# Duplex Dialogue Turn-Taking on Full-Duplex-Bench

Source: [Duplex Dialogue Turn-Taking on Full-Duplex-Bench](<https://www.sota2.com/research/sota/duplex-dialogue-turn-taking-on-full-duplex-bench>)

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

Data updated: 2026-06-09T10:29:52.763Z

Comprehensive evaluation of full-duplex conversational capabilities, focusing on Turn-Taking dynamics, Pause Handling, Backchanneling effectiveness, and User Interruption handling, measured by various TOR, Latency, and overall accuracy 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 | Duplex Dialogue Turn-Taking |
| Dataset (including any stated split) | Full-Duplex-Bench |
| Metric | Synthetic TOR for Pause Handling |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 21 of 21 |
| 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

- [Synthetic TOR for Pause Handling](<https://www.sota2.com/research/sota/duplex-dialogue-turn-taking-on-full-duplex-bench.md?metric=Synthetic%20TOR%20for%20Pause%20Handling>): Lower is better; unit: SCALAR.

- [Candor TOR for Pause Handling](<https://www.sota2.com/research/sota/duplex-dialogue-turn-taking-on-full-duplex-bench.md?metric=Candor%20TOR%20for%20Pause%20Handling>): Lower is better; unit: SCALAR.

- [Backchannel TOR](<https://www.sota2.com/research/sota/duplex-dialogue-turn-taking-on-full-duplex-bench.md?metric=Backchannel%20TOR>): Lower is better; unit: SCALAR.

- [Backchannel ICC Frequency](<https://www.sota2.com/research/sota/duplex-dialogue-turn-taking-on-full-duplex-bench.md?metric=Backchannel%20ICC%20Frequency>): Higher is better; unit: SCALAR.

- [Backchannel JSD](<https://www.sota2.com/research/sota/duplex-dialogue-turn-taking-on-full-duplex-bench.md?metric=Backchannel%20JSD>): Lower is better; unit: SCALAR.

- [Candor TOR for Smooth Turn Taking](<https://www.sota2.com/research/sota/duplex-dialogue-turn-taking-on-full-duplex-bench.md?metric=Candor%20TOR%20for%20Smooth%20Turn%20Taking>): Higher is better; unit: SCALAR.

- [Latency for Smooth Turn Taking](<https://www.sota2.com/research/sota/duplex-dialogue-turn-taking-on-full-duplex-bench.md?metric=Latency%20for%20Smooth%20Turn%20Taking>): Lower is better; unit: TIME.

- [User Interruption TOR](<https://www.sota2.com/research/sota/duplex-dialogue-turn-taking-on-full-duplex-bench.md?metric=User%20Interruption%20TOR>): Higher is better; unit: PERCENT.

- [Synthetic GPT-4o Score for User Interruption](<https://www.sota2.com/research/sota/duplex-dialogue-turn-taking-on-full-duplex-bench.md?metric=Synthetic%20GPT-4o%20Score%20for%20User%20Interruption>): Higher is better; unit: SCALAR.

- [Latency for User Interruption](<https://www.sota2.com/research/sota/duplex-dialogue-turn-taking-on-full-duplex-bench.md?metric=Latency%20for%20User%20Interruption>): Lower is better; unit: TIME.

- [Averaged Turn-Taking Accuracy](<https://www.sota2.com/research/sota/duplex-dialogue-turn-taking-on-full-duplex-bench.md?metric=Averaged%20Turn-Taking%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Synthetic TOR for Pause Handling | Result date | Report paper |
| --- | --- | --- | --- |
| GPT-Realtime | 0.01 | Not recorded | 6a279e0890966ade919bf642 |
| Listen-Write-Speak | 0.01 | Not recorded | 6a279e0890966ade919bf642 |
| DuplexCascade | 0.058 | Not recorded | 69b0f6fc2d603e6de3e45cf8 |
| Gemini Live | 0.255 | Not recorded | 69b0f6fc2d603e6de3e45cf8 |
| Gemini Live 2.0 (deprecated) | 0.26 | Not recorded | 6a279e0890966ade919bf642 |
| DuplexCascade-β | 0.343 | Not recorded | 69b0f6fc2d603e6de3e45cf8 |
| PersonaPlex | 0.358 | Not recorded | 69b0f6fc2d603e6de3e45cf8 |
| PersonaPlex | 0.58 | Not recorded | 6a279e0890966ade919bf642 |
| MiniCPM-Duplex | 0.613 | Not recorded | 69b0f6fc2d603e6de3e45cf8 |
| Freeze-Omni | 0.64 | Not recorded | 6a279e0890966ade919bf642 |
| Freeze-Omni | 0.642 | Not recorded | 69b0f6fc2d603e6de3e45cf8 |
| dGSLM | 0.93 | Not recorded | 6a279e0890966ade919bf642 |
| dGSLM | 0.934 | Not recorded | 69b0f6fc2d603e6de3e45cf8 |
| Moshi | 0.98 | Not recorded | 6a279e0890966ade919bf642 |
| Moshi | 0.985 | Not recorded | 69b0f6fc2d603e6de3e45cf8 |

