| --- |
| license: cc-by-4.0 |
| language: |
| - en |
| pretty_name: UnCoBench |
| size_categories: |
| - 1K<n<10K |
| task_categories: |
| - text-generation |
| tags: |
| - text |
| - benchmark |
| - multi-agent |
| - collaboration |
| - reasoning |
| - synthetic |
| - evaluation |
| --- |
| |
| # UnCoBench |
|
|
| [GitHub Repository](https://github.com/iNLP-Lab/UnCoBench) |
|
|
| UnCoBench evaluates how well a main agent completes collaborative tasks when other agents exhibit unreliable behavior. The dataset contains **1,000 groups of paired English tasks** across **five settings**, yielding **5,000 task instances**. |
|
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| The main agent must gather information from role agents, resolve gaps or inconsistencies, and produce a final decision and, when required, a numerical result. Role agents have separate descriptions and private information. Shared task IDs make it possible to compare performance across collaboration settings. |
|
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| ## Dataset Overview |
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|
| | Property | Description | |
| | --- | --- | |
| | Language | English | |
| | Task groups | 1,000, identified by `task_001` through `task_1000` | |
| | Task instances | 5,000: 1,000 in each setting | |
| | Interaction | A main agent queries role agents and submits a final answer | |
|
|
| ## Collaboration Settings |
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| The four primary settings support paired comparisons of individual unreliable behaviors. The additional `mixed` setting combines them as a stress test. |
|
|
| | Setting | Description | |
| | --- | --- | |
| | `reliable` | Baseline collaboration without the three injected unreliable behaviors. | |
| | `misaligned` | A required record in the public candidate directory points to a different context. The appropriate record remains available, requiring the main agent to recognize and resolve the mismatch. | |
| | `incomplete` | A necessary numerical answer is initially omitted or given as a truthful but insufficient bound or interval. A follow-up can recover the precise value. | |
| | `missed` | A required role initially does not respond. The main agent must follow up in a later round to obtain an answer. | |
| | `mixed` | Combines the three unreliable behaviors across three different required roles. | |
|
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| ## License |
|
|
| The benchmark data is licensed under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/), consistent with the [data license](https://github.com/iNLP-Lab/UnCoBench/blob/main/LICENSE-DATA). When redistributing the data, credit the UnCoBench contributors, include the license, and indicate any modifications. |
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