Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
add tracking-shuffled-objects eval (openai#837)
# 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. **Starting April 10, the minimum eval count is 15 samples, we hope this makes it easier to create and contribute evals.** ## Eval details 📑 ### Eval name tracking-shuffled-objects ### Eval description This eval tests GPT's ability to work out the final state of a system given its initial state and a sequence of swaps. Each instance of this task describes a set of objects, each initially belonging to one person, that are then swapped around in a series of pairwise trades. The model is then asked to tell which object ends up with a specific person. ### What makes this a useful eval? GPT-3.5-turbo achieved only about 13.3% in accuracy, and ChatGPT using GPT-4 did nothing better. This eval tests the following capabilities of GPT: * parse information about multiple objects, their initial assignment to people, and swaps that change these assignments * understand how a swap changes which object is assigned to which person * compose multiple rearrangements to determine the final state about which object owned by each person ## 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 15 high quality examples.** If there is anything else that makes your eval worth including, please document it below. ### Unique eval value This is a multi-step task as @andrew-openai mentioned in openai#632 . ## 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}.yaml` - [x] Ensure you have the right to use the data you submit via this eval This eval is migrated from [BIG-bench](https://github.com/google/BIG-bench/tree/main/bigbench/benchmark_tasks/tracking_shuffled_objects), as @jwang47 mentioned in openai#153 . (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. My email address: [email protected] ### 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": "Alice, Bob, Claire, Dave, and Eve are playing a game. Output the color of the ball in lowercase without explaination."}, {"role": "user", "content": "At the start of the game, they are each holding a ball: Alice has a pink ball, Bob has a white ball, Claire has a red ball, Dave has a purple ball, and Eve has a yellow ball. \n\nAs the game progresses, pairs of players trade balls. First, Alice and Dave swap balls. Then, Claire and Eve swap balls. Then, Alice and Bob swap balls. Then, Dave and Claire swap balls. Finally, Alice and Claire swap balls. At the end of the game, what color is Alice's ball?"}], "ideal": "pink"} {"input": [{"role": "system", "content": "Alice, Bob, Claire, Dave, and Eve are playing a game. Output the color of the ball in lowercase without explaination."}, {"role": "user", "content": "At the start of the game, they are each holding a ball: Alice has a pink ball, Bob has a white ball, Claire has a red ball, Dave has a purple ball, and Eve has a yellow ball. \n\nAs the game progresses, pairs of players trade balls. First, Alice and Dave swap balls. Then, Claire and Eve swap balls. Then, Alice and Bob swap balls. Then, Dave and Claire swap balls. Finally, Alice and Claire swap balls. At the end of the game, what color is Bob's ball?"}], "ideal": "purple"} {"input": [{"role": "system", "content": "Alice, Bob, Claire, Dave, and Eve are playing a game. Output the color of the ball in lowercase without explaination."}, {"role": "user", "content": "At the start of the game, they are each holding a ball: Alice has a pink ball, Bob has a white ball, Claire has a red ball, Dave has a purple ball, and Eve has a yellow ball. \n\nAs the game progresses, pairs of players trade balls. First, Alice and Dave swap balls. Then, Claire and Eve swap balls. Then, Alice and Bob swap balls. Then, Dave and Claire swap balls. Finally, Alice and Claire swap balls. At the end of the game, what color is Claire's ball?"}], "ideal": "white"} {"input": [{"role": "system", "content": "Alice, Bob, Claire, Dave, and Eve are playing a game. Output the color of the ball in lowercase without explaination."}, {"role": "user", "content": "At the start of the game, they are each holding a ball: Alice has a pink ball, Bob has a white ball, Claire has a red ball, Dave has a purple ball, and Eve has a yellow ball. \n\nAs the game progresses, pairs of players trade balls. First, Alice and Dave swap balls. Then, Claire and Eve swap balls. Then, Alice and Bob swap balls. Then, Dave and Claire swap balls. Finally, Alice and Claire swap balls. At the end of the game, what color is Dave's ball?"}], "ideal": "yellow"} {"input": [{"role": "system", "content": "Alice, Bob, Claire, Dave, and Eve are playing a game. Output the color of the ball in lowercase without explaination."}, {"role": "user", "content": "At the start of the game, they are each holding a ball: Alice has a pink ball, Bob has a white ball, Claire has a red ball, Dave has a purple ball, and Eve has a yellow ball. \n\nAs the game progresses, pairs of players trade balls. First, Alice and Dave swap balls. Then, Claire and Eve swap balls. Then, Alice and Bob swap balls. Then, Dave and Claire swap balls. Finally, Alice and Claire swap balls. At the end of the game, what color is Eve's ball?"}], "ideal": "red"} {"input": [{"role": "system", "content": "Alice, Bob, Claire, Dave, and Eve are playing a game. Output the color of the ball in lowercase without explaination."}, {"role": "user", "content": "At the start of the game, they are each holding a ball: Alice has a pink ball, Bob has a white ball, Claire has a green ball, Dave has a brown ball, and Eve has a orange ball. \n\nAs the game progresses, pairs of players trade balls. First, Eve and Bob swap balls. Then, Claire and Eve swap balls. Then, Alice and Eve swap balls. Then, Dave and Alice swap balls. Finally, Bob and Alice swap balls. At the end of the game, what color is Alice's ball?"