Generative Interfaces for Language Models
Paper • 2508.19227 • Published
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The dataset generation failed
Error code: DatasetGenerationError
Exception: ValueError
Message: Expected object or value
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1835, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 621, in wrapped
for item in generator(*args, **kwargs):
~~~~~~~~~^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 281, in _generate_tables
examples = [ujson_loads(line) for line in batch.splitlines()]
~~~~~~~~~~~^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/utils/json.py", line 20, in ujson_loads
return pd.io.json.ujson_loads(*args, **kwargs)
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^
ValueError: Expected object or value
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1379, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 956, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1702, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1887, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
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|---|---|
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"{\"id\":\"9480121d-d646-4ad4-a32a-adba9bceaa50\",\"taskGroupId\":\"trap-time-check-001\",\"linkA\":{\"id\":\"A\",\"url\":\"data:text\\/html,<html><body style='font-family:Arial;padding:20px;text-align:center;'><h1>Time Check Interface A<\\/h1><p>Please take your time to carefully review this interface. Spend at le... |
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8e027fc7-d8c7-4125-9c1f-cf16a1cf57ee | [
"{\"id\":\"812c29fa-1d06-4afa-8617-109e39769992\",\"taskGroupId\":\"f60e2d08-6be8-4095-bc7d-0e885ffb7483\",\"linkA\":{\"id\":\"A\",\"url\":\"conversational_ui_gpt_4o\\/013.html\",\"title\":\"Example A\",\"description\":\"Please open or preview the page to view its content. Click either the \\u201cPreview\\u201d but... |
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b144d52e-9029-49cd-a33c-c07c34d30f34 | [
"{\"id\":\"c6c54d15-79ae-4c95-b1a7-dc6b8189a264\",\"taskGroupId\":\"trap-attention-check-002\",\"linkA\":{\"id\":\"A\",\"url\":\"data:text\\/html,<html><body style='font-family:Arial;padding:20px;text-align:center;'><h1>Attention Verification A<\\/h1><p>Do not select this option as the winner. This is an attention ... |
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"{\"id\":\"ce02a42b-1dbd-4e7c-aa34-7c0d09d8fca8\",\"taskGroupId\":\"f68d4a7f-c6fa-4587-9eb0-0e70bbc57ad5\",\"linkA\":{\"id\":\"A\",\"url\":\"generative_ui_claude_3.7\\/016.html\",\"title\":\"Example A\",\"description\":\"Please open or preview the page to view its content. Click either the \\u201cPreview\\u201d but... |
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f372a0d3-bce7-41bc-bba4-9dc25e90b01a | [
"{\"id\":\"05dc4525-151f-4102-a31a-389f196dfe3f\",\"taskGroupId\":\"16f3e9df-780a-41f8-883b-6cb3837d0f67\",\"linkA\":{\"id\":\"A\",\"url\":\"generative_ui_claude_3.7\\/021.html\",\"title\":\"Example A\",\"description\":\"Please open or preview the page to view its content. Click either the \\u201cPreview\\u201d but... |
4728877b-50b4-4f73-bc2d-cb9559fb9993 | [
"{\"id\":\"d368363c-5320-494a-83d9-14c4c8a8f189\",\"taskGroupId\":\"trap-attention-check-003\",\"linkA\":{\"id\":\"A\",\"url\":\"data:text\\/html,<html><body style='font-family:Arial;padding:20px;text-align:center;'><h1>Identical Content A<\\/h1><p>This page has intentionally identical content to Option B. For this... |
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"{\"id\":\"45c6ad3e-383d-4416-9a14-48660a1223ea\",\"taskGroupId\":\"a21a0b2d-7aae-414e-bb28-8fe23cdc063f\",\"linkA\":{\"id\":\"A\",\"url\":\"generative_ui_without_adaptive_reward_and_structured_representation_and_iterative_refinement_claude_3.7\\/019.html\",\"title\":\"Example A\",\"description\":\"Please open or p... |
End of preview.
GENERATIVE INTERFACES FOR LANGUAGE MODELS
Jiaqi Chen*, Yanzhe Zhang*, Yutong Zhang, Yijia Shao, Diyi Yang
Stanford University
Structure
This repository contains the following main directories:
generated_uis/- Generated user interfaces from different models and configurationsconversational_ui_claude_3.7/- Conversational UIs generated by Claude 3.7conversational_ui_gpt_4o/- Conversational UIs generated by GPT-4ogenerative_ui_claude_3.7/- Generative UIs with full framework featuresgenerative_ui_without_adaptive_reward_claude_3.7/- Ablation study without adaptive rewardgenerative_ui_without_adaptive_reward_and_structured_representation_claude_3.7/- Ablation without adaptive reward and structured representationgenerative_ui_without_adaptive_reward_and_structured_representation_and_iterative_refinement_claude_3.7/- Ablation without key framework componentsinstructed_ui_claude3.7/- Instructed UIs generated by Claude 3.7
uix_benchmark/- Benchmark prompts and evaluation suiteraw_evaluation_results/- Raw human and LLM evaluation datareal_user_queries/- Results for real user queries human studyscripts/- Analysis and data processing scriptsdataviewer/- Interactive data viewer for exploring results
Results
Run the following command to reproduce the results:
python scripts/analysis.py
Data Viewer
Open the data viewer in the browser.
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