# Dialog State Tracking on SpokenWoz (test)

Source: [Dialog State Tracking on SpokenWoz (test)](<https://www.sota2.com/research/sota/dialog-state-tracking-on-spokenwoz-test>)

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

Data updated: 2026-02-26T05:47:36.245Z

Evaluation of Dialog State Tracking performance on the test split of the SpokenWoz dataset, typically measured using Joint Goal Accuracy (JGA).

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 | Dialog State Tracking |
| Dataset (including any stated split) | SpokenWoz (test) |
| Metric | JGA |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 28 of 28 |
| 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

- [JGA](<https://www.sota2.com/research/sota/dialog-state-tracking-on-spokenwoz-test.md?metric=JGA>): Higher is better; unit: PERCENT.

## Recorded results

| Method | JGA | Result date | Report paper |
| --- | --- | --- | --- |
| Full Spoken Context + Gemma2-9B-Instruct | 45.52 | Not recorded | 68fa7c0d1e209131cea8c22b |
| Compressed Spoken Context + Gemma2-9B-Instruct | 43.16 | Not recorded | 68fa7c0d1e209131cea8c22b |
| Joint Speech and Text E2E DST | 43 | Not recorded | 692d2147d6b0dd334293190a |
| Joint Speech and Text E2E DST | 42.6 | Not recorded | 692d2147d6b0dd334293190a |
| Joint Speech and Text E2E DST | 42.2 | Not recorded | 692d2147d6b0dd334293190a |
| WavLM + conn. + Gemma2-9B-Instruct | 42.17 | Not recorded | 68fa7c0d1e209131cea8c22b |
| Joint Speech and Text E2E DST | 41 | Not recorded | 692d2147d6b0dd334293190a |
| Joint Speech and Text E2E DST | 40.3 | Not recorded | 692d2147d6b0dd334293190a |
| Full Spoken Context | 39.32 | Not recorded | 68fa7c0d1e209131cea8c22b |
| Joint Speech and Text E2E DST | 37.4 | Not recorded | 692d2147d6b0dd334293190a |
| Compressed Spoken Context | 36.49 | Not recorded | 68fa7c0d1e209131cea8c22b |
| Joint Speech and Text E2E DST | 36.3 | Not recorded | 692d2147d6b0dd334293190a |
| Joint Speech and Text E2E DST | 35.6 | Not recorded | 692d2147d6b0dd334293190a |
| Joint Speech and Text E2E DST | 34.9 | Not recorded | 692d2147d6b0dd334293190a |
| WavLM + conn. + OLMo-1B | 34.66 | Not recorded | 68fa7c0d1e209131cea8c22b |
| Joint Speech and Text E2E DST | 34.1 | Not recorded | 692d2147d6b0dd334293190a |
| OLMo-1B \[7\] | 32.1 | Not recorded | 692d2147d6b0dd334293190a |
| Joint Speech and Text E2E DST | 30.9 | Not recorded | 692d2147d6b0dd334293190a |
| Joint Speech and Text E2E DST | 29.3 | Not recorded | 692d2147d6b0dd334293190a |
| UBAR + GenWOZ | 25.9 | Not recorded | 68fa7c0d1e209131cea8c22b |
| SPACE+WavLMalign | 25.65 | Not recorded | 68fa7c0d1e209131cea8c22b |
| E2E (Whisper+T5) | 24.1 | Not recorded | 68fa7c0d1e209131cea8c22b |
| SPECTRA | 21.96 | Not recorded | 68fa6fbc1e209131cea471d2 |
| SPACE+WavLM+TripPy | 20.9 | Not recorded | 68fa6fbc1e209131cea471d2 |
| Joint Speech and Text E2E DST | 20.7 | Not recorded | 692d2147d6b0dd334293190a |
| Joint Speech and Text E2E DST | 19.8 | Not recorded | 692d2147d6b0dd334293190a |
| Joint Speech and Text E2E DST | 18.9 | Not recorded | 692d2147d6b0dd334293190a |
| Joint Speech and Text E2E DST | 18.7 | Not recorded | 692d2147d6b0dd334293190a |

### Full Spoken Context + Gemma2-9B-Instruct

JGA: 45.52. Result ID: 699a89325698665ec41354e5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c0d1e209131cea8c22b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c0d1e209131cea8c22b.md>)

Recorded evaluation configuration: {"Setup":"potentially data-contaminated models"}. This record does not assert independent reproduction.

