# Context-aware turn-taking on SPGI

Source: [Context-aware turn-taking on SPGI](<https://www.sota2.com/research/sota/context-aware-turn-taking-on-spgi>)

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

Data updated: 2026-03-13T07:48:16.790Z

Evaluation of Context-aware turn-taking performance on the SPGI dataset, using metrics such as I1, I2, S1, S2, Accuracy, F1avg, and Balanced Accuracy.

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 | Context-aware turn-taking |
| Dataset (including any stated split) | SPGI |
| Metric | I1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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

- [I1 Score](<https://www.sota2.com/research/sota/context-aware-turn-taking-on-spgi.md?metric=I1%20Score>): Higher is better; unit: PERCENT.

- [I2 Score](<https://www.sota2.com/research/sota/context-aware-turn-taking-on-spgi.md?metric=I2%20Score>): Higher is better; unit: PERCENT.

- [S1 Score](<https://www.sota2.com/research/sota/context-aware-turn-taking-on-spgi.md?metric=S1%20Score>): Higher is better; unit: PERCENT.

- [S2 Score](<https://www.sota2.com/research/sota/context-aware-turn-taking-on-spgi.md?metric=S2%20Score>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/context-aware-turn-taking-on-spgi.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [F1 Score (Avg)](<https://www.sota2.com/research/sota/context-aware-turn-taking-on-spgi.md?metric=F1%20Score%20(Avg)>): Higher is better; unit: PERCENT.

- [Balanced Accuracy](<https://www.sota2.com/research/sota/context-aware-turn-taking-on-spgi.md?metric=Balanced%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | I1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| LLaMA3.1-8b-instruct | 96.86 | Not recorded | 69b399e80636e5bf4afbc8d6 |
| LLaMA3.1-8b-instruct | 96.86 | Not recorded | 69b399e80636e5bf4afbc8d6 |
| Qwen3-4b-instruct | 94.94 | Not recorded | 69b399e80636e5bf4afbc8d6 |
| Qwen3-4b-instruct | 94.94 | Not recorded | 69b399e80636e5bf4afbc8d6 |
| Qwen3-8b | 94.94 | Not recorded | 69b399e80636e5bf4afbc8d6 |
| Qwen3-8b | 94.94 | Not recorded | 69b399e80636e5bf4afbc8d6 |
| Qwen2.5-7b | 89.28 | Not recorded | 69b399e80636e5bf4afbc8d6 |
| Qwen2.5-7b | 89.28 | Not recorded | 69b399e80636e5bf4afbc8d6 |
| gpt-5.2 | 85.3 | Not recorded | 69b399e80636e5bf4afbc8d6 |
| gpt-5.2 | 85.3 | Not recorded | 69b399e80636e5bf4afbc8d6 |
| Mistral-7b-instruct | 84.6 | Not recorded | 69b399e80636e5bf4afbc8d6 |
| Mistral-7b-instruct | 84.6 | Not recorded | 69b399e80636e5bf4afbc8d6 |
| gemini-3.1-pro | 79.35 | Not recorded | 69b399e80636e5bf4afbc8d6 |
| gemini-3.1-pro | 79.35 | Not recorded | 69b399e80636e5bf4afbc8d6 |
| gpt-oss-20b | 68.63 | Not recorded | 69b399e80636e5bf4afbc8d6 |
| gpt-oss-20b | 68.63 | Not recorded | 69b399e80636e5bf4afbc8d6 |

### LLaMA3.1-8b-instruct

I1 Score: 96.86. Result ID: 69b3c0d547f34ce9249d7f18.

[Reporting paper](<https://www.sota2.com/research/paper/69b399e80636e5bf4afbc8d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eae1e209131cea41685.md>)

[Implementation](<https://github.com/facebookresearch/llama>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","System Prompt Frequency":"Single"}. This record does not assert independent reproduction.

### LLaMA3.1-8b-instruct

I1 Score: 96.86. Result ID: 69b3c0d547f34ce9249d7f19.

[Reporting paper](<https://www.sota2.com/research/paper/69b399e80636e5bf4afbc8d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eae1e209131cea41685.md>)

[Implementation](<https://github.com/facebookresearch/llama>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","System Prompt Frequency":"Repeated twice"}. This record does not assert independent reproduction.

### Qwen3-4b-instruct

I1 Score: 94.94. Result ID: 69b3c0d547f34ce9249d7f1e.

[Reporting paper](<https://www.sota2.com/research/paper/69b399e80636e5bf4afbc8d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767e1e209131cea6d6a7.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","System Prompt Frequency":"Single"}. This record does not assert independent reproduction.

