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FAQ.md

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AI/ML Challenge 2020 - Frequently Asked Questions

Is there a restriction on what platform/interface the solution uses?

We have no restrictions on the technology used in the solution other than those listed in the challenge website.

What is your preference for the solution model type, such as “black box” models?

  • You can submit whatever type of solution you choose, as long as it fulfills the criteria listed on the challenge website.

  • In the Accuracy and Technical Evaluation section of the Scoring Rubric, the highest score of 5 indicates a solution that clearly explains the reasons for predictions made using the validation data, whereas a score of 1 indicates a "black box" solution. However, this is only one part of the scoring rubric, so it is up to you to determine what type of model is best for you.

May we include a commercially available product in our solution?

Please refer to the Ownership section of the challenge website for details surrounding rules for products used in your solution.

Is there a standard way to determine how to separate documents into individual clauses?

Our advice is to make your best judgment on clauses, and refer to the Functionality and User Interface section in the Scoring Rubric: specifically, "The user interface of the solution is realistic and usable by a business user.” Thus, we encourage you to split clauses as you think would be most usable for a business user.

Will other participants be able to see my submission?

The portion of your submissions that are uploaded to github are shared publicly (Validation Data File, Description of Methods Document, Source Code, Input Data, and Compiled Models). Thus, once you submit your solution to Github, it will be viewable by the public. See the challenge website for a list of submission items that are sent via email and uploaded to github.

Can you provide additional training data?

At this time, we are not planning to provide any additional training data. If we do, it will be posted in the data folder of this repository.

Can we share our participation in the Challenge publicly, such as in a press release or a blog?

Yes!

Can we ask questions to subject matter experts about EULAs?

Please direct any questions surrounding EULA classification to [email protected], and we will forward your question(s) to the relevant legal experts.

How did you choose the metrics (F1 Score, Brier Score) to score submissions?

Below is more information about the F1 Score and Brier Scores as metrics for scoring:

Brier Score

  • Good for binary outcomes
  • Answers the question: “How large was the error in the prediction?”
  • Smaller scores (closer to zero) indicate better forecasts

F1 Score

  • Combines precision and recall into one metric
  • Appropriate for imbalanced binary classification
  • Best value at 1 and worst score at 0

Who can participate in the challenge?

We welcome many types of solvers to participate, including individuals, teams, students, commercial companies, startups, and others. Please refer to the ‘Eligibility to Participate’ section of the challenge website to see if you are eligible to participate.

How do we calculate the self-reported metrics of our solution?

You should split the training data provided into a training dataset and a test dataset. You should use the test dataset to calculate your self-reported metrics using the appropriate methods of calculating those metrics. You should decide the portion of the data to set aside as test data based on your own expertise.

Why are the following clauses unacceptable?

1. The benefit and burdens of this Agreement may not be assigned or transferred by the Supplier without the Customer's written consent.

The Anti-Assignment Act, 41 CountryC 6305, prohibits the assignment of Government contracts without the Government's prior approval. Procedures for securing such approval are set forth in FAR 42.1204.

2. COMPANY warrants that the SOFTWARE will, for a period of sixty (60) days from the date of your receipt, perform substantially in accordance with SOFTWARE written materials accompanying it. Except as just stated, The parties acknowledge that the Software is provided "AS IS," and may not be functional on every machine or in every environment. Except as set forth herein, COMPANY DISCLAIMS ALL WARRANTIES RELATING TO THE SOFTWARE, EXPRESS OR IMPLIED, INCLUDING, BUT NOT LIMITED TO, ANY WARRANTIES AGAINST INFRINGEMENT OF THIRD PARTY RIGHTS, MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE.

It contradicts 41 U.S.C.3307(e)(5)(B) and FAR 12.404(b). FAR 12.404(b) states that "Express warranties. 41 U.S.C.3307(e)(5)(B) requires contracting officers to take advantage of commercial warranties. To the maximum extent practicable, solicitations for commercial items shall require offerors to offer the Government at least the same warranty terms, including offers of extended warranties, offered to the general public in customary commercial practice. Solicitations may specify minimum warranty terms, such as minimum duration, appropriate for the Government’s intended use of the item.

(1) Any express warranty the Government intends to rely upon must meet the needs of the Government. The contracting officer should analyze any commercial warranty to determine if-

  • (i) The warranty is adequate to protect the needs of the Government, e.g., items covered by the warranty and length of warranty;

  • (ii) The terms allow the Government effective postaward administration of the warranty to include the identification of warranted items, procedures for the return of warranted items to the contractor for repair or replacement, and collection of product performance information; and

  • (iii) The warranty is cost-effective.

(2) In some markets, it may be customary commercial practice for contractors to exclude or limit the implied warranties contained in 52.212-4 in the provisions of an express warranty. In such cases, the contracting officer shall ensure that the express warranty provides for the repair or replacement of defective items discovered within a reasonable period of time after acceptance.

(3) Express warranties shall be included in the contract by addendum (see 12.302).