# User Intent Detection on ChattyChef (test)

Source: [User Intent Detection on ChattyChef (test)](<https://www.sota2.com/research/sota/user-intent-detection-on-chattychef-test>)

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

Data updated: 2026-02-26T05:52:42.317Z

Evaluation of User Intent Detection performance on the test split of the ChattyChef dataset.

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 | User Intent Detection |
| Dataset (including any stated split) | ChattyChef (test) |
| Metric | Micro F1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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

- [Micro F1](<https://www.sota2.com/research/sota/user-intent-detection-on-chattychef-test.md?metric=Micro%20F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Micro F1 | Result date | Report paper |
| --- | --- | --- | --- |
| T5-XL (SGD -\> CookDial -\> ChattyChef) | 78.3 | Not recorded | 68fa6f781e209131cea45c7c |
| T5-XL (MultiWOZ -\> CookDial -\> ChattyChef) | 77.7 | Not recorded | 68fa6f781e209131cea45c7c |
| T5-XL (MultiWOZ -\> CookDial -\> ChattyChef) | 76.6 | Not recorded | 68fa6f781e209131cea45c7c |
| T5-XL (SGD -\> CookDial -\> ChattyChef) | 76.5 | Not recorded | 68fa6f781e209131cea45c7c |
| T5-XL (CookDial -\> ChattyChef) | 74.5 | Not recorded | 68fa6f781e209131cea45c7c |
| T5-XL (MultiWOZ -\> CookDial -\> ChattyChef) | 73.9 | Not recorded | 68fa6f781e209131cea45c7c |
| T5-XL (SGD -\> CookDial -\> ChattyChef) | 73.7 | Not recorded | 68fa6f781e209131cea45c7c |
| T5-XL (CookDial -\> ChattyChef) | 72.8 | Not recorded | 68fa6f781e209131cea45c7c |
| T5-XL (CookDial -\> ChattyChef) | 72.3 | Not recorded | 68fa6f781e209131cea45c7c |
| T5-XL (SGD -\> ChattyChef) | 66.9 | Not recorded | 68fa6f781e209131cea45c7c |
| T5-XL (MultiWOZ -\> ChattyChef) | 65.1 | Not recorded | 68fa6f781e209131cea45c7c |
| In-context (GPT-J) | 40.2 | Not recorded | 68fa6f781e209131cea45c7c |
| T5-XL (MultiWOZ -\> ChattyChef) | 36.2 | Not recorded | 68fa6f781e209131cea45c7c |
| T5-XL (SGD -\> ChattyChef) | 34.9 | Not recorded | 68fa6f781e209131cea45c7c |
| T5-XL (None -\> ChattyChef) | 32 | Not recorded | 68fa6f781e209131cea45c7c |
| T5-XL (SGD -\> ChattyChef) | 21.5 | Not recorded | 68fa6f781e209131cea45c7c |
| T5-XL (MultiWOZ -\> ChattyChef) | 14.2 | Not recorded | 68fa6f781e209131cea45c7c |
| T5-XL (None -\> ChattyChef) | 7.5 | Not recorded | 68fa6f781e209131cea45c7c |

### T5-XL (SGD -\> CookDial -\> ChattyChef)

Micro F1: 78.3. Result ID: 6990c1c53a6c31484903077f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Implementation](<https://github.com/octaviaguo/ChattyChef>)

Recorded evaluation configuration: {"Shot":"128-shot"}. This record does not assert independent reproduction.

### T5-XL (MultiWOZ -\> CookDial -\> ChattyChef)

Micro F1: 77.7. Result ID: 6990c1c53a6c31484903077c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Implementation](<https://github.com/octaviaguo/ChattyChef>)

Recorded evaluation configuration: {"Shot":"128-shot"}. This record does not assert independent reproduction.

### T5-XL (MultiWOZ -\> CookDial -\> ChattyChef)

Micro F1: 76.6. Result ID: 6990c1c53a6c31484903077b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Implementation](<https://github.com/octaviaguo/ChattyChef>)

Recorded evaluation configuration: {"Shot":"16-shot"}. This record does not assert independent reproduction.

### T5-XL (SGD -\> CookDial -\> ChattyChef)

Micro F1: 76.5. Result ID: 6990c1c53a6c31484903077e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Implementation](<https://github.com/octaviaguo/ChattyChef>)

Recorded evaluation configuration: {"Shot":"16-shot"}. This record does not assert independent reproduction.

