# Digit Classification on Digit Datasets MT, US, SN, MM (Transfer Metrics)

Source: [Digit Classification on Digit Datasets MT, US, SN, MM (Transfer Metrics)](<https://www.sota2.com/research/sota/digit-classification-on-digit-datasets-mt-us-sn-mm-transfer-metrics>)

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

Data updated: 2026-02-26T06:04:30.358Z

Evaluation of Digit Classification performance across multiple digit datasets (MT, US, SN, MM), focusing on source and target domain drop metrics indicative of transfer learning effectiveness.

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 | Digit Classification |
| Dataset (including any stated split) | Digit Datasets MT, US, SN, MM |
| Metric | Source Drop |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 10 of 10 |
| 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

- [Source Drop](<https://www.sota2.com/research/sota/digit-classification-on-digit-datasets-mt-us-sn-mm-transfer-metrics.md?metric=Source%20Drop>): Lower is better; unit: SCALAR.

- [Source Drop (%)](<https://www.sota2.com/research/sota/digit-classification-on-digit-datasets-mt-us-sn-mm-transfer-metrics.md?metric=Source%20Drop%20(%25)>): Lower is better; unit: PERCENT.

- [Target Drop](<https://www.sota2.com/research/sota/digit-classification-on-digit-datasets-mt-us-sn-mm-transfer-metrics.md?metric=Target%20Drop>): Lower is better; unit: PERCENT.

- [Target Drop (%)](<https://www.sota2.com/research/sota/digit-classification-on-digit-datasets-mt-us-sn-mm-transfer-metrics.md?metric=Target%20Drop%20(%25)>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Source Drop | Result date | Report paper |
| --- | --- | --- | --- |
| target-free CUTI-domain | 0.3 | Not recorded | 68fa6ed11e209131cea42650 |
| target-free CUTI-domain | 0.4 | Not recorded | 68fa6ed11e209131cea42650 |
| target-free CUTI-domain | 0.6 | Not recorded | 68fa6ed11e209131cea42650 |
| NTL | 0.6 | Not recorded | 68fa6ed11e209131cea42650 |
| NTL | 0.7 | Not recorded | 68fa6ed11e209131cea42650 |
| target-free CUTI-domain | 0.95 | Not recorded | 68fa6ed11e209131cea42650 |
| NTL | 1.63 | Not recorded | 68fa6ed11e209131cea42650 |
| NTL | 2 | Not recorded | 68fa6ed11e209131cea42650 |
| target-free CUTI-domain | 2.5 | Not recorded | 68fa6ed11e209131cea42650 |
| NTL | 3.2 | Not recorded | 68fa6ed11e209131cea42650 |

### target-free CUTI-domain

Source Drop: 0.3. Result ID: 69904db73a6c314849ff9377.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Implementation](<https://github.com/LyWang12/CUTI-Domain>)

Recorded evaluation configuration: {"Source Domain":"MM"}. This record does not assert independent reproduction.

### target-free CUTI-domain

Source Drop: 0.4. Result ID: 69904db73a6c314849ff9371.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Implementation](<https://github.com/LyWang12/CUTI-Domain>)

Recorded evaluation configuration: {"Source Domain":"MT"}. This record does not assert independent reproduction.

### target-free CUTI-domain

Source Drop: 0.6. Result ID: 69904db73a6c314849ff9373.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Implementation](<https://github.com/LyWang12/CUTI-Domain>)

Recorded evaluation configuration: {"Source Domain":"US"}. This record does not assert independent reproduction.

### NTL

Source Drop: 0.6. Result ID: 69904db73a6c314849ff9374.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6be31e209131cea30ee3.md>)

Recorded evaluation configuration: {"Source Domain":"US"}. This record does not assert independent reproduction.

### NTL

Source Drop: 0.7. Result ID: 69904db73a6c314849ff9372.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6be31e209131cea30ee3.md>)

Recorded evaluation configuration: {"Source Domain":"MT"}. This record does not assert independent reproduction.

### target-free CUTI-domain

Source Drop: 0.95. Result ID: 69904db73a6c314849ff9379.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Implementation](<https://github.com/LyWang12/CUTI-Domain>)

Recorded evaluation configuration: {"Source Domain":"Mean"}. This record does not assert independent reproduction.

### NTL

Source Drop: 1.63. Result ID: 69904db73a6c314849ff937a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6be31e209131cea30ee3.md>)

Recorded evaluation configuration: {"Source Domain":"Mean"}. This record does not assert independent reproduction.

### NTL

Source Drop: 2. Result ID: 69904db73a6c314849ff9378.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6be31e209131cea30ee3.md>)

Recorded evaluation configuration: {"Source Domain":"MM"}. This record does not assert independent reproduction.

### target-free CUTI-domain

Source Drop: 2.5. Result ID: 69904db73a6c314849ff9375.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Implementation](<https://github.com/LyWang12/CUTI-Domain>)

Recorded evaluation configuration: {"Source Domain":"SN"}. This record does not assert independent reproduction.

### NTL

Source Drop: 3.2. Result ID: 69904db73a6c314849ff9376.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6be31e209131cea30ee3.md>)

Recorded evaluation configuration: {"Source Domain":"SN"}. This record does not assert independent reproduction.

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