# Conversational response generation on Cornell Movie Dialog 110K Data

Source: [Conversational response generation on Cornell Movie Dialog 110K Data](<https://www.sota2.com/research/sota/conversational-response-generation-on-cornell-movie-dialog-110k-data>)

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

Data updated: 2026-02-26T05:57:52.993Z

Evaluation of Conversational response generation performance on the Cornell Movie Dialog 110K Data dataset, measured using metrics such as Perplexity.

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 | Conversational response generation |
| Dataset (including any stated split) | Cornell Movie Dialog 110K Data |
| Metric | Perplexity |
| Unit | SCALAR |
| Direction | Lower 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

- [Perplexity](<https://www.sota2.com/research/sota/conversational-response-generation-on-cornell-movie-dialog-110k-data.md?metric=Perplexity>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Perplexity | Result date | Report paper |
| --- | --- | --- | --- |
| PALM | 21.98 | Not recorded | 68fa68611e209131cea1b999 |
| MASS | 23.52 | Not recorded | 68fa68611e209131cea1b999 |
| BERT+LM | 24.84 | Not recorded | 68fa68611e209131cea1b999 |
| Baseline | 26.38 | Not recorded | 68fa68611e209131cea1b999 |

### PALM

Perplexity: 21.98. Result ID: 698d6bcf8b517eb433215e3d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68611e209131cea1b999.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68611e209131cea1b999.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

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

### MASS

Perplexity: 23.52. Result ID: 698d6bcf8b517eb433215e3c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68611e209131cea1b999.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65f71e209131cea0d808.md>)

[Implementation](<https://github.com/microsoft/MASS>)

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

### BERT+LM

Perplexity: 24.84. Result ID: 698d6bcf8b517eb433215e3b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68611e209131cea1b999.md>)

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

### Baseline

Perplexity: 26.38. Result ID: 698d6bcf8b517eb433215e3a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68611e209131cea1b999.md>)

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

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