evals icon indicating copy to clipboard operation
evals copied to clipboard

added math subject gre eval

Open rdilip opened this issue 1 year ago • 1 comments

Thank you for contributing an eval! ♥️

🚨 Please make sure your PR follows these guidelines, failure to follow the guidelines below will result in the PR being closed automatically. Note that even if the criteria are met, that does not guarantee the PR will be merged nor GPT-4 access granted. 🚨

PLEASE READ THIS:

In order for a PR to be merged, it must fail on GPT-4. We are aware that right now, users do not have access, so you will not be able to tell if the eval fails or not. Please run your eval with GPT-3.5-Turbo, but keep in mind as we run the eval, if GPT-4 gets higher than 90% on the eval, we will likely reject since GPT-4 is already capable of completing the task.

We plan to roll out a way for users submitting evals to see the eval performance on GPT-4 soon. Stay tuned! Until then, you will not be able to see the eval performance on GPT-4. We encourage partial PR's with ~5-10 example that we can then run the evals on and share the results with you so you know how your eval does with GPT-4 before writing all 100 examples.

Eval details 📑

Eval name

math_tests

Eval description

This PR contains several questions involving basic mathematical reasoning and some minor symbolic manipulation. This eval models on the math GRE, which is a multiple choice test taken by prospective mathematics graduate students.

What makes this a useful eval?

These problem test mathematical reasoning, one of the requested categories. The questions require mathematical abstraction, but do not require substantial symbolic manipulation. The multiple choice aspect makes it easy to quantify the accuracy.

Criteria for a good eval ✅

Below are some of the criteria we look for in a good eval. In general, we are seeking cases where the model does not do a good job despite being capable of generating a good response (note that there are some things large language models cannot do, so those would not make good evals).

Your eval should be:

  • [x] Thematically consistent: The eval should be thematically consistent. We'd like to see a number of prompts all demonstrating some particular failure mode. For example, we can create an eval on cases where the model fails to reason about the physical world.
  • [x] Contains failures where a human can do the task, but either GPT-4 or GPT-3.5-Turbo could not.
  • [x] Includes good signal around what is the right behavior. This means either a correct answer for Basic evals or the Fact Model-graded eval, or an exhaustive rubric for evaluating answers for the Criteria Model-graded eval.
  • [x] Include at least 100 high quality examples (it is okay to only contribute 5-10 meaningful examples and have us test them with GPT-4 before adding all 100)

If there is anything else that makes your eval worth including, please document it below.

Unique eval value

Mathematical reasoning was a requested category.

Eval structure 🏗️

Your eval should

  • [x] Check that your data is in evals/registry/data/{name}
  • [x] Check that your yaml is registered at evals/registry/evals/{name}.jsonl
  • [x] Ensure you have the right to use the data you submit via this eval

(For now, we will only be approving evals that use one of the existing eval classes. You may still write custom eval classes for your own cases, and we may consider merging them in the future.)

Final checklist 👀

Submission agreement

By contributing to Evals, you are agreeing to make your evaluation logic and data under the same MIT license as this repository. You must have adequate rights to upload any data used in an Eval. OpenAI reserves the right to use this data in future service improvements to our product. Contributions to OpenAI Evals will be subject to our usual Usage Policies (https://platform.openai.com/docs/usage-policies).

  • [x] I agree that my submission will be made available under an MIT license and complies with OpenAI's usage policies.

Email address validation

If your submission is accepted, we will be granting GPT-4 access to a limited number of contributors. Access will be given to the email address associated with the merged pull request.

  • [x] I acknowledge that GPT-4 access will only be granted, if applicable, to the email address used for my merged pull request.

Limited availability acknowledgement

We know that you might be excited to contribute to OpenAI's mission, help improve our models, and gain access to GPT-4. However, due to the requirements mentioned above and high volume of submissions, we will not be able to accept all submissions and thus not grant everyone who opens a PR GPT-4 access. We know this is disappointing, but we hope to set the right expectation before you open this PR.

  • [x] I understand that opening a PR, even if it meets the requirements above, does not guarantee the PR will be merged nor GPT-4 access granted.

Submit eval

  • [x] I have filled out all required fields in the evals PR form
  • [ ] (Ignore if not submitting code) I have run pip install pre-commit; pre-commit install and have verified that black, isort, and autoflake are running when I commit and push

Failure to fill out all required fields will result in the PR being closed.

