# AREM

Source: [AREM](<https://www.sota2.com/research/dataset/arem>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

## Benchmarks

Page 1 of 1. This is an index page, not the full collection.

- [Membership Inference Attack on HealthcareMagic](<https://www.sota2.com/research/sota/membership-inference-attack-on-healthcaremagic.md>): Membership Inference Attack; HealthcareMagic.

- [External Data Extraction Attack on HealthcareMagic-101](<https://www.sota2.com/research/sota/external-data-extraction-attack-on-healthcaremagic-101.md>): External Data Extraction Attack; HealthcareMagic-101.

- [Data Extraction Attack on HealthcareMagic-101](<https://www.sota2.com/research/sota/data-extraction-attack-on-healthcaremagic-101.md>): Data Extraction Attack; HealthcareMagic-101.

- [Targeted Attack on HealthcareMagic-101](<https://www.sota2.com/research/sota/targeted-attack-on-healthcaremagic-101.md>): Targeted Attack; HealthcareMagic-101.

- [Untargeted data extraction attack on HealthcareMagic-101](<https://www.sota2.com/research/sota/untargeted-data-extraction-attack-on-healthcaremagic-101.md>): Untargeted data extraction attack; HealthcareMagic-101.

- [Privacy Leakage and Utility Assessment on HealthCareMagic](<https://www.sota2.com/research/sota/privacy-leakage-and-utility-assessment-on-healthcaremagic.md>): Privacy Leakage and Utility Assessment; HealthCareMagic.

- [Named Entity Recognition on HAREM (test)](<https://www.sota2.com/research/sota/named-entity-recognition-on-harem-test.md>): Named Entity Recognition; HAREM (test).

- [Named Entity Recognition on HAREM (val)](<https://www.sota2.com/research/sota/named-entity-recognition-on-harem-val.md>): Named Entity Recognition; HAREM (val).

- [Named Entity Recognition on Second HAREM](<https://www.sota2.com/research/sota/named-entity-recognition-on-second-harem.md>): Named Entity Recognition; Second HAREM.

- [Summarization on HealthCareMagic (test)](<https://www.sota2.com/research/sota/summarization-on-healthcaremagic-test.md>): Summarization; HealthCareMagic (test).

- [Multivariate Time Series Classification on AREM](<https://www.sota2.com/research/sota/multivariate-time-series-classification-on-arem.md>): Multivariate Time Series Classification; AREM.

- [Named Entity Recognition on Second HAREM Golden Collection](<https://www.sota2.com/research/sota/named-entity-recognition-on-second-harem-golden-collection.md>): Named Entity Recognition; Second HAREM Golden Collection.

- [Medical Dialogue Summarization on HealthcareMagic](<https://www.sota2.com/research/sota/medical-dialogue-summarization-on-healthcaremagic.md>): Medical Dialogue Summarization; HealthcareMagic.