# Original Tasks on extended tau-Bench Retail domain Source: [Original Tasks on extended tau-Bench Retail domain]() Collection index: [llms.txt]() Data updated: 2026-04-20T06:55:05.746Z Evaluation of model performance on the Original Tasks defined within the extended Retail domain subset of the tau-Bench dataset, measured by pass rates at thresholds 1 through 4. 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 | Original Tasks | | Dataset (including any stated split) | extended tau-Bench Retail domain | | Metric | Pass@1 | | 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 - [Pass@1](): Higher is better; unit: PERCENT. - [Pass@2](): Higher is better; unit: PERCENT. - [Pass@3](): Higher is better; unit: PERCENT. - [Pass@4](): Higher is better; unit: PERCENT. ## Recorded results | Method | Pass@1 | Result date | Report paper | | --- | --- | --- | --- | | ReasoningBank | 90 | Not recorded | 69e5b30a7d0172140ec7dfa4 | | PolicyBank | 89 | Not recorded | 69e5b30a7d0172140ec7dfa4 | | ReasoningBank | 87 | Not recorded | 69e5b30a7d0172140ec7dfa4 | | No memory | 87 | Not recorded | 69e5b30a7d0172140ec7dfa4 | | AWM | 87 | Not recorded | 69e5b30a7d0172140ec7dfa4 | | AWM | 85 | Not recorded | 69e5b30a7d0172140ec7dfa4 | | PolicyBank | 85 | Not recorded | 69e5b30a7d0172140ec7dfa4 | | Synapse | 85 | Not recorded | 69e5b30a7d0172140ec7dfa4 | | No memory | 82 | Not recorded | 69e5b30a7d0172140ec7dfa4 | | Synapse | 81 | Not recorded | 69e5b30a7d0172140ec7dfa4 | ### ReasoningBank Pass@1: 90. Result ID: 69e5cdab47f34ce924cb72a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Claude-4.5-Opus"}. This record does not assert independent reproduction. ### PolicyBank Pass@1: 89. Result ID: 69e5cdab47f34ce924cb72aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Claude-4.5-Opus"}. This record does not assert independent reproduction. ### ReasoningBank Pass@1: 87. Result ID: 69e5cdab47f34ce924cb72a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini-3-Pro"}. This record does not assert independent reproduction. ### No memory Pass@1: 87. Result ID: 69e5cdab47f34ce924cb72a6. [Reporting paper]() Recorded evaluation configuration: {"Model":"Claude-4.5-Opus"}. This record does not assert independent reproduction. ### AWM Pass@1: 87. Result ID: 69e5cdab47f34ce924cb72a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Claude-4.5-Opus"}. This record does not assert independent reproduction. ### AWM Pass@1: 85. Result ID: 69e5cdab47f34ce924cb72a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini-3-Pro"}. This record does not assert independent reproduction. ### PolicyBank Pass@1: 85. Result ID: 69e5cdab47f34ce924cb72a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini-3-Pro"}. This record does not assert independent reproduction. ### Synapse Pass@1: 85. Result ID: 69e5cdab47f34ce924cb72a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Claude-4.5-Opus"}. This record does not assert independent reproduction. ### No memory Pass@1: 82. Result ID: 69e5cdab47f34ce924cb72a1. [Reporting paper]() Recorded evaluation configuration: {"Model":"Gemini-3-Pro"}. This record does not assert independent reproduction. ### Synapse Pass@1: 81. Result ID: 69e5cdab47f34ce924cb72a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini-3-Pro"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.