# Open-ended QA Response Ranking on GaokaoBench Minos Source: [Open-ended QA Response Ranking on GaokaoBench Minos]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:47:41.400Z Evaluation of model performance on open-ended question answering response ranking using the GaokaoBench Minos dataset, assessed using metrics like K, S, and RBO. 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 | Open-ended QA Response Ranking | | Dataset (including any stated split) | GaokaoBench Minos | | Metric | K Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [K Score](): Higher is better; unit: SCALAR. - [S Score](): Higher is better; unit: SCALAR. - [RBO (p=0.5)](): Higher is better; unit: SCALAR. - [RBO (p=0.9)](): Higher is better; unit: SCALAR. ## Recorded results | Method | K Score | Result date | Report paper | | --- | --- | --- | --- | | MinosEval | 59.77 | Not recorded | 68fa797f1e209131cea7dd11 | | MinosEval | 56.12 | Not recorded | 68fa797f1e209131cea7dd11 | | Listwise | 55.33 | Not recorded | 68fa797f1e209131cea7dd11 | | Pairwise | 45.71 | Not recorded | 68fa797f1e209131cea7dd11 | | LINKAGE | 37.45 | Not recorded | 68fa797f1e209131cea7dd11 | | Pointwise | 31.06 | Not recorded | 68fa797f1e209131cea7dd11 | | BERTScore | 12.92 | Not recorded | 68fa797f1e209131cea7dd11 | | BLEU | 11.08 | Not recorded | 68fa797f1e209131cea7dd11 | | ROUGE-L | 4.89 | Not recorded | 68fa797f1e209131cea7dd11 | ### MinosEval K Score: 59.77. Result ID: 698b4feb8d67a41d0a6cfcb6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Manual Factoid Classification":true}. This record does not assert independent reproduction. ### MinosEval K Score: 56.12. Result ID: 698b4feb8d67a41d0a6cfcb5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Listwise K Score: 55.33. Result ID: 698b4feb8d67a41d0a6cfcb3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Pairwise K Score: 45.71. Result ID: 698b4feb8d67a41d0a6cfcb2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LINKAGE K Score: 37.45. Result ID: 698b4feb8d67a41d0a6cfcb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Pointwise K Score: 31.06. Result ID: 698b4feb8d67a41d0a6cfcb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BERTScore K Score: 12.92. Result ID: 698b4feb8d67a41d0a6cfcb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BLEU K Score: 11.08. Result ID: 698b4feb8d67a41d0a6cfcae. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ROUGE-L K Score: 4.89. Result ID: 698b4feb8d67a41d0a6cfcaf. [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.