### Compressed Spoken Context + Gemma2-9B-Instruct

JGA: 43.16. Result ID: 699a89325698665ec41354e4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c0d1e209131cea8c22b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c0d1e209131cea8c22b.md>)

Recorded evaluation configuration: {"Setup":"potentially data-contaminated models"}. This record does not assert independent reproduction.

### Joint Speech and Text E2E DST

JGA: 43. Result ID: 6995de1a3badfaffe6e50c3e.

[Reporting paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

Recorded evaluation configuration: {"Training Speech":"SW","LLM":"Gemma-3-12B-it","Training Text":"MW"}. This record does not assert independent reproduction.

### Joint Speech and Text E2E DST

JGA: 42.6. Result ID: 6995de1a3badfaffe6e50c3d.

[Reporting paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

Recorded evaluation configuration: {"Training Speech":"SW","LLM":"Gemma-3-12B-it","Training Text":"✗"}. This record does not assert independent reproduction.

### Joint Speech and Text E2E DST

JGA: 42.2. Result ID: 6995de1a3badfaffe6e50c47.

[Reporting paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

Recorded evaluation configuration: {"Training Speech":"MW","LLM":"Gemma-3-12B-it","Training Text":"SW"}. This record does not assert independent reproduction.

### WavLM + conn. + Gemma2-9B-Instruct

JGA: 42.17. Result ID: 699a89325698665ec41354e3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c0d1e209131cea8c22b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa793d1e209131cea7ccd8.md>)

Recorded evaluation configuration: {"Setup":"potentially data-contaminated models"}. This record does not assert independent reproduction.

### Joint Speech and Text E2E DST

JGA: 41. Result ID: 6995de1a3badfaffe6e50c3b.

[Reporting paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

Recorded evaluation configuration: {"Training Speech":"SW","LLM":"Gemma-3-4B-it","Training Text":"✗"}. This record does not assert independent reproduction.

### Joint Speech and Text E2E DST

JGA: 40.3. Result ID: 6995de1a3badfaffe6e50c3c.

[Reporting paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

Recorded evaluation configuration: {"Training Speech":"SW","LLM":"Gemma-3-4B-it","Training Text":"MW"}. This record does not assert independent reproduction.

### Full Spoken Context

JGA: 39.32. Result ID: 699a89325698665ec41354e2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c0d1e209131cea8c22b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c0d1e209131cea8c22b.md>)

Recorded evaluation configuration: {"Setup":"open data models"}. This record does not assert independent reproduction.

### Joint Speech and Text E2E DST

JGA: 37.4. Result ID: 6995de1a3badfaffe6e50c45.

[Reporting paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

Recorded evaluation configuration: {"Training Speech":"MW","LLM":"Gemma-3-4B-it","Training Text":"SW"}. This record does not assert independent reproduction.

### Compressed Spoken Context

JGA: 36.49. Result ID: 699a89325698665ec41354e1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c0d1e209131cea8c22b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c0d1e209131cea8c22b.md>)

Recorded evaluation configuration: {"Setup":"open data models"}. This record does not assert independent reproduction.

### Joint Speech and Text E2E DST

JGA: 36.3. Result ID: 6995de1a3badfaffe6e50c3a.

[Reporting paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

Recorded evaluation configuration: {"Training Speech":"SW","LLM":"Gemma-3-1B-it","Training Text":"MW"}. This record does not assert independent reproduction.

### Joint Speech and Text E2E DST

JGA: 35.6. Result ID: 6995de1a3badfaffe6e50c39.

[Reporting paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

Recorded evaluation configuration: {"Training Speech":"SW","LLM":"Gemma-3-1B-it","Training Text":"✗"}. This record does not assert independent reproduction.

### Joint Speech and Text E2E DST

JGA: 34.9. Result ID: 6995de1a3badfaffe6e50c41.

[Reporting paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

Recorded evaluation configuration: {"Training Speech":"SW","LLM":"OLMo-1B","Training Text":"MW"}. This record does not assert independent reproduction.

