# Dialogue Annotation on TalkMoves (test)

Source: [Dialogue Annotation on TalkMoves (test)](<https://www.sota2.com/research/sota/dialogue-annotation-on-talkmoves-test>)

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

Data updated: 2026-04-06T08:57:23.399Z

Evaluation of dialogue annotation performance on the test split of the TalkMoves dataset, measured using Cohen's Kappa and 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 | Dialogue Annotation |
| Dataset (including any stated split) | TalkMoves (test) |
| Metric | Cohen's Kappa |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [Cohen's Kappa](<https://www.sota2.com/research/sota/dialogue-annotation-on-talkmoves-test.md?metric=Cohen%27s%20Kappa>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/dialogue-annotation-on-talkmoves-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Cohen's Kappa | Result date | Report paper |
| --- | --- | --- | --- |
| Sonnet 4.6 (RAG\_FINETUNED\_UTT) | 58 | Not recorded | 69d33df57d0172140ec73651 |
| GPT-5.2 (RAG\_FINETUNED\_UTT) | 53.9 | Not recorded | 69d33df57d0172140ec73651 |
| Qwen3-32b (RAG\_FINETUNED\_UTT) | 52.6 | Not recorded | 69d33df57d0172140ec73651 |
| Sonnet 4.6 (RAG\_FINETUNED\_CHUNK) | 50.1 | Not recorded | 69d33df57d0172140ec73651 |
| Sonnet 4.6 (RAG\_NO\_FINETUNE) | 49.8 | Not recorded | 69d33df57d0172140ec73651 |
| GPT-5.2 (RAG\_NO\_FINETUNE) | 47.9 | Not recorded | 69d33df57d0172140ec73651 |
| GPT-5.2 (RAG\_FINETUNED\_CHUNK) | 45.4 | Not recorded | 69d33df57d0172140ec73651 |
| Qwen3-32b (RAG\_NO\_FINETUNE) | 44.2 | Not recorded | 69d33df57d0172140ec73651 |
| Qwen3-32b (RAG\_FINETUNED\_CHUNK) | 42.8 | Not recorded | 69d33df57d0172140ec73651 |
| Sonnet 4.6 (NO\_RAG) | 41.3 | Not recorded | 69d33df57d0172140ec73651 |
| GPT-5.2 (NO\_RAG) | 31.5 | Not recorded | 69d33df57d0172140ec73651 |
| Qwen3-32b (NO\_RAG) | 27.5 | Not recorded | 69d33df57d0172140ec73651 |

### Sonnet 4.6 (RAG\_FINETUNED\_UTT)

Cohen's Kappa: 58. Result ID: 69d3757147f34ce924bb70af.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df57d0172140ec73651.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33df57d0172140ec73651.md>)

Recorded evaluation configuration: {"Model":"Sonnet 4.6","Condition":"RAG\_FINETUNED\_UTT","Retrieval depth (k)":"3"}. This record does not assert independent reproduction.

### GPT-5.2 (RAG\_FINETUNED\_UTT)

Cohen's Kappa: 53.9. Result ID: 69d3757147f34ce924bb70ab.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df57d0172140ec73651.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33df57d0172140ec73651.md>)

Recorded evaluation configuration: {"Model":"GPT-5.2","Condition":"RAG\_FINETUNED\_UTT","Retrieval depth (k)":"3"}. This record does not assert independent reproduction.

### Qwen3-32b (RAG\_FINETUNED\_UTT)

Cohen's Kappa: 52.6. Result ID: 69d3757147f34ce924bb70b3.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df57d0172140ec73651.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33df57d0172140ec73651.md>)

Recorded evaluation configuration: {"Model":"Qwen3-32b","Condition":"RAG\_FINETUNED\_UTT","Retrieval depth (k)":"3"}. This record does not assert independent reproduction.

### Sonnet 4.6 (RAG\_FINETUNED\_CHUNK)

Cohen's Kappa: 50.1. Result ID: 69d3757147f34ce924bb70ae.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df57d0172140ec73651.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33df57d0172140ec73651.md>)

Recorded evaluation configuration: {"Model":"Sonnet 4.6","Condition":"RAG\_FINETUNED\_CHUNK","Retrieval depth (k)":"3"}. This record does not assert independent reproduction.

### Sonnet 4.6 (RAG\_NO\_FINETUNE)

Cohen's Kappa: 49.8. Result ID: 69d3757147f34ce924bb70ad.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df57d0172140ec73651.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33df57d0172140ec73651.md>)

Recorded evaluation configuration: {"Model":"Sonnet 4.6","Condition":"RAG\_NO\_FINETUNE","Retrieval depth (k)":"3"}. This record does not assert independent reproduction.

### GPT-5.2 (RAG\_NO\_FINETUNE)

Cohen's Kappa: 47.9. Result ID: 69d3757147f34ce924bb70a9.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df57d0172140ec73651.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33df57d0172140ec73651.md>)

Recorded evaluation configuration: {"Model":"GPT-5.2","Condition":"RAG\_NO\_FINETUNE","Retrieval depth (k)":"3"}. This record does not assert independent reproduction.

### GPT-5.2 (RAG\_FINETUNED\_CHUNK)

Cohen's Kappa: 45.4. Result ID: 69d3757147f34ce924bb70aa.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df57d0172140ec73651.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33df57d0172140ec73651.md>)

Recorded evaluation configuration: {"Model":"GPT-5.2","Condition":"RAG\_FINETUNED\_CHUNK","Retrieval depth (k)":"3"}. This record does not assert independent reproduction.

### Qwen3-32b (RAG\_NO\_FINETUNE)

Cohen's Kappa: 44.2. Result ID: 69d3757147f34ce924bb70b1.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df57d0172140ec73651.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33df57d0172140ec73651.md>)

Recorded evaluation configuration: {"Model":"Qwen3-32b","Condition":"RAG\_NO\_FINETUNE","Retrieval depth (k)":"3"}. This record does not assert independent reproduction.

### Qwen3-32b (RAG\_FINETUNED\_CHUNK)

Cohen's Kappa: 42.8. Result ID: 69d3757147f34ce924bb70b2.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df57d0172140ec73651.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33df57d0172140ec73651.md>)

Recorded evaluation configuration: {"Model":"Qwen3-32b","Condition":"RAG\_FINETUNED\_CHUNK","Retrieval depth (k)":"3"}. This record does not assert independent reproduction.

### Sonnet 4.6 (NO\_RAG)

Cohen's Kappa: 41.3. Result ID: 69d3757147f34ce924bb70ac.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df57d0172140ec73651.md>)

Recorded evaluation configuration: {"Model":"Sonnet 4.6","Condition":"NO\_RAG","Retrieval depth (k)":"3"}. This record does not assert independent reproduction.

### GPT-5.2 (NO\_RAG)

Cohen's Kappa: 31.5. Result ID: 69d3757147f34ce924bb70a8.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df57d0172140ec73651.md>)

Recorded evaluation configuration: {"Model":"GPT-5.2","Condition":"NO\_RAG","Retrieval depth (k)":"3"}. This record does not assert independent reproduction.

### Qwen3-32b (NO\_RAG)

Cohen's Kappa: 27.5. Result ID: 69d3757147f34ce924bb70b0.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df57d0172140ec73651.md>)

Recorded evaluation configuration: {"Model":"Qwen3-32b","Condition":"NO\_RAG","Retrieval depth (k)":"3"}. This record does not assert independent reproduction.

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