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Diagrammatical Reasoning Logic [~35%] (openai#341)
# 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 📑 ### Diagrammatical Reasoning Logic ### Eval description This eval is similar to diagrammatic reasoning tests you can find online. I wrote some code to procedurally generate test questions and have adapted it in order to make it GPT friendly. I am interested to see how GPT performs given an image prompt of a question instead of the text representation below. <img width="600" alt="Screenshot 2023-03-20 at 08 04 59" src="https://user-images.githubusercontent.com/8216039/226280873-e9fc420e-1a31-4253-a9eb-4e6cff8dde5b.png"> <img width="600" alt="Screenshot 2023-03-20 at 08 07 20" src="https://user-images.githubusercontent.com/8216039/226281240-7e660640-f64d-43a3-85bf-5c80db6c334b.png"> An example problem: Definition of each operator and what it does: Operator, Effect C Changes size and shading of all figures D Changes shape of all figures E Changes 1st figure (see examples) Examples of these operators on some made up sequences: Input, Process, Output | small dark circle | | small dark triangle | - C - | large light circle | | large light triangle | | small dark triangle | | large dark triangle | | small dark triangle | | small dark triangle | - D - | small light circle | | large dark circle | | small light circle | | small dark circle | | large dark circle | | large dark triangle | - E - | small dark triangle | | large dark triangle | Question: | small dark triangle | | large light circle | | small dark circle | - D - ? Possible Answers: A - | small dark circle | | large light triangle | | large dark triangle | B - | small dark circle | | large light triangle | | small dark triangle | C - | small dark circle | | large light triangle | | large light triangle | | small dark triangle | D - | large dark circle | | large light triangle | | large dark triangle | Answer: B Explanation: The answer is B, this is due to the fact that the operation applied to the original sequence of small dark triangle, large light circle and small dark circle is D which changes the shape of all the figures. Therefore the final result will be small dark circle, large light triangle, small dark triangle where only the shape characteristic for each figure has changed. ### What makes this a useful eval? This eval tests multiple aspects of General Intelligence. An example is having to infer what an operation is doing without being told explicitly. GPT also needs to work out how to apply this operation generically instead of considering just the example sequences. There are harder questions in the dataset that use multiple operators in sequence. It also tests technical vocabulary and sequence logic. This is a particularly challenging task even for humans and requires focus. ## 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. ## 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: <details> <summary>View evals in JSON</summary> ### Eval ```jsonl {"input": [{"role": "system", "content": "\n In the following logic puzzle, you are given a set of operators that may be used. There are also some examples of these operators in use. Work out the sequence that replaces '?', choose from the possible answers. In order to solve this problem correctly, you must consider the logical operators. If there are multiple operators applied you must they apply them left to right. In some cases the operator effect is not explicitly defined and you will need to work it out. You MUST NOT PROVIDE AN EXPLANATION with words you only MUST ONLY REPLY WITH A SINGLE LETTER, for example 'A', 'B', 'C', or 'D'.\n "}, {"role": "user", "content": "Definition of each operator and what it does:\nOperator, Effect\nP Changes 1st figure (see examples)\nQ Changes shading and shape of all figures\nR Changes 3rd figure (see examples)\nS Deletes small light figures\n\nExamples of these operators on some made up sequences:\nInput, Process, Output\n| small light circle | | small light circle | | large dark circle | - P - | large light circle | | small light circle | | large dark circle |\n| small light circle | | small light triangle | - Q - | small dark triangle | | small dark circle |\n| small dark circle | | large light triangle | | large dark circle | - R - | small dark circle | | large light triangle | | large light circle |\n| small light circle | | large dark triangle | - S - | large dark triangle |\n\nQuestion:\n| small dark triangle | | small dark circle | | small dark triangle | - R - ?\n\nPossible Answers:\nA - | large dark circle | | large dark triangle | | small light triangle |\nB - | small dark triangle | | small dark circle | | small light triangle | | small light triangle |\nC - | small light triangle | | small dark circle | | small dark triangle |\nD - | small dark triangle | | small dark circle | | small light triangle |\n\n"}], "ideal": ["D"]} {"input": [{"role": "system", "content": "\n In the following logic puzzle, you are given a set of operators that may be used. There are also some examples of these operators in use. Work out the sequence that replaces '?', choose from the possible answers. In order to solve this problem correctly, you must consider the logical operators. If there are multiple operators applied you must they apply them left to right. In some cases the operator effect is not explicitly defined and you will need to work it out. You MUST NOT PROVIDE AN EXPLANATION with words you only MUST ONLY REPLY WITH A SINGLE LETTER, for example 'A', 'B', 'C', or 'D'.