# Compositional Zero-Shot Learning on UT-Zappos open-vocabulary partition Source: [Compositional Zero-Shot Learning on UT-Zappos open-vocabulary partition]() Collection index: [llms.txt]() Data updated: 2026-03-05T08:50:26.147Z Evaluation of Compositional Zero-Shot Learning performance on the open-vocabulary partition of the UT-Zappos dataset, reporting Harmonic Mean (HM), AUC, and various Attribute/Object decomposition scores (AO, A\*O, etc.). 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 | Compositional Zero-Shot Learning | | Dataset (including any stated split) | UT-Zappos open-vocabulary partition | | Metric | HM (Harmonic Mean) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [HM (Harmonic Mean)](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. - [AO (Attribute Only)](): Higher is better; unit: PERCENT. - [AO\* (Attribute Only variant)](): Higher is better; unit: PERCENT. - [A\*O (Attribute/Object decomposition)](): Higher is better; unit: PERCENT. - [AO\* (Attribute Only variant 2)](): Higher is better; unit: PERCENT. - [A\*O\* (Attribute/Object decomposition variant)](): Higher is better; unit: PERCENT. ## Recorded results | Method | HM (Harmonic Mean) | Result date | Report paper | | --- | --- | --- | --- | | DFSP + SPA | 34.32 | Not recorded | 69a90e112d603e6de3e40846 | | Troika + SPA | 32.98 | Not recorded | 69a90e112d603e6de3e40846 | | DFSP | 32.07 | Not recorded | 69a90e112d603e6de3e40846 | | +SPA Avg | 31.61 | Not recorded | 69a90e112d603e6de3e40846 | | Troika | 31.13 | Not recorded | 69a90e112d603e6de3e40846 | | HPL + SPA | 30.13 | Not recorded | 69a90e112d603e6de3e40846 | | Baseline Avg | 29.59 | Not recorded | 69a90e112d603e6de3e40846 | | CSP + SPA | 29.01 | Not recorded | 69a90e112d603e6de3e40846 | | HPL | 27.83 | Not recorded | 69a90e112d603e6de3e40846 | | CSP | 27.33 | Not recorded | 69a90e112d603e6de3e40846 | ### DFSP + SPA HM (Harmonic Mean): 34.32. Result ID: 69a943be6dbb7075b952d273. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"VLM Prompting","SPA":"True"}. This record does not assert independent reproduction. ### Troika + SPA HM (Harmonic Mean): 32.98. Result ID: 69a943be6dbb7075b952d275. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"VLM Prompting","SPA":"True"}. This record does not assert independent reproduction. ### DFSP HM (Harmonic Mean): 32.07. Result ID: 69a943be6dbb7075b952d272. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"VLM Prompting","SPA":"False"}. This record does not assert independent reproduction. ### +SPA Avg HM (Harmonic Mean): 31.61. Result ID: 69a943be6dbb7075b952d277. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"SPA":"True"}. This record does not assert independent reproduction. ### Troika HM (Harmonic Mean): 31.13. Result ID: 69a943be6dbb7075b952d274. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"VLM Prompting","SPA":"False"}. This record does not assert independent reproduction. ### HPL + SPA HM (Harmonic Mean): 30.13. Result ID: 69a943be6dbb7075b952d271. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"VLM Prompting","SPA":"True"}. This record does not assert independent reproduction. ### Baseline Avg HM (Harmonic Mean): 29.59. Result ID: 69a943be6dbb7075b952d276. [Reporting paper]() Recorded evaluation configuration: {"SPA":"False"}. This record does not assert independent reproduction. ### CSP + SPA HM (Harmonic Mean): 29.01. Result ID: 69a943be6dbb7075b952d26f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"VLM Prompting","SPA":"True"}. This record does not assert independent reproduction. ### HPL HM (Harmonic Mean): 27.83. Result ID: 69a943be6dbb7075b952d270. [Reporting paper]() Recorded evaluation configuration: {"Paradigm":"VLM Prompting","SPA":"False"}. This record does not assert independent reproduction. ### CSP HM (Harmonic Mean): 27.33. Result ID: 69a943be6dbb7075b952d26e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"VLM Prompting","SPA":"False"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.