# Rubric Generation on Research Rubrics Source: [Rubric Generation on Research Rubrics]() Collection index: [llms.txt]() Data updated: 2026-03-24T13:25:38.051Z Evaluation of model performance on generating structured rubrics using the Research Rubrics dataset, measured via text overlap metrics (BLEU, ROUGE) and an LLM-based judge. 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 | Rubric Generation | | Dataset (including any stated split) | Research Rubrics | | Metric | BLEU | | Unit | PERCENT | | 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 - [BLEU](): Higher is better; unit: PERCENT. - [ROUGE-1](): Higher is better; unit: PERCENT. - [ROUGE-2](): Higher is better; unit: PERCENT. - [ROUGE-L](): Higher is better; unit: PERCENT. - [LLM Judge Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | BLEU | Result date | Report paper | | --- | --- | --- | --- | | RubricRAG | 13.6 | Not recorded | 69c21a700636e5bf4afc4716 | | Few-Shot | 13.3 | Not recorded | 69c21a700636e5bf4afc4716 | | Zero-Shot | 9.2 | Not recorded | 69c21a700636e5bf4afc4716 | | RubricRAG | 8.9 | Not recorded | 69c21a700636e5bf4afc4716 | ### RubricRAG BLEU: 13.6. Result ID: 69c290c647f34ce924aad8ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Thinking":"think"}. This record does not assert independent reproduction. ### Few-Shot BLEU: 13.3. Result ID: 69c290c647f34ce924aad8ac. [Reporting paper]() Recorded evaluation configuration: {"Mode":"Few-Shot"}. This record does not assert independent reproduction. ### Zero-Shot BLEU: 9.2. Result ID: 69c290c647f34ce924aad8ab. [Reporting paper]() Recorded evaluation configuration: {"Mode":"Zero-Shot"}. This record does not assert independent reproduction. ### RubricRAG BLEU: 8.9. Result ID: 69c290c647f34ce924aad8ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Thinking":"nothink"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.