# Law-Scenario Matching on Law-Scenario Matching Dataset

Source: [Law-Scenario Matching on Law-Scenario Matching Dataset](<https://www.sota2.com/research/sota/law-scenario-matching-on-law-scenario-matching-dataset>)

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

Data updated: 2026-04-28T10:31:28.889Z

Evaluation of model performance on the Law-Scenario Matching task using the Law-Scenario Matching Dataset, measured by Recall, Precision, and F1 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 | Law-Scenario Matching |
| Dataset (including any stated split) | Law-Scenario Matching Dataset |
| Metric | Recall |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Recall](<https://www.sota2.com/research/sota/law-scenario-matching-on-law-scenario-matching-dataset.md?metric=Recall>): Higher is better; unit: PERCENT.

- [Precision](<https://www.sota2.com/research/sota/law-scenario-matching-on-law-scenario-matching-dataset.md?metric=Precision>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/law-scenario-matching-on-law-scenario-matching-dataset.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Recall | Result date | Report paper |
| --- | --- | --- | --- |
| Zero-shot | 95.6 | Not recorded | 69f03f8155a3c32af89fa5e3 |
| TGA | 95.3 | Not recorded | 69f03f8155a3c32af89fa5e3 |
| Zero-shot+knowledge | 94.7 | Not recorded | 69f03f8155a3c32af89fa5e3 |
| Zero-shot+thinking | 93.9 | Not recorded | 69f03f8155a3c32af89fa5e3 |
| VanillaRAG | 92.5 | Not recorded | 69f03f8155a3c32af89fa5e3 |
| GraphRAG | 86.6 | Not recorded | 69f03f8155a3c32af89fa5e3 |
| Lora | 39 | Not recorded | 69f03f8155a3c32af89fa5e3 |

### Zero-shot

Recall: 95.6. Result ID: 69f08c4d47f34ce924d73326.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f8155a3c32af89fa5e3.md>)

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

### TGA

Recall: 95.3. Result ID: 69f08c4d47f34ce924d7332c.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f8155a3c32af89fa5e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f8155a3c32af89fa5e3.md>)

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

### Zero-shot+knowledge

Recall: 94.7. Result ID: 69f08c4d47f34ce924d73328.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f8155a3c32af89fa5e3.md>)

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

### Zero-shot+thinking

Recall: 93.9. Result ID: 69f08c4d47f34ce924d73327.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f8155a3c32af89fa5e3.md>)

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

### VanillaRAG

Recall: 92.5. Result ID: 69f08c4d47f34ce924d7332a.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f8155a3c32af89fa5e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b91e209131cea23c26.md>)

[Implementation](<https://github.com/huggingface/transformers/blob/master/examples/rag/>)

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

### GraphRAG

Recall: 86.6. Result ID: 69f08c4d47f34ce924d7332b.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f8155a3c32af89fa5e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa770d1e209131cea70c5a.md>)

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

### Lora

Recall: 39. Result ID: 69f08c4d47f34ce924d73329.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f8155a3c32af89fa5e3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b121e209131cea2bf59.md>)

[Implementation](<https://github.com/microsoft/LoRA>)

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

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