# Multi-turn Coding on Novel 35-turn coding workflow Source: [Multi-turn Coding on Novel 35-turn coding workflow]() Collection index: [llms.txt]() Data updated: 2026-05-27T08:00:27.701Z Evaluation of model performance on multi-turn coding workflows, focusing on latency metrics such as median time per turn and total wall time. 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 | Multi-turn Coding | | Dataset (including any stated split) | Novel 35-turn coding workflow | | Metric | Median Time per Turn (ms) | | Unit | TIME | | Direction | Lower is better | | Results loaded | 3 of 3 | | 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 - [Median Time per Turn (ms)](): Lower is better; unit: TIME. - [Total Wall Time (s)](): Lower is better; unit: TIME. - [Relative Wall Time vs LayerScale](): Higher is better; unit: SCALAR. ## Recorded results | Method | Median Time per Turn (ms) | Result date | Report paper | | --- | --- | --- | --- | | LayerScale | 647 | Not recorded | 6a167aa3dbd7150506f8002d | | SGLang | 2732 | Not recorded | 6a167aa3dbd7150506f8002d | | vLLM | 2743 | Not recorded | 6a167aa3dbd7150506f8002d | ### LayerScale Median Time per Turn (ms): 647. Result ID: 6a16a3e2fbc373592c0f9319. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"caching":"no response-cache hits"}. This record does not assert independent reproduction. ### SGLang Median Time per Turn (ms): 2732. Result ID: 6a16a3e2fbc373592c0f931b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"caching":"no response-cache hits"}. This record does not assert independent reproduction. ### vLLM Median Time per Turn (ms): 2743. Result ID: 6a16a3e2fbc373592c0f931a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"caching":"no response-cache hits"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.