Eval JSON data

Since we are using Git LFS, we are asking eval submitters to add in as many Eval Samples (at least 5) from their contribution here:

View evals in JSON

Eval

{"input": [{"role": "system", "content": "The following is a multiple choice question. Answer it with exactly one of A, B, C, D, or E only. Do not show any work."}, {"role": "user", "content": "Which of the following is NOT a group?\n(A) The integers under addition\n(B) The nonzero integers under multiplication\n(C) The nonzero real numbers under multiplication\n(D) The complex numbers under addition\n(E) The nonzero complex numbers under multiplication"}], "ideal": "B"}
{"input": [{"role": "system", "content": "The following is a multiple choice question. Answer it with exactly one of A, B, C, D, or E only. Do not show any work."}, {"role": "user", "content": "For which integers n such that 3 <= n <= 11 is there only one group of order n (up to isomorphism)?\n(A) For no such integer n\n(B) For 3, 5, 7, and 11 only\n(C) For 3, 5, 7, 9, and 11 only\n(D) For 4, 6, 8, and 10 only\n(E) For all such integers n"}], "ideal": "B"}
{"input": [{"role": "system", "content": "The following is a multiple choice question. Answer it with exactly one of A, B, C, D, or E only. Do not show any work."}, {"role": "user", "content": "If f is a continuously differentiable real-valued function defined on the open interval (-1,4) such that f(3)=5 and f'(x) >= -1 for all x, what is the greatest possible value of f(0)?\n(A) 3\n(B) 4\n(C) 5\n(D) 8\n(E) 11"}], "ideal": "D"}
{"input": [{"role": "system", "content": "The following is a multiple choice question. Answer it with exactly one of A, B, C, D, or E only. Do not show any work."}, {"role": "user", "content": "Suppose A, B, and C are statements such that C is true if exactly one of A and B is true. If C is false, which of the following statements must be true?\n(A) If A is true, then B is false.\n(B) If A is false, then B is false.\n(C) If A is false, then B is true.\n(D) Both A and B are true. \n(E) Both A and B are false."}], "ideal": "B"}
{"input": [{"role": "system", "content": "The following is a multiple choice question. Answer it with exactly one of A, B, C, D, or E only. Do not show any work."}, {"role": "user", "content": "(1+i)^{10} = \n(A) 1\n(B) i\n(C) 32\n(D) 32i\n(E) 32(i+1)"}], "ideal": "D"}
{"input": [{"role": "system", "content": "The following is a multiple choice question. Answer it with exactly one of A, B, C, D, or E only. Do not show any work."}, {"role": "user", "content": "A tree is a connected graph with no cycles. How many nonisomorphic trees with 5 vertices exist?\n(A) 1\n(B) 2\n(C) 3\n(D) 4\n(E) 5"}], "ideal": "C"}
{"input": [{"role": "system", "content": "The following is a multiple choice question. Answer it with exactly one of A, B, C, D, or E only. Do not show any work."}, {"role": "user", "content": "The maximum number of acute angles in a convex 10-gon in the Euclidean plane is\n(A) 1\n(B) 2\n(C) 3\n(D) 4\n(E) 5"}], "ideal": "C"}
{"input": [{"role": "system", "content": "The following is a multiple choice question. Answer it with exactly one of A, B, C, D, or E only. Do not show any work."}, {"role": "user", "content": "How many positive numbers x satisfy the equation cos(97x)=x?\n(A) 1\n(B) 15\n(C) 31\n(D) 49\n(E) 96"}], "ideal": "C"}
{"input": [{"role": "system", "content": "The following is a multiple choice question. Answer it with exactly one of A, B, C, D, or E only. Do not show any work."}, {"role": "user", "content": "What is the largest order of an element in the group of permutations of 5 objects?\n(A) 5\n(B) 6\n(C) 12\n(D) 15\n(E) 120"}], "ideal": "B"}
{"input": [{"role": "system", "content": "The following is a multiple choice question. Answer it with exactly one of A, B, C, D, or E only. Do not show any work."}, {"role": "user", "content": "Let x and y be integers satisfying the following two congruences. (1) 3x = 5 (mod 11) (2) 2y = 7 (mod 11). x+y is then congruent modulo 11 to which of the following?\n(A) 1\n(B) 3\n(C) 5\n(D) 7\n(E) 9"}], "ideal": "D"}

rdilip avatar Mar 18 '23 00:03 rdilip

Thank you for the contribution!

We're having some trouble loading this eval, getting a JSONDecodeError error

Expecting value: line 2 column 1 (char 165)

Could you please take a look? We'll take another look at the eval once you've made the update.

Yep -- should be resolved!

rdilip avatar Mar 19 '23 03:03 rdilip

Closing the PR due to inactivity; please feel free to reopen if you get a chance to address the comments.

usama-openai avatar Jul 14 '23 15:07 usama-openai