### T5-XL (CookDial -\> ChattyChef)

Micro F1: 74.5. Result ID: 6990c1c53a6c314849030779.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Implementation](<https://github.com/octaviaguo/ChattyChef>)

Recorded evaluation configuration: {"Shot":"128-shot"}. This record does not assert independent reproduction.

### T5-XL (MultiWOZ -\> CookDial -\> ChattyChef)

Micro F1: 73.9. Result ID: 6990c1c53a6c31484903077a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Implementation](<https://github.com/octaviaguo/ChattyChef>)

Recorded evaluation configuration: {"Shot":"0-shot"}. This record does not assert independent reproduction.

### T5-XL (SGD -\> CookDial -\> ChattyChef)

Micro F1: 73.7. Result ID: 6990c1c53a6c31484903077d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Implementation](<https://github.com/octaviaguo/ChattyChef>)

Recorded evaluation configuration: {"Shot":"0-shot"}. This record does not assert independent reproduction.

### T5-XL (CookDial -\> ChattyChef)

Micro F1: 72.8. Result ID: 6990c1c53a6c314849030778.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Implementation](<https://github.com/octaviaguo/ChattyChef>)

Recorded evaluation configuration: {"Shot":"16-shot"}. This record does not assert independent reproduction.

### T5-XL (CookDial -\> ChattyChef)

Micro F1: 72.3. Result ID: 6990c1c53a6c314849030777.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Implementation](<https://github.com/octaviaguo/ChattyChef>)

Recorded evaluation configuration: {"Shot":"0-shot"}. This record does not assert independent reproduction.

### T5-XL (SGD -\> ChattyChef)

Micro F1: 66.9. Result ID: 6990c1c53a6c314849030776.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Implementation](<https://github.com/octaviaguo/ChattyChef>)

Recorded evaluation configuration: {"Shot":"128-shot"}. This record does not assert independent reproduction.

### T5-XL (MultiWOZ -\> ChattyChef)

Micro F1: 65.1. Result ID: 6990c1c53a6c314849030773.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Implementation](<https://github.com/octaviaguo/ChattyChef>)

Recorded evaluation configuration: {"Shot":"128-shot"}. This record does not assert independent reproduction.

### In-context (GPT-J)

Micro F1: 40.2. Result ID: 6990c1c53a6c31484903076e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

Recorded evaluation configuration: {"Shot":"16-shot"}. This record does not assert independent reproduction.

### T5-XL (MultiWOZ -\> ChattyChef)

Micro F1: 36.2. Result ID: 6990c1c53a6c314849030772.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Implementation](<https://github.com/octaviaguo/ChattyChef>)

Recorded evaluation configuration: {"Shot":"16-shot"}. This record does not assert independent reproduction.

### T5-XL (SGD -\> ChattyChef)

Micro F1: 34.9. Result ID: 6990c1c53a6c314849030775.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Implementation](<https://github.com/octaviaguo/ChattyChef>)

Recorded evaluation configuration: {"Shot":"16-shot"}. This record does not assert independent reproduction.

### T5-XL (None -\> ChattyChef)

Micro F1: 32. Result ID: 6990c1c53a6c314849030770.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa709e1e209131cea4c470.md>)

[Implementation](<https://github.com/google-research/text-to-text-transfer-transformer>)

Recorded evaluation configuration: {"Shot":"128-shot"}. This record does not assert independent reproduction.

### T5-XL (SGD -\> ChattyChef)

Micro F1: 21.5. Result ID: 6990c1c53a6c314849030774.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Implementation](<https://github.com/octaviaguo/ChattyChef>)

Recorded evaluation configuration: {"Shot":"0-shot"}. This record does not assert independent reproduction.

### T5-XL (MultiWOZ -\> ChattyChef)

Micro F1: 14.2. Result ID: 6990c1c53a6c314849030771.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Implementation](<https://github.com/octaviaguo/ChattyChef>)

Recorded evaluation configuration: {"Shot":"0-shot"}. This record does not assert independent reproduction.

### T5-XL (None -\> ChattyChef)

Micro F1: 7.5. Result ID: 6990c1c53a6c31484903076f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f781e209131cea45c7c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa709e1e209131cea4c470.md>)

[Implementation](<https://github.com/google-research/text-to-text-transfer-transformer>)

Recorded evaluation configuration: {"Shot":"16-shot"}. This record does not assert independent reproduction.

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