[Eval] Identifying UI Elements and Extracting Resource IDs (openai#1117)

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## Eval details 📑

### Eval name

resource_id_extraction

### Eval description

This Eval asks the model to identify UI elements and extract their
resource ID from Android XML dumps.

Android allows you to serialize the content of the screen to XML using
accessibility information. A human can (with effort) read through this
XML and understand approximately what is visible on the screen and what
the semantic intent of UI elements are.

Each sample in the eval contains:
- Instructions to find and identify a ui element and extract its
resource id (or return error code)
- An XML dump from an actual Android app
- A description of a UI element that may or may not be present in the
xml

The eval uses the simple "includes" test to see if the correct resource
id is returned.
 
### What makes this a useful eval?

This eval is useful because:
- It requires semantic understanding of ui elements (foundational
capacity) (eg that the ⭐ button means "add to favorites" and the
➕ button is used to create a new contact)
- It tests against hallucinations (eg sometimes the model may
hallucinate resource ids that don't exist)
- It enforces error codes that distinguish between different problem
states (system message steer-ability)

Given certain successes, it seems that the model has the capacity to
return good responses, but often fails to do so. This eval can be
extended by:
1. Adding more test cases / xml dumps (especially more complex cases
using the larger gpt4 context window)
2. Adding more obscure descriptions of ui elements
3. Extracting information other than resource ids, for example "center
point" of ui elements (computable via their bounding box)

## 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:

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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

A lot of implicit information is conveyed in UIs. Models reading
serialized UIs have the ability to understand some of that implicit
information. This is quite valuable, not least because it is required in
order to give good results for code completion and generation.

This eval is uniquely valuable because it gives a structured way to
definitively test the model's understanding of code/UIs from something
like a "reading comprehension" perspective, rather than just generation.

## 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.)

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

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If your submission is accepted, we will be granting GPT-4 access to a
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### Limited availability acknowledgment

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 the high volume of submissions, we will
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- [x] I understand that opening a PR, even if it meets the requirements
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### Submit eval

- [x] I have filled out all required fields of this form
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Failure to fill out all required fields will result in the PR being
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### 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:

:warning: I was only able to add 1 due to length limits of the PR body.
Sorry!