\n "}, {"role": "user", "content": "\n\nDefinition of each operator and what it does:\nOperator, Effect\nO Duplicates circles\nP Changes shading and shape of all figures\n\nExamples of these operators on some made up sequences:\nInput, Process, Output\n| large light circle | | large light triangle | - O - | large light circle | | large light circle | | large light triangle |\n| small dark triangle | | large dark triangle | - P - | small light circle | | large light circle |\n| small light triangle | | small dark triangle | - P - | small dark circle | | small light circle |\n\nQuestion:\n| small dark triangle | | large dark triangle | | large dark triangle | | small light circle | - O - ?\n\nPossible Answers:\nA - | large dark circle | | small dark circle | | small dark circle | | large light triangle | | large light triangle |\nB - | small dark triangle | | large dark triangle | | large dark triangle | | small light circle | | small light circle |\nC - | small dark triangle | | large dark triangle | | small light circle | | small light circle |\nD - | small dark triangle | | large dark triangle | | large dark triangle | | large light circle | | large light circle |\n\n"}], "ideal": ["B"]} {"input": [{"role": "system", "content": "\n In the following logic puzzle, you are given a set of operators that may be used. There are also some examples of these operators in use. Work out the sequence that replaces '?', choose from the possible answers. In order to solve this problem correctly, you must consider the logical operators. If there are multiple operators applied you must they apply them left to right. In some cases the operator effect is not explicitly defined and you will need to work it out. You MUST NOT PROVIDE AN EXPLANATION with words you only MUST ONLY REPLY WITH A SINGLE LETTER, for example 'A', 'B', 'C', or 'D'.\n "}, {"role": "user", "content": "\n\nDefinition of each operator and what it does:\nOperator, Effect\nB Duplicates 1st figure\nC Duplicates small triangles\n\nExamples of these operators on some made up sequences:\nInput, Process, Output\n| small light triangle | | small light circle | | large dark triangle | - B - | small light triangle | | small light triangle | | small light circle | | large dark triangle |\n| large light triangle | | small light triangle | - C - | large light triangle | | small light triangle | | small light triangle |\n| small dark triangle | | small dark triangle | | large light circle | | large dark triangle | - C - | small dark triangle | | small dark triangle | | small dark triangle | | small dark triangle | | large light circle | | large dark triangle |\n\nQuestion:\n| large light circle | | large dark circle | | small light circle | | small light triangle | - C - ?\n\nPossible Answers:\nA - | large dark circle | | large light circle | | small dark circle | | small dark triangle | | small dark triangle |\nB - | large light circle | | large dark circle | | small light circle | | small light triangle | | large dark triangle |\nC - | large light circle | | large dark circle | | small light circle | | small light triangle | | small light triangle |\nD - | large dark circle | | large dark circle | | small dark circle | | small dark triangle | | small dark triangle |\n\n"}], "ideal": ["C"]} {"input": [{"role": "system", "content": "\n In the following logic puzzle, you are given a set of operators that may be used. There are also some examples of these operators in use. Work out the sequence that replaces '?', choose from the possible answers. In order to solve this problem correctly, you must consider the logical operators. If there are multiple operators applied you must they apply them left to right. In some cases the operator effect is not explicitly defined and you will need to work it out. You MUST NOT PROVIDE AN EXPLANATION with words you only MUST ONLY REPLY WITH A SINGLE LETTER, for example 'A', 'B', 'C', or 'D'.\n "}, {"role": "user", "content": "\n\nDefinition of each operator and what it does:\nOperator, Effect\nB Changes 1st figure (see examples)\nC Changes shading and shape of 1st figure\nD Deletes 4th figure\nE Deletes large triangles\n\nExamples of these operators on some made up sequences:\nInput, Process, Output\n| small dark circle | | large light triangle | - B - | large dark triangle | | large light triangle |\n| large light circle | | large dark circle | | small dark circle | - C - | large dark triangle | | large dark circle | | small dark circle |\n\n\n\nQuestion:\n? - C - | large dark circle | | small light circle |\n\nPossible Answers:\nA - | small light circle | | large light triangle |\nB - | large dark triangle | | small light circle |\nC - | large light triangle | | small light circle |\nD - | large light triangle | | small dark triangle |\n\n"}], "ideal": ["C"]} {"input": [{"role": "system", "content": "\n In the following logic puzzle, you are given a set of operators that may be used. There are also some examples of these operators in use. Work out the sequence that replaces '?', choose from the possible answers. In order to solve this problem correctly, you must consider the logical operators. If there are multiple operators applied you must they apply them left to right. In some cases the operator effect is not explicitly defined and you will need to work it out. You MUST NOT PROVIDE AN EXPLANATION with words you only MUST ONLY REPLY WITH A SINGLE LETTER, for example 'A', 'B', 'C', or 'D'.