# Multimodal Machine Translation on Fashion-MMT Clean (test)

Source: [Multimodal Machine Translation on Fashion-MMT Clean (test)](<https://www.sota2.com/research/sota/multimodal-machine-translation-on-fashion-mmt-clean-test>)

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

Data updated: 2026-02-26T05:36:55.580Z

Evaluation of Multimodal Machine Translation performance on the test split of the Fashion-MMT Clean dataset, measured by BLEU score.

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 | Multimodal Machine Translation |
| Dataset (including any stated split) | Fashion-MMT Clean (test) |
| Metric | BLEU |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [BLEU](<https://www.sota2.com/research/sota/multimodal-machine-translation-on-fashion-mmt-clean-test.md?metric=BLEU>): Higher is better; unit: SCALAR.

## Recorded results

| Method | BLEU | Result date | Report paper |
| --- | --- | --- | --- |
| FUSION | 42.38 | Not recorded | 68fa70801e209131cea4b8b3 |
| FUSION+PROMPT | 42.33 | Not recorded | 68fa70801e209131cea4b8b3 |
| PROMPT | 42.02 | Not recorded | 68fa70801e209131cea4b8b3 |
| UPOC2 (MTLM+ISM+ATTP) | 41.93 | Not recorded | 68fa70801e209131cea4b8b3 |
| UPOC2 (MTLM+ISM) | 41.38 | Not recorded | 68fa70801e209131cea4b8b3 |
| FUSION+PROMPT | 41.38 | Not recorded | 68fa70801e209131cea4b8b3 |
| FUSION | 41.19 | Not recorded | 68fa70801e209131cea4b8b3 |
| PROMPT | 40.97 | Not recorded | 68fa70801e209131cea4b8b3 |
| Transformer | 40.12 | Not recorded | 68fa70801e209131cea4b8b3 |

### FUSION

BLEU: 42.38. Result ID: 6991339d3a6c314849067102.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70801e209131cea4b8b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70801e209131cea4b8b3.md>)

[Implementation](<https://www.sota2.com/github.com/Yaoming95/23Triplet>)

Recorded evaluation configuration: {"Training setting":"+ Parallel Text"}. This record does not assert independent reproduction.

### FUSION+PROMPT

BLEU: 42.33. Result ID: 6991339d3a6c314849067106.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70801e209131cea4b8b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70801e209131cea4b8b3.md>)

[Implementation](<https://www.sota2.com/github.com/Yaoming95/23Triplet>)

Recorded evaluation configuration: {"Training setting":"+ Parallel Text"}. This record does not assert independent reproduction.

### PROMPT

BLEU: 42.02. Result ID: 6991339d3a6c314849067104.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70801e209131cea4b8b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70801e209131cea4b8b3.md>)

[Implementation](<https://www.sota2.com/github.com/Yaoming95/23Triplet>)

Recorded evaluation configuration: {"Training setting":"+ Parallel Text"}. This record does not assert independent reproduction.

### UPOC2 (MTLM+ISM+ATTP)

BLEU: 41.93. Result ID: 6991339d3a6c314849067100.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70801e209131cea4b8b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a951e209131cea29133.md>)

Recorded evaluation configuration: {"Training setting":"Triplet Only"}. This record does not assert independent reproduction.

### UPOC2 (MTLM+ISM)

BLEU: 41.38. Result ID: 6991339d3a6c3148490670ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70801e209131cea4b8b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a951e209131cea29133.md>)

Recorded evaluation configuration: {"Training setting":"Triplet Only"}. This record does not assert independent reproduction.

### FUSION+PROMPT

BLEU: 41.38. Result ID: 6991339d3a6c314849067105.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70801e209131cea4b8b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70801e209131cea4b8b3.md>)

[Implementation](<https://www.sota2.com/github.com/Yaoming95/23Triplet>)

Recorded evaluation configuration: {"Training setting":"Triplet Only"}. This record does not assert independent reproduction.

### FUSION

BLEU: 41.19. Result ID: 6991339d3a6c314849067101.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70801e209131cea4b8b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70801e209131cea4b8b3.md>)

[Implementation](<https://www.sota2.com/github.com/Yaoming95/23Triplet>)

Recorded evaluation configuration: {"Training setting":"Triplet Only"}. This record does not assert independent reproduction.

### PROMPT

BLEU: 40.97. Result ID: 6991339d3a6c314849067103.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70801e209131cea4b8b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70801e209131cea4b8b3.md>)

[Implementation](<https://www.sota2.com/github.com/Yaoming95/23Triplet>)

Recorded evaluation configuration: {"Training setting":"Triplet Only"}. This record does not assert independent reproduction.

### Transformer

BLEU: 40.12. Result ID: 6991339d3a6c3148490670fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70801e209131cea4b8b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703d1e209131cea49db1.md>)

[Implementation](<https://github.com/tensorflow/tensor2tensor>)

Recorded evaluation configuration: {"Training setting":"Triplet Only"}. This record does not assert independent reproduction.

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