<details>
  <summary>View evals in JSON</summary>

  ### Eval
  ```jsonl
{"ideal": "com.google.android.apps.photos:id/selected_account_disc",
"input": [{"role": "system", "content": "\nYou have two tasks:\n-
Identify an interactable UI element in an Android XML dump based on a
description of of what it looks like, where it is, or what it does.\n-
Retrieve the corresponding resource ID you would use to interact with
that UI element.\nYou'll be given two inputs:\n- An XML output from the
'dumpXMLHierarchy'.\n- A description of a UI element.\nBased on these
inputs your output should be as follows:\n- If you find the described UI
element and it has a resource ID, return the resource ID.\n- If you
don't find the described UI element, return \"element_not_found\".\n- If
the described UI element is there but it doesn't have a resource ID,
return \"no_resource_id\".\n"}, {"role": "user", "content": "XML output:
<hierarchy rotation=\"0\"><node index=\"0\" text=\"\" resource-id=\"\"
class=\"android.widget.FrameLayout\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[0,0][1080,2138]\"><node index=\"0\"
text=\"\" resource-id=\"\" class=\"android.widget.LinearLayout\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[0,0][1080,2138]\"><node index=\"0\"
text=\"\" resource-id=\"\" class=\"android.widget.FrameLayout\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[0,0][1080,2138]\"><node index=\"0\"
text=\"\"
resource-id=\"com.google.android.apps.photos:id/action_bar_root\"
class=\"android.widget.FrameLayout\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[0,0][1080,2138]\"><node index=\"0\"
text=\"\" resource-id=\"android:id/content\"
class=\"android.widget.FrameLayout\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[0,0][1080,2138]\"><node index=\"0\"
text=\"\"
resource-id=\"com.google.android.apps.photos:id/touch_capture_view\"
class=\"android.widget.FrameLayout\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[0,0][1080,2138]\"><node index=\"0\"
text=\"\"
resource-id=\"com.google.android.apps.photos:id/photo_container\"
class=\"android.widget.FrameLayout\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[0,0][1080,2138]\" /><node index=\"1\"
text=\"\"
resource-id=\"com.google.android.apps.photos:id/drawer_layout\"
class=\"androidx.drawerlayout.widget.DrawerLayout\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[0,0][1080,2138]\"><node index=\"0\"
text=\"\"
resource-id=\"com.google.android.apps.photos:id/main_container\"
class=\"android.widget.FrameLayout\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[0,0][1080,2138]\"><node index=\"0\"
text=\"\"
resource-id=\"com.google.android.apps.photos:id/toolbar_parent\"
class=\"android.view.ViewGroup\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[0,0][1080,2138]\"><node index=\"0\"
text=\"\"
resource-id=\"com.google.android.apps.photos:id/touch_capture_view\"
class=\"android.widget.FrameLayout\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[0,0][1080,2138]\"><node index=\"0\"
text=\"\" resource-id=\"\" class=\"android.widget.FrameLayout\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[0,0][1080,2138]\"><node index=\"0\"
text=\"\"
resource-id=\"com.google.android.apps.photos:id/empty_view_container\"
class=\"android.widget.FrameLayout\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[0,0][1080,2138]\"><node index=\"0\"
text=\"\" resource-id=\"\" class=\"android.widget.ScrollView\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"true\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[0,312][1080,2138]\"><node index=\"0\"
text=\"\" resource-id=\"\" class=\"android.widget.LinearLayout\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[0,965][1080,1621]\"><node index=\"0\"
text=\"\"
resource-id=\"com.google.android.apps.photos:id/empty_page_image\"
class=\"android.widget.ImageView\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[237,965][842,1180]\" /><node index=\"1\"
text=\"Take a picture.&#10;Photos &amp; videos appear here.\"
resource-id=\"com.google.android.apps.photos:id/empty_page_caption\"
class=\"android.widget.TextView\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[155,1230][925,1406]\" /><node index=\"2\"
text=\"No Photos\"
resource-id=\"com.google.android.apps.photos:id/empty_page_title_top\"
class=\"android.widget.TextView\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[155,1406][925,1533]\" /><node index=\"3\"
text=\"\" resource-id=\"\" class=\"android.widget.LinearLayout\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[496,1533][584,1577]\"
/></node></node></node><node index=\"1\" text=\"\"
resource-id=\"com.google.android.apps.photos:id/fragment_container\"
class=\"android.widget.FrameLayout\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[0,0][1080,2138]\"><node index=\"0\"
text=\"\"
resource-id=\"com.google.android.apps.photos:id/photos_photogrid_date_scrubber_view\"
class=\"android.widget.FrameLayout\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[0,0][1080,2138]\"><node index=\"0\"
text=\"\" resource-id=\"\" class=\"android.widget.FrameLayout\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[0,0][1080,2138]\"><node index=\"0\"
