# AST evaluation on BFCL live\_multiple

Source: [AST evaluation on BFCL live\_multiple](<https://www.sota2.com/research/sota/ast-evaluation-on-bfcl-live_multiple>)

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

Data updated: 2026-06-16T09:58:01.846Z

Evaluation of Abstract Syntax Tree (AST) performance on the BFCL live\_multiple dataset, using metrics such as free name accuracy, free AST accuracy, and various AST configuration scores.

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 | AST evaluation |
| Dataset (including any stated split) | BFCL live\_multiple |
| Metric | Free Name Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Free Name Accuracy](<https://www.sota2.com/research/sota/ast-evaluation-on-bfcl-live_multiple.md?metric=Free%20Name%20Accuracy>): Higher is better; unit: PERCENT.

- [Free AST Accuracy](<https://www.sota2.com/research/sota/ast-evaluation-on-bfcl-live_multiple.md?metric=Free%20AST%20Accuracy>): Higher is better; unit: PERCENT.

- [Forced-Base AST Accuracy](<https://www.sota2.com/research/sota/ast-evaluation-on-bfcl-live_multiple.md?metric=Forced-Base%20AST%20Accuracy>): Higher is better; unit: PERCENT.

- [Gated AST Accuracy](<https://www.sota2.com/research/sota/ast-evaluation-on-bfcl-live_multiple.md?metric=Gated%20AST%20Accuracy>): Higher is better; unit: PERCENT.

- [Gold Ceiling Score](<https://www.sota2.com/research/sota/ast-evaluation-on-bfcl-live_multiple.md?metric=Gold%20Ceiling%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Free Name Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen2.5-7B | 94.3 | Not recorded | 6a30d90ad33dfb23e783d1fc |
| Llama-3.1-8B | 94 | Not recorded | 6a30d90ad33dfb23e783d1fc |
| Pooled (3 main) | 92.6 | Not recorded | 6a30d90ad33dfb23e783d1fc |
| Qwen3-8B | 91.3 | Not recorded | 6a30d90ad33dfb23e783d1fc |
| Qwen2.5-1.5B | 89.3 | Not recorded | 6a30d90ad33dfb23e783d1fc |
| xLAM-2-8B† | 34.7 | Not recorded | 6a30d90ad33dfb23e783d1fc |

### Qwen2.5-7B

Free Name Accuracy: 94.3. Result ID: 6a311e14fbc373592c2df8fa.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d90ad33dfb23e783d1fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d90ad33dfb23e783d1fc.md>)

Recorded evaluation configuration: {"Model":"Qwen2.5-7B"}. This record does not assert independent reproduction.

### Llama-3.1-8B

Free Name Accuracy: 94. Result ID: 6a311e14fbc373592c2df8fb.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d90ad33dfb23e783d1fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d90ad33dfb23e783d1fc.md>)

Recorded evaluation configuration: {"Model":"Llama-3.1-8B"}. This record does not assert independent reproduction.

### Pooled (3 main)

Free Name Accuracy: 92.6. Result ID: 6a311e14fbc373592c2df8fe.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d90ad33dfb23e783d1fc.md>)

Recorded evaluation configuration: {"Model":"Pooled (3 main)"}. This record does not assert independent reproduction.

### Qwen3-8B

Free Name Accuracy: 91.3. Result ID: 6a311e14fbc373592c2df8fc.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d90ad33dfb23e783d1fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d90ad33dfb23e783d1fc.md>)

Recorded evaluation configuration: {"Model":"Qwen3-8B"}. This record does not assert independent reproduction.

### Qwen2.5-1.5B

Free Name Accuracy: 89.3. Result ID: 6a311e14fbc373592c2df8f9.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d90ad33dfb23e783d1fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d90ad33dfb23e783d1fc.md>)

Recorded evaluation configuration: {"Model":"Qwen2.5-1.5B"}. This record does not assert independent reproduction.

### xLAM-2-8B†

Free Name Accuracy: 34.7. Result ID: 6a311e14fbc373592c2df8fd.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d90ad33dfb23e783d1fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a1c1e209131cea813a5.md>)

Recorded evaluation configuration: {"Model":"xLAM-2-8B†"}. This record does not assert independent reproduction.

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