# Multi-turn Response Generation on MT-Bench (test) Source: [Multi-turn Response Generation on MT-Bench (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:44.504Z Evaluation of multi-turn response generation quality using turn-specific scores (Turn 1, Turn 2, Overall) on the test split of the MT-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 | Multi-turn response generation | | Dataset (including any stated split) | MT-Bench (test) | | Metric | Turn 1 Score | | Unit | SCALAR | | 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 - [Turn 1 Score](): Higher is better; unit: SCALAR. - [Turn 2 Score](): Higher is better; unit: SCALAR. - [Overall Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Turn 1 Score | Result date | Report paper | | --- | --- | --- | --- | | TLCR | 5.71 | Not recorded | 68fa76161e209131cea6b58f | | ReMax | 5.66 | Not recorded | 68fa76161e209131cea6b58f | | TLCRfixed | 5.47 | Not recorded | 68fa76161e209131cea6b58f | | PPOseq | 5.29 | Not recorded | 68fa76161e209131cea6b58f | | FIGA | 5.11 | Not recorded | 68fa76161e209131cea6b58f | | DPO | 5.1 | Not recorded | 68fa76161e209131cea6b58f | | PPOsynthetic | 4.9 | Not recorded | 68fa76161e209131cea6b58f | | SFT | 4.78 | Not recorded | 68fa76161e209131cea6b58f | ### TLCR Turn 1 Score: 5.71. Result ID: 6994104d3a6c3148491ac90a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"reward\_type":"token-level (continuous)"}. This record does not assert independent reproduction. ### ReMax Turn 1 Score: 5.66. Result ID: 6994104d3a6c3148491ac906. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TLCRfixed Turn 1 Score: 5.47. Result ID: 6994104d3a6c3148491ac909. [Reporting paper]() Recorded evaluation configuration: {"reward\_type":"token-level (discrete)"}. This record does not assert independent reproduction. ### PPOseq Turn 1 Score: 5.29. Result ID: 6994104d3a6c3148491ac905. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"reward\_type":"sequence-level"}. This record does not assert independent reproduction. ### FIGA Turn 1 Score: 5.11. Result ID: 6994104d3a6c3148491ac907. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DPO Turn 1 Score: 5.1. Result ID: 6994104d3a6c3148491ac904. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PPOsynthetic Turn 1 Score: 4.9. Result ID: 6994104d3a6c3148491ac908. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training\_data":"synthetic"}. This record does not assert independent reproduction. ### SFT Turn 1 Score: 4.78. Result ID: 6994104d3a6c3148491ac903. [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.