Datasets:
TRIAD commited on
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Parent(s): 0edef44
update dataset card(task_id)
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README.md
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- question-answering
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task_ids:
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- multiple-choice-qa
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-
- multimodal-question-answering
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pretty_name: TRIAD
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tags:
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- multimodal
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</div>
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---
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-
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## Overview
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TRIAD targets a failure mode common in multimodal evaluation: a model may appear to solve a multimodal task while actually relying on only one dominant modality. In TRIAD, each example is constructed so that the full tri-modal input is needed to identify the intended answer.
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</div>
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---
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-
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## Table of Contents
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- [Overview](#overview)
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- [Double-blind Review Notice](#double-blind-review-notice)
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---
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-
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## What Makes TRIAD Different?
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TRIAD is designed around **tri-modal irreducibility**.
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- symbolic sound such as alarms, ringtones, and bells.
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---
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-
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## Repository Layout
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```text
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> The exact layout may vary across release versions, but every item contains relative paths to its image and audio files.
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---
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-
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## Data Format
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Each item is stored as a JSON object.
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> **Schema note.** Downstream users should treat `options` as the canonical option field name.
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---
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-
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## Loading the Dataset
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### Load JSON metadata
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</div>
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---
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-
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## Ambiguity Taxonomy
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Every item receives one leaf-level ambiguity label for each modality.
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| **Symbolic** | 20 | Non-linguistic auditory symbols such as alarms, bells, ringtones, or notifications. |
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---
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-
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## Recommended Evaluation Protocol
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The standard TRIAD evaluation provides the model with:
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Answer with a single option key.
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```
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-
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### Metrics
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| Metric | Description |
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| Group-level accuracy | Accuracy aggregated over scenario groups to reduce over-counting of sister examples. |
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---
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-
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## Intended Uses
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TRIAD is intended for:
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- analyzing which ambiguity types are hardest for different model families.
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---
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-
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## Out-of-Scope Uses
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TRIAD is **not** intended for:
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> TRIAD is diagnostic by design. It should not be treated as a representative sample of real-world multimodal interactions.
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---
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-
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## Data Collection and Annotation
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TRIAD was constructed by designing everyday scenarios in which text, image, and audio jointly determine the intended answer.
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Items were reviewed to reduce degenerate cases where the answer can be determined from only one or two modalities.
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---
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-
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## Responsible AI Considerations
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<details open>
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</details>
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---
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-
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## Licensing
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The license metadata is set to `other` because TRIAD may include different license terms for metadata, annotations, images, and audio.
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During double-blind review, author and institution information is anonymized. Final licensing and attribution details will be completed in the camera-ready release.
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---
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-
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## Citation
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Citation information will be added after the double-blind review period.
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```
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---
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-
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## Maintenance
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The dataset will be versioned. Errata, corrected annotations, and future extensions will be documented in the repository release history.
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For the anonymous review version, contact information is withheld to preserve double-blind review. A public maintainer contact will be added after the review period.
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---
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-
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## Double-blind Review Notice
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This repository is prepared for anonymous peer review. Please do not infer author identity from repository ownership, commit metadata, or temporary hosting information. Any non-anonymous information will be added after the review period.
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- question-answering
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task_ids:
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- multiple-choice-qa
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pretty_name: TRIAD
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tags:
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- multimodal
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</div>
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---
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## Overview
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TRIAD targets a failure mode common in multimodal evaluation: a model may appear to solve a multimodal task while actually relying on only one dominant modality. In TRIAD, each example is constructed so that the full tri-modal input is needed to identify the intended answer.
|
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</div>
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---
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## Table of Contents
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- [Overview](#overview)
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- [Double-blind Review Notice](#double-blind-review-notice)
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---
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## What Makes TRIAD Different?
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TRIAD is designed around **tri-modal irreducibility**.
|
|
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- symbolic sound such as alarms, ringtones, and bells.
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---
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## Repository Layout
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```text
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> The exact layout may vary across release versions, but every item contains relative paths to its image and audio files.
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---
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## Data Format
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Each item is stored as a JSON object.
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> **Schema note.** Downstream users should treat `options` as the canonical option field name.
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---
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## Loading the Dataset
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### Load JSON metadata
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</div>
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---
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## Ambiguity Taxonomy
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| 276 |
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Every item receives one leaf-level ambiguity label for each modality.
|
|
|
|
| 310 |
| **Symbolic** | 20 | Non-linguistic auditory symbols such as alarms, bells, ringtones, or notifications. |
|
| 311 |
|
| 312 |
---
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|
|
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| 313 |
## Recommended Evaluation Protocol
|
| 314 |
|
| 315 |
The standard TRIAD evaluation provides the model with:
|
|
|
|
| 360 |
|
| 361 |
Answer with a single option key.
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| 362 |
```
|
|
|
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| 363 |
### Metrics
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| 364 |
|
| 365 |
| Metric | Description |
|
|
|
|
| 368 |
| Group-level accuracy | Accuracy aggregated over scenario groups to reduce over-counting of sister examples. |
|
| 369 |
|
| 370 |
---
|
|
|
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| 371 |
## Intended Uses
|
| 372 |
|
| 373 |
TRIAD is intended for:
|
|
|
|
| 380 |
- analyzing which ambiguity types are hardest for different model families.
|
| 381 |
|
| 382 |
---
|
|
|
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## Out-of-Scope Uses
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| 384 |
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TRIAD is **not** intended for:
|
|
|
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> TRIAD is diagnostic by design. It should not be treated as a representative sample of real-world multimodal interactions.
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| 398 |
|
| 399 |
---
|
|
|
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## Data Collection and Annotation
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| 401 |
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TRIAD was constructed by designing everyday scenarios in which text, image, and audio jointly determine the intended answer.
|
|
|
|
| 413 |
Items were reviewed to reduce degenerate cases where the answer can be determined from only one or two modalities.
|
| 414 |
|
| 415 |
---
|
|
|
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## Responsible AI Considerations
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<details open>
|
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</details>
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---
|
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## Licensing
|
| 456 |
|
| 457 |
The license metadata is set to `other` because TRIAD may include different license terms for metadata, annotations, images, and audio.
|
|
|
|
| 468 |
During double-blind review, author and institution information is anonymized. Final licensing and attribution details will be completed in the camera-ready release.
|
| 469 |
|
| 470 |
---
|
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## Citation
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| 472 |
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Citation information will be added after the double-blind review period.
|
|
|
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| 482 |
```
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| 483 |
|
| 484 |
---
|
|
|
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| 485 |
## Maintenance
|
| 486 |
|
| 487 |
The dataset will be versioned. Errata, corrected annotations, and future extensions will be documented in the repository release history.
|
|
|
|
| 489 |
For the anonymous review version, contact information is withheld to preserve double-blind review. A public maintainer contact will be added after the review period.
|
| 490 |
|
| 491 |
---
|
|
|
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| 492 |
## Double-blind Review Notice
|
| 493 |
|
| 494 |
This repository is prepared for anonymous peer review. Please do not infer author identity from repository ownership, commit metadata, or temporary hosting information. Any non-anonymous information will be added after the review period.
|