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
The top submissions substantially exceed the performance of the baseline models we provided as part of the challenge. We hope others across the AI research community will continue to build on their work and be able to improve their own systems.
— Dr. Douwe Kiela, Facebook AI Research Scientist and author of Hateful Memes dataset
At the massive scale of the internet, the task of detecting multimodal hate is both extremely important and particularly difficult. Relying on just text or just images to determine whether a meme is hateful is insufficient. By using certain types of images, text, or combinations, a meme can become a multimodal type of hate speech.
The goal of this challenge was to develop multimodal machine learning models—which combine text and image feature information—to automatically classify memes as hateful or not. The team at Facebook AI created the Hateful Memes dataset to engage a broader community in the development of better multimodal models for problems like this. Participants were given a limited number of submissions to achieve the highest AUC ROC score when classifying an unseen test set of memes.
Over the course of the competition, we saw over 3,000 participants enter the challenge, visiting the site from more than 150 countries around the world! The top five submissions in Phase 2 achieved AUC ROC scores of 0.79–0.84 on the unseen test set, all significantly above the baselines reported in the paper accompanying the dataset release. These scores also corresponded to accuracies of 70–75%, compared to accuracy under 65% for the top benchmark from the paper.
All prize-winning solutions and accompanying academic write-ups from this competition are openly available for anyone to use and learn from. For more information see the links below.
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.
The submission limits for each Phase are set forth on the Competition Website. Any attempt to circumvent stated limits will result in disqualification. For the purposes of this Competition, a day begins at 12:00:00 am UTC and ends at 11:59:59 pm UTC that same calendar day.
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Private sharing of code
Privately sharing code or data outside of teams is not permitted.
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These are the complete, official rules (the "Competition Rules") for the competition (the "Competition") described on the website listed above (https://www.drivendata.org/competitions/64/hateful-memes/) or linking to these Competition Rules (the "Competition Website"). These Competition Rules incorporate by reference the contents of the Competition Website listed above.
The Competition is hosted by DrivenData, Inc (“DrivenData") and sponsored by Facebook, Inc. (the “Competition Sponsor”). DrivenData and Competition Sponsor are referred to jointly at the “Competition Entities”. The Competition will run according to the dates listed on the Competition Website (the “Competition Period”). By downloading a dataset linked from the Competition Website, submitting an entry to this Competition (a “Submission”), or joining a Team in this Competition, you are agreeing to be bound by these Competition Rules which constitute a binding agreement between you and the Competition Entities.
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You acknowledge and agree that you are solely responsible for abiding by your employer's policies regarding participation in the Competition. Competition Sponsor disclaims any and all liability or responsibility for disputes arising between an employee and employer related to this Competition and failure to resolve any such dispute to Competition Entities’ satisfaction may result in disqualification from the Competition. Participants (including each member of a Team) must not be under any legal or contractual obligation that would prohibit their participation in this Competition as described in these Competition Rules. If participating in this Competition would result in a violation by Participant of any law applicable to them or any agreement to which they are a party or employer or company policies and procedures, such Participant is ineligible. Participants and Teams (including each member of a Team) represent and warrant that their participation in this Competition does not violate their employer’s or company’s policies and procedures; and if participating in this Competition would result in a violation by Participant of employer or company policies and procedures, such Participant is ineligible. If you are participating within the scope of your employment, as an employee, contractor, or agent of a legal entity, you warrant that such party has full knowledge of your actions and has consented thereto, including your potential receipt of a prize.
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Each Submission must be uploaded to the Competition Website in the manner and format specified on the Competition Website. All Submissions must be received during the Competition Period and only those Submissions submitted and received during Phase II of the Competition Period using the Phase II Dataset will be eligible to win Prizes. The Submission includes all data, content, copy and/or all other materials submitted in the manner and format specified on the Competition Website via the entry form, as well as all documentation provided by entrants for winning Submissions. The number of Submissions a Participant may submit during each Phase of the Competition Period will be displayed on the Competition Website.
