# Top-k Ranking on SummEval Source: [Top-k Ranking on SummEval]() Collection index: [llms.txt]() Data updated: 2026-07-03T07:52:02.364Z Evaluation of text summarization quality on the SummEval dataset using Top-k Ranking methodologies, measured by metrics such as top-k recall. 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 | Top-k Ranking | | Dataset (including any stated split) | SummEval | | Metric | Top-k Recall | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [Top-k Recall](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-k Recall | Result date | Report paper | | --- | --- | --- | --- | | Global-uncertainty | 88 | Not recorded | 6a4741fb143ebdcacacc5b2e | | Top-k-aware | 86 | Not recorded | 6a4741fb143ebdcacacc5b2e | | Top-k-aware | 85 | Not recorded | 6a4741fb143ebdcacacc5b2e | | Top-k-aware | 80 | Not recorded | 6a4741fb143ebdcacacc5b2e | | Round-robin | 76 | Not recorded | 6a4741fb143ebdcacacc5b2e | | Global-uncertainty | 76 | Not recorded | 6a4741fb143ebdcacacc5b2e | | Round-robin | 72 | Not recorded | 6a4741fb143ebdcacacc5b2e | | Global-uncertainty | 70 | Not recorded | 6a4741fb143ebdcacacc5b2e | | Top-k-aware | 68 | Not recorded | 6a4741fb143ebdcacacc5b2e | | Round-robin | 61 | Not recorded | 6a4741fb143ebdcacacc5b2e | | Global-uncertainty | 54 | Not recorded | 6a4741fb143ebdcacacc5b2e | | Round-robin | 53 | Not recorded | 6a4741fb143ebdcacacc5b2e | ### Global-uncertainty Top-k Recall: 88. Result ID: 6a476a2060b88bb339933559. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"320","Judge":"Llama-3.1-8B","Bias handling condition":"bias-aware"}. This record does not assert independent reproduction. ### Top-k-aware Top-k Recall: 86. Result ID: 6a476a2060b88bb339933550. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"200","Judge":"Llama-3.1-8B","Bias handling condition":"bias-aware"}. This record does not assert independent reproduction. ### Top-k-aware Top-k Recall: 85. Result ID: 6a476a2060b88bb339933551. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"320","Judge":"Llama-3.1-8B","Bias handling condition":"bias-aware"}. This record does not assert independent reproduction. ### Top-k-aware Top-k Recall: 80. Result ID: 6a476a2060b88bb33993354f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"120","Judge":"Llama-3.1-8B","Bias handling condition":"bias-aware"}. This record does not assert independent reproduction. ### Round-robin Top-k Recall: 76. Result ID: 6a476a2060b88bb339933555. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"320","Judge":"Llama-3.1-8B","Bias handling condition":"bias-aware"}. This record does not assert independent reproduction. ### Global-uncertainty Top-k Recall: 76. Result ID: 6a476a2060b88bb339933558. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"200","Judge":"Llama-3.1-8B","Bias handling condition":"bias-aware"}. This record does not assert independent reproduction. ### Round-robin Top-k Recall: 72. Result ID: 6a476a2060b88bb339933554. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"200","Judge":"Llama-3.1-8B","Bias handling condition":"bias-aware"}. This record does not assert independent reproduction. ### Global-uncertainty Top-k Recall: 70. Result ID: 6a476a2060b88bb339933557. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"120","Judge":"Llama-3.1-8B","Bias handling condition":"bias-aware"}. This record does not assert independent reproduction. ### Top-k-aware Top-k Recall: 68. Result ID: 6a476a2060b88bb33993354e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"60","Judge":"Llama-3.1-8B","Bias handling condition":"bias-aware"}. This record does not assert independent reproduction. ### Round-robin Top-k Recall: 61. Result ID: 6a476a2060b88bb339933553. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"120","Judge":"Llama-3.1-8B","Bias handling condition":"bias-aware"}. This record does not assert independent reproduction. ### Global-uncertainty Top-k Recall: 54. Result ID: 6a476a2060b88bb339933556. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"60","Judge":"Llama-3.1-8B","Bias handling condition":"bias-aware"}. This record does not assert independent reproduction. ### Round-robin Top-k Recall: 53. Result ID: 6a476a2060b88bb339933552. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"60","Judge":"Llama-3.1-8B","Bias handling condition":"bias-aware"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.