# Tool Response Generation on GTM Multi-turn

Source: [Tool Response Generation on GTM Multi-turn](<https://www.sota2.com/research/sota/tool-response-generation-on-gtm-multi-turn>)

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

Data updated: 2026-02-26T05:45:30.544Z

Evaluation of model performance on generating responses that correctly utilize tools, assessed using criteria such as Format, Logic, Semantics, Completeness, and Consistency.

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 | Tool Response Generation |
| Dataset (including any stated split) | GTM Multi-turn |
| Metric | Format Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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

- [Format Score](<https://www.sota2.com/research/sota/tool-response-generation-on-gtm-multi-turn.md?metric=Format%20Score>): Higher is better; unit: PERCENT.

- [Logic Score](<https://www.sota2.com/research/sota/tool-response-generation-on-gtm-multi-turn.md?metric=Logic%20Score>): Higher is better; unit: PERCENT.

- [Semantics Score](<https://www.sota2.com/research/sota/tool-response-generation-on-gtm-multi-turn.md?metric=Semantics%20Score>): Higher is better; unit: PERCENT.

- [Completeness Score](<https://www.sota2.com/research/sota/tool-response-generation-on-gtm-multi-turn.md?metric=Completeness%20Score>): Higher is better; unit: PERCENT.

- [Consistency Score](<https://www.sota2.com/research/sota/tool-response-generation-on-gtm-multi-turn.md?metric=Consistency%20Score>): Higher is better; unit: PERCENT.

- [Overall Score](<https://www.sota2.com/research/sota/tool-response-generation-on-gtm-multi-turn.md?metric=Overall%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Format Score | Result date | Report paper |
| --- | --- | --- | --- |
| GTM-1.5B | 97.2 | Not recorded | 69326755d6b0dd3342934552 |
| Qwen2.5-7B-Instruct | 91.4 | Not recorded | 69326755d6b0dd3342934552 |
| Qwen2.5-14B-Instruct | 88 | Not recorded | 69326755d6b0dd3342934552 |
| Llama-3.2-3B-Instruct | 82.4 | Not recorded | 69326755d6b0dd3342934552 |
| Qwen2.5-3B-Instruct | 80 | Not recorded | 69326755d6b0dd3342934552 |
| InternLM2.5-20B | 79.8 | Not recorded | 69326755d6b0dd3342934552 |
| Qwen2.5-1.5B-Instruct | 74.1 | Not recorded | 69326755d6b0dd3342934552 |
| Qwen2.5-0.5B-Instruct | 66.7 | Not recorded | 69326755d6b0dd3342934552 |
| InternLM2.5-7B | 63.6 | Not recorded | 69326755d6b0dd3342934552 |
| Llama-3.2-1B-Instruct | 38.3 | Not recorded | 69326755d6b0dd3342934552 |
| InternLM2.5-1.8B | 34.8 | Not recorded | 69326755d6b0dd3342934552 |

### GTM-1.5B

Format Score: 97.2. Result ID: 69962f425698665ec470f8d4.

[Reporting paper](<https://www.sota2.com/research/paper/69326755d6b0dd3342934552.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69326755d6b0dd3342934552.md>)

Recorded evaluation configuration: {"Model Size":"1.5B"}. This record does not assert independent reproduction.

### Qwen2.5-7B-Instruct

Format Score: 91.4. Result ID: 69962f425698665ec470f8cd.

[Reporting paper](<https://www.sota2.com/research/paper/69326755d6b0dd3342934552.md>)

Recorded evaluation configuration: {"Model Size":"7B"}. This record does not assert independent reproduction.

### Qwen2.5-14B-Instruct

Format Score: 88. Result ID: 69962f425698665ec470f8ce.

[Reporting paper](<https://www.sota2.com/research/paper/69326755d6b0dd3342934552.md>)

Recorded evaluation configuration: {"Model Size":"14B"}. This record does not assert independent reproduction.

### Llama-3.2-3B-Instruct

Format Score: 82.4. Result ID: 69962f425698665ec470f8d0.

[Reporting paper](<https://www.sota2.com/research/paper/69326755d6b0dd3342934552.md>)

Recorded evaluation configuration: {"Model Size":"3B"}. This record does not assert independent reproduction.

### Qwen2.5-3B-Instruct

Format Score: 80. Result ID: 69962f425698665ec470f8cc.

[Reporting paper](<https://www.sota2.com/research/paper/69326755d6b0dd3342934552.md>)

Recorded evaluation configuration: {"Model Size":"3B"}. This record does not assert independent reproduction.

### InternLM2.5-20B

Format Score: 79.8. Result ID: 69962f425698665ec470f8d3.

[Reporting paper](<https://www.sota2.com/research/paper/69326755d6b0dd3342934552.md>)

Recorded evaluation configuration: {"Model Size":"20B"}. This record does not assert independent reproduction.

### Qwen2.5-1.5B-Instruct

Format Score: 74.1. Result ID: 69962f425698665ec470f8cb.

[Reporting paper](<https://www.sota2.com/research/paper/69326755d6b0dd3342934552.md>)

Recorded evaluation configuration: {"Model Size":"1.5B"}. This record does not assert independent reproduction.

### Qwen2.5-0.5B-Instruct

Format Score: 66.7. Result ID: 69962f425698665ec470f8ca.

[Reporting paper](<https://www.sota2.com/research/paper/69326755d6b0dd3342934552.md>)

Recorded evaluation configuration: {"Model Size":"0.5B"}. This record does not assert independent reproduction.

### InternLM2.5-7B

Format Score: 63.6. Result ID: 69962f425698665ec470f8d2.

[Reporting paper](<https://www.sota2.com/research/paper/69326755d6b0dd3342934552.md>)

Recorded evaluation configuration: {"Model Size":"7B"}. This record does not assert independent reproduction.

### Llama-3.2-1B-Instruct

Format Score: 38.3. Result ID: 69962f425698665ec470f8cf.

[Reporting paper](<https://www.sota2.com/research/paper/69326755d6b0dd3342934552.md>)

Recorded evaluation configuration: {"Model Size":"1B"}. This record does not assert independent reproduction.

### InternLM2.5-1.8B

Format Score: 34.8. Result ID: 69962f425698665ec470f8d1.

[Reporting paper](<https://www.sota2.com/research/paper/69326755d6b0dd3342934552.md>)

Recorded evaluation configuration: {"Model Size":"1.8B"}. This record does not assert independent reproduction.

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