| --- |
| license: cc-by-4.0 |
| language: |
| - en |
| tags: |
| - false-information |
| - hurricane |
| - wildfire |
| - climate |
| - disaster |
| - social-media |
| - Reddit |
| - multimodal |
| - information-integrity |
| size_categories: |
| - n<1K |
| --- |
| |
| # FSD: False-Info Severity Detection |
|
|
| Dataset for the paper "[Beyond Truth Discovery: A Two-Stage Framework to Assess the Severity of False Claim during Disasters](https://arxiv.org/pdf/2608.20983)". This dataset contains false claims extracted by an agent from disaster-related Reddit posts. The two CSV files cover hurricanes (`hurricane_gt.csv`) and wildfires (`wildfire_gt.csv`). Each row represents one extracted claim, rather than a full post. |
|
|
| | Column | Description | |
| | --- | --- | |
| | `claim_id` | Claim identifier. | |
| | `false_claim` | Agent-extracted false claim. | |
| | `believe_mv` | Believability label from majority voting by three independent annotators: `1` = low, `2` = high. | |
| | `harm_mv` | Harmfulness label from majority voting by three independent annotators: `1` = low, `2` = high. | |
| | `severity` | Combination of `believe_mv` and `harm_mv`, written in that order: `11`, `12`, `21`, or `22`. | |
|
|
| **Believability** measures how likely a claim is to be perceived as credible. |
|
|
| **Harmfulness** measures its potential consequences *if believed*. |
|
|
| **Severity** is derived from these two labels; it is not a separate annotation. |
|
|
| ## Citation |
|
|
| @inproceedings{yao2026fsd, |
| author = {Yao, Ruichen and Dasari, Tejna and Baispay, Gulshat and Zaurbek, Aizhan and Liu, Yifan and Liu, Yaokun and Li, Zelin and Wang, Dong}, |
| title = {Beyond Truth Discovery: A Two-Stage Framework to Assess the Severity of False Claim during Disasters}, |
| year = {2026}, |
| isbn = {9798400728945}, |
| url = {https://doi.org/10.1145/3834580.3838746}, |
| doi = {10.1145/3834580.3838746}, |
| booktitle = {Proceedings of the 2026 ACM Conference on Human-AI Complementarity and Alignment}, |
| pages = {154–167}, |
| numpages = {14}, |
| } |
| |
| Dataset DOI: [10.57967/hf/10877](https://doi.org/10.57967/hf/10877) |