text=\"\"
resource-id=\"com.google.android.apps.photos:id/recycler_view\"
class=\"android.support.v7.widget.RecyclerView\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"true\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[0,0][1080,2138]\"
/></node></node></node></node></node><node index=\"1\" text=\"\"
resource-id=\"com.google.android.apps.photos:id/scrolling_toolbar_container\"
class=\"android.widget.FrameLayout\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[0,0][1080,312]\"><node index=\"0\"
text=\"\"
resource-id=\"com.google.android.apps.photos:id/toolbar_container\"
class=\"android.widget.LinearLayout\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[0,0][1080,312]\"><node index=\"0\"
text=\"\"
resource-id=\"com.google.android.apps.photos:id/notification_bar_spacer\"
class=\"android.view.View\" package=\"com.google.android.apps.photos\"
content-desc=\"\" checkable=\"false\" checked=\"false\"
clickable=\"false\" enabled=\"true\" focusable=\"false\"
focused=\"false\" scrollable=\"false\" long-clickable=\"false\"
password=\"false\" selected=\"false\" bounds=\"[0,0][1080,136]\" /><node
index=\"1\" text=\"\"
resource-id=\"com.google.android.apps.photos:id/toolbar\"
class=\"android.view.ViewGroup\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[0,136][1080,312]\"><node index=\"0\"
text=\"\" resource-id=\"\" class=\"android.widget.ImageButton\"
package=\"com.google.android.apps.photos\" content-desc=\"Show
Navigation Drawer\" checkable=\"false\" checked=\"false\"
clickable=\"true\" enabled=\"true\" focusable=\"true\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[0,147][154,301]\" /><node index=\"1\"
text=\"\" resource-id=\"\" class=\"android.view.ViewGroup\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[354,136][726,312]\"><node index=\"0\"
text=\"\"
resource-id=\"com.google.android.apps.photos:id/product_lockup_view\"
class=\"android.view.ViewGroup\"
package=\"com.google.android.apps.photos\" content-desc=\"Google
Photos\" checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[354,190][726,259]\"><node index=\"0\"
text=\"\" resource-id=\"com.google.android.apps.photos:id/logo\"
class=\"android.widget.ImageView\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[354,198][541,259]\" /><node index=\"1\"
text=\"Photos\"
resource-id=\"com.google.android.apps.photos:id/product_name\"
class=\"android.widget.TextView\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[552,190][726,259]\" /></node></node><node
index=\"2\" text=\"\" resource-id=\"\"
class=\"android.support.v7.widget.LinearLayoutCompat\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[925,147][1080,301]\"><node index=\"0\"
text=\"\"
resource-id=\"com.google.android.apps.photos:id/selected_account_disc\"
class=\"android.widget.FrameLayout\"
package=\"com.google.android.apps.photos\" content-desc=\"Sign in\"
checkable=\"false\" checked=\"false\" clickable=\"true\"
enabled=\"true\" focusable=\"true\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[925,157][1080,290]\"><node index=\"0\"
text=\"\"
resource-id=\"com.google.android.apps.photos:id/og_selected_account_disc_apd\"
class=\"android.widget.FrameLayout\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[925,157][1058,290]\"><node index=\"0\"
text=\"\"
resource-id=\"com.google.android.apps.photos:id/og_apd_internal_image_view\"
class=\"android.widget.ImageView\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[931,163][1052,284]\" /><node index=\"1\"
text=\"\"
resource-id=\"com.google.android.apps.photos:id/og_apd_ring_view\"
class=\"android.widget.ImageView\"
package=\"com.google.android.apps.photos\" content-desc=\"\"
checkable=\"false\" checked=\"false\" clickable=\"false\"
enabled=\"true\" focusable=\"false\" focused=\"false\"
scrollable=\"false\" long-clickable=\"false\" password=\"false\"
selected=\"false\" bounds=\"[931,163][1052,284]\"
/></node></node></node></node></node></node></node></node></node></node></node></node></node></node><node
index=\"1\" text=\"\" resource-id=\"android:id/statusBarBackground\"
class=\"android.view.View\" package=\"com.google.android.apps.photos\"
content-desc=\"\" checkable=\"false\" checked=\"false\"
clickable=\"false\" enabled=\"true\" focusable=\"false\"
focused=\"false\" scrollable=\"false\" long-clickable=\"false\"
password=\"false\" selected=\"false\" bounds=\"[0,0][1080,136]\"
/></node></hierarchy>\n, target item description: clickable account disc
in the top right"}]}
  ```
</details>

Author: AndrewCEmil

evals/registry/data/resource_id_extraction/samples.jsonl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c3ecf05ff027e9fd4a039921f3e69d2ab41a5efe71eb9f919a66adb602260f70
+size 353068

evals/registry/evals/resource_id_extraction.yaml

@@ -0,0 +1,9 @@
+resource_id_extraction:
+  id: resource_id_extraction.dev.v0
+  description: Evaluates correctness for identifying UI Elements based on description and extracting resourceIds from Android XML dumps.
+  metrics: [accuracy]
+
+resource_id_extraction.dev.v0:
+  class: evals.elsuite.basic.includes:Includes
+  args:
+    samples_jsonl: resource_id_extraction/samples.jsonl