# Segment-level Agreement on WMT 2020 (test)

Source: [Segment-level Agreement on WMT 2020 (test)](<https://www.sota2.com/research/sota/segment-level-agreement-on-wmt-2020-test>)

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

Data updated: 2026-02-26T05:34:46.667Z

Evaluation of model outputs against human judgments regarding segment-level agreement on the WMT 2020 test set, covering multiple English source language pairs.

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 | Segment-level agreement with human ratings |
| Dataset (including any stated split) | WMT 2020 (test) |
| Metric | Agreement (en-cs) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Agreement (en-cs)](<https://www.sota2.com/research/sota/segment-level-agreement-on-wmt-2020-test.md?metric=Agreement%20(en-cs)>): Higher is better; unit: PERCENT.

- [Agreement (en-\*)](<https://www.sota2.com/research/sota/segment-level-agreement-on-wmt-2020-test.md?metric=Agreement%20(en-*)>): Higher is better; unit: PERCENT.

- [Agreement (en-de)](<https://www.sota2.com/research/sota/segment-level-agreement-on-wmt-2020-test.md?metric=Agreement%20(en-de)>): Higher is better; unit: PERCENT.

- [Agreement (en-ja)](<https://www.sota2.com/research/sota/segment-level-agreement-on-wmt-2020-test.md?metric=Agreement%20(en-ja)>): Higher is better; unit: PERCENT.

- [Agreement (en-pl)](<https://www.sota2.com/research/sota/segment-level-agreement-on-wmt-2020-test.md?metric=Agreement%20(en-pl)>): Higher is better; unit: PERCENT.

- [Agreement (en-ru)](<https://www.sota2.com/research/sota/segment-level-agreement-on-wmt-2020-test.md?metric=Agreement%20(en-ru)>): Higher is better; unit: PERCENT.

- [Agreement (en-ta)](<https://www.sota2.com/research/sota/segment-level-agreement-on-wmt-2020-test.md?metric=Agreement%20(en-ta)>): Higher is better; unit: PERCENT.

- [Agreement (en-zh)](<https://www.sota2.com/research/sota/segment-level-agreement-on-wmt-2020-test.md?metric=Agreement%20(en-zh)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Agreement (en-cs) | Result date | Report paper |
| --- | --- | --- | --- |
| NANO | 73 | Not recorded | 68fa6ddb1e209131cea3c762 |
| NANO | 72.4 | Not recorded | 68fa6ddb1e209131cea3c762 |
| BLEURT | 70.8 | Not recorded | 68fa6ddb1e209131cea3c762 |
| NANO | 69.8 | Not recorded | 68fa6ddb1e209131cea3c762 |
| NANO | 68.2 | Not recorded | 68fa6ddb1e209131cea3c762 |
| Prism | 63.8 | Not recorded | 68fa6ddb1e209131cea3c762 |
| YiSi | 50.1 | Not recorded | 68fa6ddb1e209131cea3c762 |

### NANO

Agreement (en-cs): 73. Result ID: 698fec7a3a6c314849fcd0f9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ddb1e209131cea3c762.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ddb1e209131cea3c762.md>)

Recorded evaluation configuration: {"Model size":"XXL","Pretraining stage":"Without (-)"}. This record does not assert independent reproduction.

### NANO

Agreement (en-cs): 72.4. Result ID: 698fec7a3a6c314849fcd0fa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ddb1e209131cea3c762.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ddb1e209131cea3c762.md>)

Recorded evaluation configuration: {"Model size":"XXL","Pretraining stage":"With (+)"}. This record does not assert independent reproduction.

### BLEURT

Agreement (en-cs): 70.8. Result ID: 698fec7a3a6c314849fcd0f4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ddb1e209131cea3c762.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6af71e209131cea2b6de.md>)

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

### NANO

Agreement (en-cs): 69.8. Result ID: 698fec7a3a6c314849fcd0f8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ddb1e209131cea3c762.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ddb1e209131cea3c762.md>)

Recorded evaluation configuration: {"Model size":"XL","Pretraining stage":"With (+)"}. This record does not assert independent reproduction.

### NANO

Agreement (en-cs): 68.2. Result ID: 698fec7a3a6c314849fcd0f7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ddb1e209131cea3c762.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ddb1e209131cea3c762.md>)

Recorded evaluation configuration: {"Model size":"XL","Pretraining stage":"Without (-)"}. This record does not assert independent reproduction.

### Prism

Agreement (en-cs): 63.8. Result ID: 698fec7a3a6c314849fcd0f5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ddb1e209131cea3c762.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa689d1e209131cea1d157.md>)

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

### YiSi

Agreement (en-cs): 50.1. Result ID: 698fec7a3a6c314849fcd0f6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ddb1e209131cea3c762.md>)

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

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