app.py

import streamlit as st
st.markdown("""

1. Evals Documentation: https://github.com/AaronCWacker/evals/tree/main/docs
2. Evals Evals: https://github.com/AaronCWacker/evals/tree/main/evals
3. Evals Examples: https://github.com/AaronCWacker/evals/tree/main/examples
4. Evals Scripts: https://github.com/AaronCWacker/evals/tree/main/scripts


# evals registry data for RLHF task improvement: https://github.com/openai/evals/tree/0e6b55576f0ff4a2a48dec1d7e4ae1e7c6cb8d61/evals/registry/data

# 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

which-is-heavier

### Eval description

This evaluation tests the physical reasoning of GPT by asking which of
two quantities is heavier, where the quantities are assigned explicit
weights (e.g., "5 kilograms" or "2 pounds") and there is a clear answer
(e.g., Q: "Is 5 pounds of tissue paper heavier than 3 pounds of
granite?" A: "Yes"). The catch is that, in each example, the heavier
quantity is always associated with an item that is generally thought of
as being light (e.g., feathers, tissue paper, cotton balls) while the
lighter quantity is always associated with an item that is generally
thought of as being heavy (e.g., granite, cast iron, plutonium). Humans
can easily achieve 100% on this task, but they have to cognitively
ignore what comprises the quantities and focus on just their weights.

### What makes this a useful eval?

ChatGPT 3.5 does a decent job of comparing weights (i.e., "Is 5 pounds
greater than 3 pounds?" "Yes") as well as understanding common
attributions of "light" and "heavy" to everyday objects like feathers
and anvils, but when combining these two into a single comparison, it
appears that the model's bias towards these colloquial attributes makes
it difficult for the model to perform well.

What's interesting is that the errors are not even logically consistent.
Consider the following example (taken from the ChatGPT dialogue UX/UI
using GPT-4):

<img width="715" alt="Screen Shot 2023-03-21 at 4 45 44 PM"
src="https://user-images.githubusercontent.com/11773823/226827152-f78c0fb4-1136-433c-9d55-65eb6c6c5407.png">

According to GPT-4:
- 15 pounds of hydrogen is heavier than 10 pounds of plutonium
- 20 pounds of hydrogen is **not** heavier than 10 pounds of plutonium
- 30 pounds of hydrogen is heavier than 10 pounds of plutonium

GPT-4 appears to do better than GPT-3.5 in informal testing, but still
fails on simple cases and gives inconsistent results.

This task exposes how adversarial red herrings can potentially hamper
performance in quantitative/physical reasoning tasks such as weight
comparison.

The other nice aspect of this task is that one can generate these
examples programatically. I can submit a dataset of thousands rather
than just a few hundred if preferred.

## 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

> Insert what makes your eval high quality that was not mentioned above.
(Not required)

## 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

(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
- [x] (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": "You are a helpful
assistant."}, {"role": "user", "content": "Is 2 kilograms of eggshells
heavier than 1 kilogram of gold bars? Answer Yes or No"}], "ideal":
"Yes"}
{"input": [{"role": "system", "content": "You are a helpful
assistant."}, {"role": "user", "content": "Is 9 pounds of soap foam
heavier than 5 pounds of iron chains? Answer Yes or No"}], "ideal":
"Yes"}
{"input": [{"role": "system", "content": "You are a helpful
assistant."}, {"role": "user", "content": "Is 15 pounds of confetti
heavier than 10 pounds of rebar? Answer Yes or No"}], "ideal": "Yes"}
{"input": [{"role": "system", "content": "You are a helpful
assistant."}, {"role": "user", "content": "Is 1 pound of steel beams
heavier than 2 pounds of dust particles? Answer Yes or No"}], "ideal":
"No"}
{"input": [{"role": "system", "content": "You are a helpful
assistant."}, {"role": "user", "content": "Is 10 pounds of cast iron
heavier than 20 pounds of flakes? Answer Yes or No"}], "ideal": "No"}
{"input": [{"role": "system", "content": "You are a helpful
assistant."}, {"role": "user", "content": "Is 10 kilograms of granite
slabs heavier than 20 kilograms of balloons? Answer Yes or No"}],
"ideal": "No"}
{"input": [{"role": "system", "content": "You are a helpful
assistant."}, {"role": "user", "content": "Is 10 kilograms of bricks
heavier than 15 kilograms of dust particles? Answer Yes or No"}],
"ideal": "No"}
{"input": [{"role": "system", "content": "You are a helpful
assistant."}, {"role": "user", "content": "Is 1 pound of bronze heavier
than 2 pounds of snowflakes? Answer Yes or No"}], "ideal": "No"}
{"input": [{"role": "system", "content": "You are a helpful
assistant."}, {"role": "user", "content": "Is 1 pound of cast iron
heavier than 3 pounds of spider silk? Answer Yes or No"}], "ideal":
"No"}
{"input": [{"role": "system", "content": "You are a helpful
assistant."}, {"role": "user", "content": "Is 12 pounds of hydrogen
heavier than 10 pounds of palladium? Answer Yes or No"}], "ideal":
"Yes"}
{"input": [{"role": "system", "content": "You are a helpful
assistant."}, {"role": "user", "content": "Is 6 kilograms of feathers
heavier than 5 kilograms of gold bars? Answer Yes or No"}], "ideal":
"Yes"}
{"input": [{"role": "system", "content": "You are a helpful
assistant."}, {"role": "user", "content": "Is 7 kilograms of eggshells
heavier than 5 kilograms of bronze? Answer Yes or No"}], "ideal": "Yes"}
{"input": [{"role": "system", "content": "You are a helpful
assistant."}, {"role": "user", "content": "Is 10 kilograms of lead
heavier than 20 kilograms of floating seeds? Answer Yes or No"}],
"ideal": "No"}
{"input": [{"role": "system", "content": "You are a helpful
assistant."}, {"role": "user", "content": "Is 30 pounds of feathers
heavier than 10 pounds of rebar? Answer Yes or No"}], "ideal": "Yes"}
{"input": [{"role": "system", "content": "You are a helpful
assistant."}, {"role": "user", "content": "Is 2 pounds of pencil
shavings heavier than 1 pound of iron chains? Answer Yes or No"}],
"ideal": "Yes"}
  ```
</details>

""")