### WavLM + conn. + OLMo-1B

JGA: 34.66. Result ID: 699a89325698665ec41354e0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c0d1e209131cea8c22b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa793d1e209131cea7ccd8.md>)

Recorded evaluation configuration: {"Setup":"open data models"}. This record does not assert independent reproduction.

### Joint Speech and Text E2E DST

JGA: 34.1. Result ID: 6995de1a3badfaffe6e50c40.

[Reporting paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

Recorded evaluation configuration: {"Training Speech":"SW","LLM":"OLMo-1B","Training Text":"✗"}. This record does not assert independent reproduction.

### OLMo-1B \[7\]

JGA: 32.1. Result ID: 6995de1a3badfaffe6e50c3f.

[Reporting paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

Recorded evaluation configuration: {"Training Speech":"SW","LLM":"OLMo-1B","Training Text":"✗"}. This record does not assert independent reproduction.

### Joint Speech and Text E2E DST

JGA: 30.9. Result ID: 6995de1a3badfaffe6e50c43.

[Reporting paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

Recorded evaluation configuration: {"Training Speech":"MW","LLM":"Gemma-3-1B-it","Training Text":"SW"}. This record does not assert independent reproduction.

### Joint Speech and Text E2E DST

JGA: 29.3. Result ID: 6995de1a3badfaffe6e50c49.

[Reporting paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

Recorded evaluation configuration: {"Training Speech":"MW","LLM":"OLMo-1B","Training Text":"SW"}. This record does not assert independent reproduction.

### UBAR + GenWOZ

JGA: 25.9. Result ID: 699a89325698665ec41354df.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c0d1e209131cea8c22b.md>)

Recorded evaluation configuration: {"Setup":"open data models"}. This record does not assert independent reproduction.

### SPACE+WavLMalign

JGA: 25.65. Result ID: 699a89325698665ec41354dd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c0d1e209131cea8c22b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79a61e209131cea7eab3.md>)

[Implementation](<https://spokenwoz.github.io/SpokenWOZ-github.io/>)

Recorded evaluation configuration: {"Setup":"open data models"}. This record does not assert independent reproduction.

### E2E (Whisper+T5)

JGA: 24.1. Result ID: 699a89325698665ec41354de.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c0d1e209131cea8c22b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73ed1e209131cea5ee78.md>)

Recorded evaluation configuration: {"Setup":"open data models"}. This record does not assert independent reproduction.

### SPECTRA

JGA: 21.96. Result ID: 6990e8fa3a6c3148490437aa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fbc1e209131cea471d2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fbc1e209131cea471d2.md>)

[Implementation](<https://github.com/AlibabaResearch/DAMO-ConvAI/tree/main/SPECTRA>)

Recorded evaluation configuration: {"mode":"Fine-tuning"}. This record does not assert independent reproduction.

### SPACE+WavLM+TripPy

JGA: 20.9. Result ID: 6990e8fa3a6c3148490437a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fbc1e209131cea471d2.md>)

Recorded evaluation configuration: {"mode":"Fine-tuning"}. This record does not assert independent reproduction.

### Joint Speech and Text E2E DST

JGA: 20.7. Result ID: 6995de1a3badfaffe6e50c46.

[Reporting paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

Recorded evaluation configuration: {"Training Speech":"MW","LLM":"Gemma-3-12B-it","Training Text":"✗"}. This record does not assert independent reproduction.

### Joint Speech and Text E2E DST

JGA: 19.8. Result ID: 6995de1a3badfaffe6e50c44.

[Reporting paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

Recorded evaluation configuration: {"Training Speech":"MW","LLM":"Gemma-3-4B-it","Training Text":"✗"}. This record does not assert independent reproduction.

### Joint Speech and Text E2E DST

JGA: 18.9. Result ID: 6995de1a3badfaffe6e50c42.

[Reporting paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

Recorded evaluation configuration: {"Training Speech":"MW","LLM":"Gemma-3-1B-it","Training Text":"✗"}. This record does not assert independent reproduction.

### Joint Speech and Text E2E DST

JGA: 18.7. Result ID: 6995de1a3badfaffe6e50c48.

[Reporting paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d2147d6b0dd334293190a.md>)

Recorded evaluation configuration: {"Training Speech":"MW","LLM":"OLMo-1B","Training Text":"✗"}. This record does not assert independent reproduction.

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