USER SUBMISSIONS MUST IN THEIR ENTIRETY COMPLY WITH ALL APPLICABLE FEDERAL, STATE, LOCAL, AND INTERNATIONAL LAWS AND REGULATIONS. WITHOUT LIMITING THE FOREGOING, IN ORDER TO BE ELIGIBLE, YOU WARRANT THAT YOUR SUBMISSION FOR THIS COMPETITION MEETS THE FOLLOWING SUBMISSION CRITERIA, ALL AS DETERMINED IN THE SOLE DISCRETION OF COMPETITION SPONSOR AND/OR DRIVENDATA:
- Does not include or anticipate the inclusion of any content that is in violation of or infringes third party intellectual property rights including, but not limited to copyrights, including music copyrights, patents, trade secrets, trademarks, and rights of publicity or privacy.
- Is free and clear of all liens, claims, encumbrances or demands of any third parties.
- Does not include or anticipate the inclusion of any unsuitable or offensive content, including nudity, sexually explicit, disparaging, libelous or other inappropriate content.
- Has not been entered in previous challenges, competitions or contests, or won previous awards.
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- Is suitable for a general audience and for presentation in a public forum.
- Does not contain any claims that are not and cannot be substantiated or that would be false and/or misleading to a reasonable consumer.
- Must be entirely in English.
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.
The evaluation metric used for scoring and ranking Submissions will be displayed on the Competition Website.
Any prize awards are subject to verification of eligibility and compliance with these Competition Rules. All decisions of DrivenData, the Competition Sponsor and/or judges will be final and binding on all matters relating to this Competition. Competition Entities reserve the right to examine the Submission and any associated code, documentation or External Data for compliance with these Competition Rules. In the event that the Submission, any associated code, documentation or External Data demonstrates a breach of these Competition Rules, Competition Sponsor or DrivenData may at its discretion take either of the following actions:
- disqualify your Submission(s); or
- require that you remediate within one week any issues identified in your Submission(s) (including, without limitation, the resolution of license conflicts and confirmation of the fulfillment of all obligations required by software licenses). Competition Sponsor and DrivenData are under no obligation to alert you of any issues with your Submission or permit you to remediate any identified issues.
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.
A Participant may decline to be nominated as a Winner by notifying DrivenData directly within one week following the Competition deadline, in which case the declining Participant forgoes any prize or other features associated with winning the Competition. Competition Entities reserve the right to disqualify a Participant who so declines at Competition Entities’ sole discretion if Competition Entities deems disqualification appropriate.
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.
If a Team wins a prize, all Team members must submit a single written statement describing how the prize is to be allocated among the Team members. If the Team fails to submit such statement within 30 days after DrivenData requests it, then DrivenData will distribute the prize among Team members in equal shares and will have no further obligation to winning Team members.
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.
Each potential individual winner, and all natural people who are members of a winning Team (as determined and requested in Competition Sponsor’s sole discretion), may be required to complete, execute, have notarized (if applicable), and return an Affidavit/Declaration of Eligibility and Liability/Publicity Release (unless prohibited by law), tax documents, and related prize-acceptance documents in the form provided by DrivenData, without revision, or prize may be forfeited. If any individual Participant on a Team fails to comply with the foregoing requirements and other requirements of Sponsor, the Team may be disqualified at any time in Competition Entities’ sole discretion with no liability or responsibility to the respective Participant or any or any other member of the Team, even if other Team members have complied with the requirements. The prize may be awarded to an alternate winner if required documentation is not returned within thirty (30) days after mailing to winner, if prize notification letter/email or prize is returned as undeliverable, if winner does not respond to an email or other communication from DrivenData within ten (10) days of the date sent, or if the winner, in DrivenData’s judgment, does not respond to reasonable requests for information related to prize delivery or otherwise unable or unwilling to coordinate prize delivery within thirty (30) days after prize notification. Allow thirty (30) days for prize delivery following winner verification. In addition to the license set forth in the PERMISSIONS section of these Competition Rules, by accepting any prize/award, Winner agrees to allow DrivenData and/or the Competition Sponsor to disclose Winner’s first name, first initial of last name, and city of residence, as well as prize information to the extent required by law, and if so required by law, Winner agrees to the disclosure of additional personal information, all without additional compensation.