### GPT-Realtime

Synthetic TOR for Pause Handling: 0.01. Result ID: 6a27b03cfbc373592c23a744.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e0890966ade919bf642.md>)

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

### Listen-Write-Speak

Synthetic TOR for Pause Handling: 0.01. Result ID: 6a27b03cfbc373592c23a745.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e0890966ade919bf642.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e0890966ade919bf642.md>)

[Implementation](<https://github.com/zly-idleness/lws_demo>)

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

### DuplexCascade

Synthetic TOR for Pause Handling: 0.058. Result ID: 69b117876dbb7075b95b11e7.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6fc2d603e6de3e45cf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b0f6fc2d603e6de3e45cf8.md>)

Recorded evaluation configuration: {"system backchannels":"false"}. This record does not assert independent reproduction.

### Gemini Live

Synthetic TOR for Pause Handling: 0.255. Result ID: 69b117876dbb7075b95b11e6.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6fc2d603e6de3e45cf8.md>)

Recorded evaluation configuration: {"source":"directly obtained from the paper"}. This record does not assert independent reproduction.

### Gemini Live 2.0 (deprecated)

Synthetic TOR for Pause Handling: 0.26. Result ID: 6a27b03cfbc373592c23a743.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e0890966ade919bf642.md>)

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

### DuplexCascade-β

Synthetic TOR for Pause Handling: 0.343. Result ID: 69b117876dbb7075b95b11e8.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6fc2d603e6de3e45cf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b0f6fc2d603e6de3e45cf8.md>)

Recorded evaluation configuration: {"system backchannels":"true"}. This record does not assert independent reproduction.

### PersonaPlex

Synthetic TOR for Pause Handling: 0.358. Result ID: 69b117876dbb7075b95b11e4.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6fc2d603e6de3e45cf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69896a1bc97a0b3e3b5dc504.md>)

Recorded evaluation configuration: {"source":"directly obtained from the paper"}. This record does not assert independent reproduction.

### PersonaPlex

Synthetic TOR for Pause Handling: 0.58. Result ID: 6a27b03cfbc373592c23a73f.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e0890966ade919bf642.md>)

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

### MiniCPM-Duplex

Synthetic TOR for Pause Handling: 0.613. Result ID: 69b117876dbb7075b95b11e5.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6fc2d603e6de3e45cf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73b91e209131cea5e1bb.md>)

Recorded evaluation configuration: {"source":"inferred from official checkpoints"}. This record does not assert independent reproduction.

### Freeze-Omni

Synthetic TOR for Pause Handling: 0.64. Result ID: 6a27b03cfbc373592c23a742.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e0890966ade919bf642.md>)

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

### Freeze-Omni

Synthetic TOR for Pause Handling: 0.642. Result ID: 69b117876dbb7075b95b11e3.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6fc2d603e6de3e45cf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa760a1e209131cea6b0d4.md>)

Recorded evaluation configuration: {"source":"directly obtained from the paper"}. This record does not assert independent reproduction.

### dGSLM

Synthetic TOR for Pause Handling: 0.93. Result ID: 6a27b03cfbc373592c23a740.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e0890966ade919bf642.md>)

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

### dGSLM

Synthetic TOR for Pause Handling: 0.934. Result ID: 69b117876dbb7075b95b11e1.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6fc2d603e6de3e45cf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dfd1e209131cea3d380.md>)

Recorded evaluation configuration: {"source":"directly obtained from the paper"}. This record does not assert independent reproduction.

### Moshi

Synthetic TOR for Pause Handling: 0.98. Result ID: 6a27b03cfbc373592c23a741.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e0890966ade919bf642.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75001e209131cea652b7.md>)

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

### Moshi

Synthetic TOR for Pause Handling: 0.985. Result ID: 69b117876dbb7075b95b11e2.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6fc2d603e6de3e45cf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75001e209131cea652b7.md>)

Recorded evaluation configuration: {"source":"directly obtained from the paper"}. This record does not assert independent reproduction.

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