}], "ideal": "orange"} {"input": [{"role": "system", "content": "Alice, Bob, Claire, Dave, and Eve are playing a game. Output the color of the ball in lowercase without explaination."}, {"role": "user", "content": "At the start of the game, they are each holding a ball: Alice has a pink ball, Bob has a white ball, Claire has a green ball, Dave has a brown ball, and Eve has a orange ball. \n\nAs the game progresses, pairs of players trade balls. First, Eve and Bob swap balls. Then, Claire and Eve swap balls. Then, Alice and Eve swap balls. Then, Dave and Alice swap balls. Finally, Bob and Alice swap balls. At the end of the game, what color is Bob's ball?"}], "ideal": "brown"} {"input": [{"role": "system", "content": "Alice, Bob, Claire, Dave, and Eve are playing a game. Output the color of the ball in lowercase without explaination."}, {"role": "user", "content": "At the start of the game, they are each holding a ball: Alice has a pink ball, Bob has a white ball, Claire has a green ball, Dave has a brown ball, and Eve has a orange ball. \n\nAs the game progresses, pairs of players trade balls. First, Eve and Bob swap balls. Then, Claire and Eve swap balls. Then, Alice and Eve swap balls. Then, Dave and Alice swap balls. Finally, Bob and Alice swap balls. At the end of the game, what color is Claire's ball?"}], "ideal": "white"} {"input": [{"role": "system", "content": "Alice, Bob, Claire, Dave, and Eve are playing a game. Output the color of the ball in lowercase without explaination."}, {"role": "user", "content": "At the start of the game, they are each holding a ball: Alice has a pink ball, Bob has a white ball, Claire has a green ball, Dave has a brown ball, and Eve has a orange ball. \n\nAs the game progresses, pairs of players trade balls. First, Eve and Bob swap balls. Then, Claire and Eve swap balls. Then, Alice and Eve swap balls. Then, Dave and Alice swap balls. Finally, Bob and Alice swap balls. At the end of the game, what color is Dave's ball?"}], "ideal": "green"} {"input": [{"role": "system", "content": "Alice, Bob, Claire, Dave, and Eve are playing a game. Output the color of the ball in lowercase without explaination."}, {"role": "user", "content": "At the start of the game, they are each holding a ball: Alice has a pink ball, Bob has a white ball, Claire has a green ball, Dave has a brown ball, and Eve has a orange ball. \n\nAs the game progresses, pairs of players trade balls. First, Eve and Bob swap balls. Then, Claire and Eve swap balls. Then, Alice and Eve swap balls. Then, Dave and Alice swap balls. Finally, Bob and Alice swap balls. At the end of the game, what color is Eve's ball?"}], "ideal": "pink"} {"input": [{"role": "system", "content": "Alice, Bob, Claire, Dave, and Eve are playing a game. Output the color of the ball in lowercase without explaination."}, {"role": "user", "content": "At the start of the game, they are each holding a ball: Alice has a blue ball, Bob has a orange ball, Claire has a pink ball, Dave has a green ball, and Eve has a brown ball. \n\nAs the game progresses, pairs of players trade balls. First, Bob and Eve swap balls. Then, Eve and Dave swap balls. Then, Dave and Alice swap balls. Then, Alice and Claire swap balls. Finally, Bob and Claire swap balls. At the end of the game, what color is Alice's ball?"}], "ideal": "pink"} {"input": [{"role": "system", "content": "Alice, Bob, Claire, Dave, and Eve are playing a game. Output the color of the ball in lowercase without explaination."}, {"role": "user", "content": "At the start of the game, they are each holding a ball: Alice has a blue ball, Bob has a orange ball, Claire has a pink ball, Dave has a green ball, and Eve has a brown ball. \n\nAs the game progresses, pairs of players trade balls. First, Bob and Eve swap balls. Then, Eve and Dave swap balls. Then, Dave and Alice swap balls. Then, Alice and Claire swap balls. Finally, Bob and Claire swap balls. At the end of the game, what color is Bob's ball?"}], "ideal": "orange"} {"input": [{"role": "system", "content": "Alice, Bob, Claire, Dave, and Eve are playing a game. Output the color of the ball in lowercase without explaination."}, {"role": "user", "content": "At the start of the game, they are each holding a ball: Alice has a blue ball, Bob has a orange ball, Claire has a pink ball, Dave has a green ball, and Eve has a brown ball. \n\nAs the game progresses, pairs of players trade balls. First, Bob and Eve swap balls. Then, Eve and Dave swap balls. Then, Dave and Alice swap balls. Then, Alice and Claire swap balls. Finally, Bob and Claire swap balls. At the end of the game, what color is Claire's ball?"}], "ideal": "brown"} {"input": [{"role": "system", "content": "Alice, Bob, Claire, Dave, and Eve are playing a game. Output the color of the ball in lowercase without explaination."}, {"role": "user", "content": "At the start of the game, they are each holding a ball: Alice has a blue ball, Bob has a orange ball, Claire has a pink ball, Dave has a green ball, and Eve has a brown ball. \n\nAs the game progresses, pairs of players trade balls. First, Bob and Eve swap balls. Then, Eve and Dave swap balls. Then, Dave and Alice swap balls. Then, Alice and Claire swap balls. Finally, Bob and Claire swap balls. At the end of the game, what color is Dave's ball?"}], "ideal": "blue"} {"input": [{"role": "system", "content": "Alice, Bob, Claire, Dave, and Eve are playing a game. Output the color of the ball in lowercase without explaination."}, {"role": "user", "content": "At the start of the game, they are each holding a ball: Alice has a blue ball, Bob has a orange ball, Claire has a pink ball, Dave has a green ball, and Eve has a brown ball. \n\nAs the game progresses, pairs of players trade balls. First, Bob and Eve swap balls. Then, Eve and Dave swap balls. Then, Dave and Alice swap balls. Then, Alice and Claire swap balls. Finally, Bob and Claire swap balls. At the end of the game, what color is Eve's ball?"}], "ideal": "green"} ``` </details>
- Loading branch information