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PARTICIPANT INTELLECTUAL PROPERTY LICENSING.
All Participants grant the Competition Entities a limited, worldwide license to use each Participant’s Submission for the administration of the Competition.
As a further condition of receipt of a Prize, each winning Participant:
- agrees to publish their winning Submission and the source code used to generate the Submission to a public GitHub repository under a permissive open source license approved by the Open Source Initiative “Approved OSS License”; and
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Participating using more than one DrivenData account is deemed cheating and, if discovered, will result in disqualification from the Competition and any other affected Competitions and may result in banning or deactivation of affected DrivenData accounts.
Competition Entities reserve the right to request information associated with our investigation of suspected cheating. Failure to respond to these requests (including failure to furnish the requested information) within ten (10) days is grounds for disqualification.
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Except where prohibited by law, entry constitutes permission by the Competition Entities to use winners’ names, hometowns, images, statements and likenesses for online posting, and/or any advertising and publicity without additional compensation. Winners may also be required to sign and return a release of liability, declaration of eligibility and, where lawful, a publicity consent agreement, as conditions of receiving a prize. Failure to comply with the aforementioned conditions shall be grounds for forfeiture of a prize.
Data use and code sharing
“Data” means the data or datasets linked from the Competition Website for the purpose of use by Participants in the Competition. For the avoidance of doubt, Data is deemed for the purpose of these Competition Rules to include any prototype or executable code provided to Participants by DrivenData via the Competition Website, including, without limitation, all files contained in the zip file provided to Participants. Participants must use the Data only as permitted by these Competition Rules and any associated data use rules specified on the Competition Website, including the Dataset License Agreement at this link.
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For this Competition, Participants may use pre-trained models and other external data (collectively, “External Data”), provided such Participant has all rights, licenses and permissions to use the External Data as contemplated in these Competition Rules. Participant represents and warrants that any use of any External Data in connection with participation in this Competition is pursuant to and in accordance with a valid license that permits unrestricted commercial use of the External Data without the need for additional approvals from any third party, and agrees to provide Sponsor with proof (to Competition Entities’ satisfaction) of such license upon request at any time during the Competition Period or the Competition evaluation process. Top performing Participants will also be required to certify in writing that they have permission to use all External Data used to develop potentially winning Submissions. Failure to satisfy any of these requirements in accordance with Competition Entities’ instructions and timing, or Sponsor’s belief that a 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.
Participants are prohibited from privately sharing source or executable code developed in connection with or based upon the Data, and any such sharing is a breach of these Competition Rules and may result in disqualification.
Participants are permitted to publicly share source or executable code developed in connection with or based upon the Data, or otherwise relevant to the Competition, provided that such sharing does not violate the intellectual property rights of any third party and Participant releases such source or executable code under an Approved OSS License.
If a Submission was developed using code containing or depending on software licensed under an open source license, that license must be an Approved OSS license that permits commercial use.
Participant warranties and obligations
By registering, you agree that (a) your Account is complete, correct and accurate and (b) your registration may be rejected or terminated and all Submissions submitted by you and/or your Team may be disqualified if any of the information in your Account is (or Competition Sponsor or DrivenData has reasonable grounds to believe it is) incomplete, incorrect or inaccurate. You are solely responsible for your Account. All registration information is deemed collected in the United States.
Participation is subject to all applicable federal, state, provincial, territorial and local laws, rules and regulations. You agree to comply with all applicable laws and regulations at all times during your participation in the Competition. Void where prohibited or restricted by law. You are responsible for checking applicable laws and regulations in your jurisdiction before participating in the Competition to make sure that your participation is legal. You are responsible for all taxes and reporting related to any award that you may receive as part of the Competition. Each Participant must comply with all applicable explicit or implicit terms and conditions or policies applicable for platforms, applications, or software used in connection with or on which their Submission and the Submission's source code operate. As such, each Participant must follow the spirit of such terms and conditions and policies; and any attempt to subvert or to use a work-around of such terms and conditions or policies may, in Competition Entities’ sole discretion, lead to such Participant’s disqualification.
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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.