# Grammar Rule-Level Adaptation on BibTeX (train)

Source: [Grammar Rule-Level Adaptation on BibTeX (train)](<https://www.sota2.com/research/sota/grammar-rule-level-adaptation-on-bibtex-train>)

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

Data updated: 2026-05-21T13:25:42.060Z

Evaluation of model performance on Grammar Rule-Level Adaptation using the training split of the BibTeX dataset, measured by metrics such as correct adaptations and RAC.

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 | Grammar Rule-Level Adaptation |
| Dataset (including any stated split) | BibTeX (train) |
| Metric | Correct Adaptations |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Correct Adaptations](<https://www.sota2.com/research/sota/grammar-rule-level-adaptation-on-bibtex-train.md?metric=Correct%20Adaptations>): Higher is better; unit: SCALAR.

- [RAC](<https://www.sota2.com/research/sota/grammar-rule-level-adaptation-on-bibtex-train.md?metric=RAC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Correct Adaptations | Result date | Report paper |
| --- | --- | --- | --- |
| LLM-based grammar adaptation | 43 | Not recorded | 6a0e91c8f984739ed6738e08 |
| LLM-based grammar adaptation | 43 | Not recorded | 6a0e91c8f984739ed6738e08 |
| LLM-based grammar adaptation | 43 | Not recorded | 6a0e91c8f984739ed6738e08 |
| Rule-based Approach | 43 | Not recorded | 6a0e91c8f984739ed6738e08 |

### LLM-based grammar adaptation

Correct Adaptations: 43. Result ID: 6a0f071bfbc373592c07da17.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91c8f984739ed6738e08.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0e91c8f984739ed6738e08.md>)

Recorded evaluation configuration: {"Backbone":"Claude-Sonnet-4.5"}. This record does not assert independent reproduction.

### LLM-based grammar adaptation

Correct Adaptations: 43. Result ID: 6a0f071bfbc373592c07da18.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91c8f984739ed6738e08.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0e91c8f984739ed6738e08.md>)

Recorded evaluation configuration: {"Backbone":"ChatGPT-5.1"}. This record does not assert independent reproduction.

### LLM-based grammar adaptation

Correct Adaptations: 43. Result ID: 6a0f071bfbc373592c07da19.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91c8f984739ed6738e08.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0e91c8f984739ed6738e08.md>)

Recorded evaluation configuration: {"Backbone":"Gemini-3"}. This record does not assert independent reproduction.

### Rule-based Approach

Correct Adaptations: 43. Result ID: 6a0f071bfbc373592c07da1a.

[Reporting paper](<https://www.sota2.com/research/paper/6a0e91c8f984739ed6738e08.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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