WEBSITE, ITS CONTENT OR ANY SERVICES OR ITEMS OBTAINED THROUGH THE WEBSITE WILL BE ACCURATE, RELIABLE, ERROR-FREE OR UNINTERRUPTED, THAT DEFECTS WILL BE CORRECTED, THAT OUR SITE OR THE SERVER THAT MAKES IT AVAILABLE ARE FREE OF VIRUSES OR OTHER HARMFUL COMPONENTS OR THAT THE COMPETITION WEBSITE OR ANY SERVICES OR ITEMS OBTAINED THROUGH THE WEBSITE WILL OTHERWISE MEET YOUR NEEDS OR EXPECTATIONS.
NOTHING IN THESE COMPETITION RULES LIMITS, EXCLUDES, OR MODIFIES OR PURPORTS TO LIMIT, EXCLUDE, OR MODIFY ANY STATUTORY CONSUMER GUARANTEE OR ANY IMPLIED CONDITION OR WARRANTY, THE EXCLUSION OF WHICH FROM THESE COMPETITION RULES WOULD CONTRAVENE ANY STATUTE OR CAUSE ANY PART OF THESE TERMS TO BE VOID (“NON-EXCLUDABLE GUARANTEES”). SUBJECT TO THE LIMITATIONS IN THE PRECEDING SENTENCE AND TO THE MAXIMUM EXTENT PERMITTED BY ANY MANDATORY PROVISIONS OF APPLICABLE LAW, THE RELEASED PARTIES HEREBY DISCLAIM ALL WARRANTIES OF ANY KIND, WHETHER EXPRESS OR IMPLIED, STATUTORY OR OTHERWISE, INCLUDING BUT NOT LIMITED TO ANY WARRANTIES OF MERCHANTABILITY, NON-INFRINGEMENT AND FITNESS FOR PARTICULAR PURPOSE.
THE FOREGOING DOES NOT AFFECT ANY WARRANTIES WHICH CANNOT BE EXCLUDED OR LIMITED UNDER APPLICABLE LAW.
Governing Law and Jurisdiction
Competition Entities shall be the sole interpreters of these Competition Rules.
All matters relating to the Competition Rules or the Competition and any dispute or claim arising therefrom or related thereto (in each case, including non-contractual disputes or claims), shall be governed by and construed in accordance with the internal laws of the State of California without giving effect to any choice or conflict of law provision or rule (whether of the Commonwealth of Massachusetts or any other jurisdiction).
Any legal suit, action or proceeding arising out of, or related to, the Competition or the Competition Website shall be instituted exclusively in the federal courts of the United States or the courts of the State of California although we retain the right to bring any suit, action or proceeding against you for breach of these Competition Rules in your country of residence or any other relevant country. You waive any and all objections to the exercise of jurisdiction over you by such courts and to venue in such courts.
The invalidity or unenforceability of any provision of these Competition Rules shall not affect the validity or enforceability of any other provision. In the event that any provision is determined to be invalid or otherwise unenforceable or illegal, these Competition Rules shall otherwise remain in effect and be construed in accordance with their terms as if the invalid or illegal provision was not contained herein.
TERMS/WHO WON?: To obtain a copy of these Competition Rules during the Competition Period, visit https://www.drivendata.org/competitions/64/hateful-memes/rules/. To see who won after the Competition Period, visit the Competition Website or send an email with the subject line “Hateful Memes Challenge – Who Won?” to firstname.lastname@example.org. Requests for winner information must be received no later than three (3) months after the end of the Competition Period.