# Theme Label Quality on Banking Source: [Theme Label Quality on Banking]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:00:37.055Z Evaluation of Theme Label Quality performance on the Banking dataset, measured using ROUGE scores, Cosine Similarity, and LLM-based evaluation metrics. 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 | Theme Label Quality | | Dataset (including any stated split) | Banking | | Metric | ROUGE-1 | | 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 - [ROUGE-1](): Higher is better; unit: PERCENT. - [ROUGE-2](): Higher is better; unit: PERCENT. - [ROUGE-L](): Higher is better; unit: PERCENT. - [Cosine Similarity](): Higher is better; unit: PERCENT. - [LLM Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | ROUGE-1 | Result date | Report paper | | --- | --- | --- | --- | | CATCH | 35.3 | Not recorded | 69520ad653fdd5c36173d2dd | | GRM | 22 | Not recorded | 69520ad653fdd5c36173d2dd | | GRand | 11.1 | Not recorded | 69520ad653fdd5c36173d2dd | | GSP | 6.9 | Not recorded | 69520ad653fdd5c36173d2dd | ### CATCH ROUGE-1: 35.3. Result ID: 6996af8f5698665ec4f9bff0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRM ROUGE-1: 22. Result ID: 6996af8f5698665ec4f9bfee. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRand ROUGE-1: 11.1. Result ID: 6996af8f5698665ec4f9bfed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GSP ROUGE-1: 6.9. Result ID: 6996af8f5698665ec4f9bfef. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.