# End-to-end Task Completion on τ-Bench Retail, N=5 Source: [End-to-end Task Completion on τ-Bench Retail, N=5]() Collection index: [llms.txt]() Data updated: 2026-04-21T09:05:14.483Z Evaluation of agent performance on end-to-end task completion specifically within the Retail domain subset (N=5 tasks) of the τ-Bench 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 | End-to-end task completion | | Dataset (including any stated split) | τ-Bench Retail, N=5 | | Metric | Task Completion Rate | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [Task Completion Rate](): Higher is better; unit: PERCENT. ## Recorded results | Method | Task Completion Rate | Result date | Report paper | | --- | --- | --- | --- | | Llama3.1-8B | 0.111 | Not recorded | 68fa7c041e209131cea8be37 | | Qwen2.5-7B | 0.097 | Not recorded | 68fa7c041e209131cea8be37 | | Llama3.1-8B | 0.097 | Not recorded | 68fa7c041e209131cea8be37 | | Qwen2.5-7B | 0.068 | Not recorded | 68fa7c041e209131cea8be37 | | Llama3.2-3B | 0.056 | Not recorded | 68fa7c041e209131cea8be37 | | Llama3.2-3B | 0.045 | Not recorded | 68fa7c041e209131cea8be37 | | Qwen2.5-3B | 0.038 | Not recorded | 68fa7c041e209131cea8be37 | | Qwen2.5-3B | 0.037 | Not recorded | 68fa7c041e209131cea8be37 | ### Llama3.1-8B Task Completion Rate: 0.111. Result ID: 69e73dbf47f34ce924cda7a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Schema configuration":"PA-Tool"}. This record does not assert independent reproduction. ### Qwen2.5-7B Task Completion Rate: 0.097. Result ID: 69e73dbf47f34ce924cda7a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Schema configuration":"PA-Tool"}. This record does not assert independent reproduction. ### Llama3.1-8B Task Completion Rate: 0.097. Result ID: 69e73dbf47f34ce924cda7a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Schema configuration":"Base"}. This record does not assert independent reproduction. ### Qwen2.5-7B Task Completion Rate: 0.068. Result ID: 69e73dbf47f34ce924cda7a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Schema configuration":"Base"}. This record does not assert independent reproduction. ### Llama3.2-3B Task Completion Rate: 0.056. Result ID: 69e73dbf47f34ce924cda7a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Schema configuration":"PA-Tool"}. This record does not assert independent reproduction. ### Llama3.2-3B Task Completion Rate: 0.045. Result ID: 69e73dbf47f34ce924cda7a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Schema configuration":"Base"}. This record does not assert independent reproduction. ### Qwen2.5-3B Task Completion Rate: 0.038. Result ID: 69e73dbf47f34ce924cda7a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Schema configuration":"PA-Tool"}. This record does not assert independent reproduction. ### Qwen2.5-3B Task Completion Rate: 0.037. Result ID: 69e73dbf47f34ce924cda79f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Schema configuration":"Base"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.