\n "}, {"role": "user", "content": "\n\nDefinition of each operator and what it does:\nOperator, Effect\nB Changes size and shading of 1st figure\nC Changes shading of 1st figure\nD Changes size and shape of 2nd figure\n\nExamples of these operators on some made up sequences:\nInput, Process, Output\n| large light circle | | large light circle | | small light triangle | - B - | small dark circle | | large light circle | | small light triangle |\n| large dark circle | | large light circle | | small dark circle | | large light triangle | - C - | large light circle | | large light circle | | small dark circle | | large light triangle |\n| small dark triangle | | small dark triangle | | small light circle | - D - | small dark triangle | | large dark circle | | small light circle |\n\nQuestion:\n? - D - - B - | small dark triangle | | small dark triangle | | large light triangle | | large dark triangle |\n\nPossible Answers:\nA - | large light triangle | | large dark circle | | large light triangle | | small dark triangle |\nB - | large light triangle | | large dark circle | | large light triangle | | large dark triangle |\nC - | large dark circle | | large light triangle | | large light triangle | | large dark triangle |\nD - | large light triangle | | large light triangle | | large dark circle | | large dark circle | | large light triangle | | large light triangle | | large dark triangle | | large dark triangle |\n\n"}], "ideal": ["B"]} {"input": [{"role": "system", "content": "\n In the following logic puzzle, you are given a set of operators that may be used. There are also some examples of these operators in use. Work out the sequence that replaces '?', choose from the possible answers. In order to solve this problem correctly, you must consider the logical operators. If there are multiple operators applied you must they apply them left to right. In some cases the operator effect is not explicitly defined and you will need to work it out. You MUST NOT PROVIDE AN EXPLANATION with words you only MUST ONLY REPLY WITH A SINGLE LETTER, for example 'A', 'B', 'C', or 'D'.\n "}, {"role": "user", "content": "\n\nDefinition of each operator and what it does:\nOperator, Effect\nB Changes dark figures (see examples)\nC Changes size and shading of 1st figure\n\nExamples of these operators on some made up sequences:\nInput, Process, Output\n| large light circle | | small dark circle | | large light triangle | | small light circle | - B - | large light circle | | small light triangle | | large light triangle | | small light circle |\n| small dark circle | | large light circle | - C - | large light circle | | large light circle |\n\nQuestion:\n? - B - - C - | small dark triangle | | small light triangle | | large light circle |\n\nPossible Answers:\nA - | small light circle | | small dark circle | | large light circle |\nB - | large dark circle | | large light circle |\nC - | large dark circle | | small dark circle | | large light circle |\nD - | large light circle | | small dark circle | | large light circle |\n\n"}], "ideal": ["C"]} {"input": [{"role": "system", "content": "\n In the following logic puzzle, you are given a set of operators that may be used. There are also some examples of these operators in use. Work out the sequence that replaces '?', choose from the possible answers. In order to solve this problem correctly, you must consider the logical operators. If there are multiple operators applied you must they apply them left to right. In some cases the operator effect is not explicitly defined and you will need to work it out. You MUST NOT PROVIDE AN EXPLANATION with words you only MUST ONLY REPLY WITH A SINGLE LETTER, for example 'A', 'B', 'C', or 'D'.\n "}, {"role": "user", "content": "\n\nDefinition of each operator and what it does:\nOperator, Effect\nA Changes 1st figure (see examples)\nB Swaps figures (see examples)\nC Changes size and shape of large figures\nD Duplicates 4th figure\n\nExamples of these operators on some made up sequences:\nInput, Process, Output\n| large dark circle | | small dark circle | - A - | small light circle | | small dark circle |\n| large light triangle | | large light circle | | large dark circle | - B - | large light triangle | | large dark circle | | large light circle |\n| large light circle | | large dark triangle | - C - | small light triangle | | small dark circle |\n| small light triangle | | large dark circle | | large dark triangle | | small dark circle | - D - | small light triangle | | large dark circle | | large dark triangle | | small dark circle | | small dark circle |\n\nQuestion:\n? - D - - C - - D - | small light circle | | small light circle | | small light circle | | small light circle | | small light circle | | small light circle |\n\nPossible Answers:\nA - | small light circle | | large light triangle | | small light triangle | | large light triangle |\nB - | small light circle | | large light triangle | | large light triangle | | small light circle |\nC - | small light circle | | large light triangle | | small light circle | | large light triangle |\nD - | small light circle | | large light triangle | | large light circle | | large light triangle |\n\n"}], "ideal": ["C"]} ``` </details>
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