### Qwen3-4b-instruct

I1 Score: 94.94. Result ID: 69b3c0d547f34ce9249d7f1f.

[Reporting paper](<https://www.sota2.com/research/paper/69b399e80636e5bf4afbc8d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767e1e209131cea6d6a7.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","System Prompt Frequency":"Repeated twice"}. This record does not assert independent reproduction.

### Qwen3-8b

I1 Score: 94.94. Result ID: 69b3c0d547f34ce9249d7f20.

[Reporting paper](<https://www.sota2.com/research/paper/69b399e80636e5bf4afbc8d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767e1e209131cea6d6a7.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","System Prompt Frequency":"Single"}. This record does not assert independent reproduction.

### Qwen3-8b

I1 Score: 94.94. Result ID: 69b3c0d547f34ce9249d7f21.

[Reporting paper](<https://www.sota2.com/research/paper/69b399e80636e5bf4afbc8d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767e1e209131cea6d6a7.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","System Prompt Frequency":"Repeated twice"}. This record does not assert independent reproduction.

### Qwen2.5-7b

I1 Score: 89.28. Result ID: 69b3c0d547f34ce9249d7f1c.

[Reporting paper](<https://www.sota2.com/research/paper/69b399e80636e5bf4afbc8d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767e1e209131cea6d6a7.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","System Prompt Frequency":"Single"}. This record does not assert independent reproduction.

### Qwen2.5-7b

I1 Score: 89.28. Result ID: 69b3c0d547f34ce9249d7f1d.

[Reporting paper](<https://www.sota2.com/research/paper/69b399e80636e5bf4afbc8d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767e1e209131cea6d6a7.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","System Prompt Frequency":"Repeated twice"}. This record does not assert independent reproduction.

### gpt-5.2

I1 Score: 85.3. Result ID: 69b3c0d547f34ce9249d7f14.

[Reporting paper](<https://www.sota2.com/research/paper/69b399e80636e5bf4afbc8d6.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","System Prompt Frequency":"Single"}. This record does not assert independent reproduction.

### gpt-5.2

I1 Score: 85.3. Result ID: 69b3c0d547f34ce9249d7f15.

[Reporting paper](<https://www.sota2.com/research/paper/69b399e80636e5bf4afbc8d6.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","System Prompt Frequency":"Repeated twice"}. This record does not assert independent reproduction.

### Mistral-7b-instruct

I1 Score: 84.6. Result ID: 69b3c0d547f34ce9249d7f1a.

[Reporting paper](<https://www.sota2.com/research/paper/69b399e80636e5bf4afbc8d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d61e209131cea4d909.md>)

[Implementation](<https://github.com/mistralai/mistral-src>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","System Prompt Frequency":"Single"}. This record does not assert independent reproduction.

### Mistral-7b-instruct

I1 Score: 84.6. Result ID: 69b3c0d547f34ce9249d7f1b.

[Reporting paper](<https://www.sota2.com/research/paper/69b399e80636e5bf4afbc8d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d61e209131cea4d909.md>)

[Implementation](<https://github.com/mistralai/mistral-src>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","System Prompt Frequency":"Repeated twice"}. This record does not assert independent reproduction.

### gemini-3.1-pro

I1 Score: 79.35. Result ID: 69b3c0d547f34ce9249d7f12.

[Reporting paper](<https://www.sota2.com/research/paper/69b399e80636e5bf4afbc8d6.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","System Prompt Frequency":"Single"}. This record does not assert independent reproduction.

### gemini-3.1-pro

I1 Score: 79.35. Result ID: 69b3c0d547f34ce9249d7f13.

[Reporting paper](<https://www.sota2.com/research/paper/69b399e80636e5bf4afbc8d6.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","System Prompt Frequency":"Repeated twice"}. This record does not assert independent reproduction.

### gpt-oss-20b

I1 Score: 68.63. Result ID: 69b3c0d547f34ce9249d7f16.

[Reporting paper](<https://www.sota2.com/research/paper/69b399e80636e5bf4afbc8d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa727a1e209131cea56a1e.md>)

[Implementation](<https://github.com/openai/evals>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","System Prompt Frequency":"Single"}. This record does not assert independent reproduction.

### gpt-oss-20b

I1 Score: 68.63. Result ID: 69b3c0d547f34ce9249d7f17.

[Reporting paper](<https://www.sota2.com/research/paper/69b399e80636e5bf4afbc8d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa727a1e209131cea56a1e.md>)

[Implementation](<https://github.com/openai/evals>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot","System Prompt Frequency":"Repeated twice"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
