# Dialogue Summarization on SAMSum In-distribution Names (test)

Source: [Dialogue Summarization on SAMSum In-distribution Names (test)](<https://www.sota2.com/research/sota/dialogue-summarization-on-samsum-in-distribution-names-test>)

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

Data updated: 2026-02-26T05:59:17.835Z

Evaluation of Dialogue Summarization performance on the in-distribution subset of the SAMSum test set, utilizing specialized R2 and BertScore metrics.

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 | Dialogue Summarization |
| Dataset (including any stated split) | SAMSum In-distribution Names (test) |
| Metric | R2 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [R2](<https://www.sota2.com/research/sota/dialogue-summarization-on-samsum-in-distribution-names-test.md?metric=R2>): Higher is better; unit: PERCENT.

- [R2 (S)](<https://www.sota2.com/research/sota/dialogue-summarization-on-samsum-in-distribution-names-test.md?metric=R2%20(S)>): Higher is better; unit: PERCENT.

- [R2 (R)](<https://www.sota2.com/research/sota/dialogue-summarization-on-samsum-in-distribution-names-test.md?metric=R2%20(R)>): Higher is better; unit: PERCENT.

- [R2 (D)](<https://www.sota2.com/research/sota/dialogue-summarization-on-samsum-in-distribution-names-test.md?metric=R2%20(D)>): Higher is better; unit: PERCENT.

- [BertScore](<https://www.sota2.com/research/sota/dialogue-summarization-on-samsum-in-distribution-names-test.md?metric=BertScore>): Higher is better; unit: PERCENT.

- [BertScore (S)](<https://www.sota2.com/research/sota/dialogue-summarization-on-samsum-in-distribution-names-test.md?metric=BertScore%20(S)>): Higher is better; unit: PERCENT.

- [BertScore (R)](<https://www.sota2.com/research/sota/dialogue-summarization-on-samsum-in-distribution-names-test.md?metric=BertScore%20(R)>): Higher is better; unit: PERCENT.

- [BertScore (D)](<https://www.sota2.com/research/sota/dialogue-summarization-on-samsum-in-distribution-names-test.md?metric=BertScore%20(D)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | R2 | Result date | Report paper |
| --- | --- | --- | --- |
| Ins | 28.79 | Not recorded | 68fa70581e209131cea4a6f6 |
| Aug | 27.82 | Not recorded | 68fa70581e209131cea4a6f6 |
| Vanilla | 27.66 | Not recorded | 68fa70581e209131cea4a6f6 |
| Emb | 27.63 | Not recorded | 68fa70581e209131cea4a6f6 |

### Ins

R2: 28.79. Result ID: 699115603a6c314849058b45.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70581e209131cea4a6f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70581e209131cea4a6f6.md>)

[Implementation](<https://github.com/JiaQiSJTU/SpeakerNameSensitivity>)

Recorded evaluation configuration: {"approach\_type":"offline"}. This record does not assert independent reproduction.

### Aug

R2: 27.82. Result ID: 699115603a6c314849058b44.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70581e209131cea4a6f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ad61e209131cea2aacb.md>)

Recorded evaluation configuration: {"approach\_type":"offline"}. This record does not assert independent reproduction.

### Vanilla

R2: 27.66. Result ID: 699115603a6c314849058b42.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70581e209131cea4a6f6.md>)

Recorded evaluation configuration: {"approach\_type":"offline"}. This record does not assert independent reproduction.

### Emb

R2: 27.63. Result ID: 699115603a6c314849058b43.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70581e209131cea4a6f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68091e209131cea19b51.md>)

[Implementation](<https://github.com/JasonForJoy/SA-BERT>)

Recorded evaluation configuration: {"approach\_type":"offline"}. This record does not assert independent reproduction.

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