# Cross-modal Retrieval (Audio to Text) on iNaturalist Species-level Retrieval seen Source: [Cross-modal Retrieval (Audio to Text) on iNaturalist Species-level Retrieval seen]() Collection index: [llms.txt]() Data updated: 2026-03-26T13:47:31.198Z Evaluation of Cross-modal Retrieval performance, specifically retrieving text descriptions from audio samples, using the seen split of the iNaturalist Species-level dataset. 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 | Cross-modal Retrieval (Audio to Text) | | Dataset (including any stated split) | iNaturalist Species-level Retrieval seen | | Metric | Top-1 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 - [Top-1 Accuracy](): Higher is better; unit: PERCENT. - [Top-5 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | BioVITA | 63.7 | Not recorded | 69c4bd7d0636e5bf4afc7573 | | BioVITA | 60.3 | Not recorded | 69c4bd7d0636e5bf4afc7573 | | TaxaBind | 9.6 | Not recorded | 69c4bd7d0636e5bf4afc7573 | | ImageBind | 2 | Not recorded | 69c4bd7d0636e5bf4afc7573 | | CLAP | 0.7 | Not recorded | 69c4bd7d0636e5bf4afc7573 | | Random | 0.01 | Not recorded | 69c4bd7d0636e5bf4afc7573 | ### BioVITA Top-1 Accuracy: 63.7. Result ID: 69c538db47f34ce924aee32d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Stage":"Stage2"}. This record does not assert independent reproduction. ### BioVITA Top-1 Accuracy: 60.3. Result ID: 69c538db47f34ce924aee32c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Stage":"Stage1"}. This record does not assert independent reproduction. ### TaxaBind Top-1 Accuracy: 9.6. Result ID: 69c538db47f34ce924aee32b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ImageBind Top-1 Accuracy: 2. Result ID: 69c538db47f34ce924aee32a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLAP Top-1 Accuracy: 0.7. Result ID: 69c538db47f34ce924aee329. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Random Top-1 Accuracy: 0.01. Result ID: 69c538db47f34ce924aee328. [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.