# Multi-concept Customization on CIFC V6

Source: [Multi-concept Customization on CIFC V6](<https://www.sota2.com/research/sota/multi-concept-customization-on-cifc-v6>)

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

Data updated: 2026-02-26T05:46:46.784Z

Evaluation of models performing Multi-concept Customization using the CIFC V6 dataset, measured by IA, TA, IMS, and FID scores.

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.

| Scope | Recorded value |
| --- | --- |
| Task | Multi-concept Customization |
| Dataset (including any stated split) | CIFC V6 |
| Metric | IA |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [IA](<https://www.sota2.com/research/sota/multi-concept-customization-on-cifc-v6.md?metric=IA>): Higher is better; unit: PERCENT.

- [TA](<https://www.sota2.com/research/sota/multi-concept-customization-on-cifc-v6.md?metric=TA>): Higher is better; unit: PERCENT.

- [IMS](<https://www.sota2.com/research/sota/multi-concept-customization-on-cifc-v6.md?metric=IMS>): Higher is better; unit: PERCENT.

- [FID](<https://www.sota2.com/research/sota/multi-concept-customization-on-cifc-v6.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | IA | Result date | Report paper |
| --- | --- | --- | --- |
| FL2T | 69.3 | Not recorded | 695c971353fdd5c361743911 |
| Multi-concept Customization | 65.9 | Not recorded | 695c971353fdd5c361743911 |

### FL2T

IA: 69.3. Result ID: 6997e9715698665ec442b5c4.

[Reporting paper](<https://www.sota2.com/research/paper/695c971353fdd5c361743911.md>)

[Method origin paper](<https://www.sota2.com/research/paper/695c971353fdd5c361743911.md>)

Recorded evaluation configuration: {"guidance":"proxy guidance"}. This record does not assert independent reproduction.

### Multi-concept Customization

IA: 65.9. Result ID: 6997e9715698665ec442b5c3.

[Reporting paper](<https://www.sota2.com/research/paper/695c971353fdd5c361743911.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fcb1e209131cea4771b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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