# Uncertainty Quantification on CNN/DailyMail Source: [Uncertainty Quantification on CNN/DailyMail]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:46:21.495Z Evaluation of model performance on the CNN/DailyMail dataset specifically focusing on Uncertainty Quantification, measured using metrics like Hamming AUC, F1 AUC, and Align Score AUC. 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 | Uncertainty Quantification | | Dataset (including any stated split) | CNN/DailyMail | | Metric | Hamming AUC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 - [Hamming AUC](): Higher is better; unit: SCALAR. - [F1 AUC](): Higher is better; unit: SCALAR. - [Align Score AUC](): Higher is better; unit: SCALAR. ## Recorded results | Method | Hamming AUC | Result date | Report paper | | --- | --- | --- | --- | | Structure-Aware Minimum Bayes Risk Decoding | 0.745 | Not recorded | 697c3b0ba8b01e76cc8da4c7 | | Structure-Aware Minimum Bayes Risk Decoding | 0.732 | Not recorded | 697c3b0ba8b01e76cc8da4c7 | | Structure-Aware Minimum Bayes Risk Decoding | 0.709 | Not recorded | 697c3b0ba8b01e76cc8da4c7 | | Structure-Aware Minimum Bayes Risk Decoding | 0.672 | Not recorded | 697c3b0ba8b01e76cc8da4c7 | | COCOA | 0.628 | Not recorded | 697c3b0ba8b01e76cc8da4c7 | | SAR | 0.625 | Not recorded | 697c3b0ba8b01e76cc8da4c7 | | MSP | 0.605 | Not recorded | 697c3b0ba8b01e76cc8da4c7 | | SAR | 0.604 | Not recorded | 697c3b0ba8b01e76cc8da4c7 | | SAR | 0.594 | Not recorded | 697c3b0ba8b01e76cc8da4c7 | | KLE | 0.589 | Not recorded | 697c3b0ba8b01e76cc8da4c7 | | COCOA | 0.582 | Not recorded | 697c3b0ba8b01e76cc8da4c7 | | COCOA | 0.577 | Not recorded | 697c3b0ba8b01e76cc8da4c7 | | SE | 0.577 | Not recorded | 697c3b0ba8b01e76cc8da4c7 | | SE | 0.576 | Not recorded | 697c3b0ba8b01e76cc8da4c7 | | SE | 0.572 | Not recorded | 697c3b0ba8b01e76cc8da4c7 | | SAR | 0.57 | Not recorded | 697c3b0ba8b01e76cc8da4c7 | | KLE | 0.57 | Not recorded | 697c3b0ba8b01e76cc8da4c7 | | SE | 0.563 | Not recorded | 697c3b0ba8b01e76cc8da4c7 | | COCOA | 0.563 | Not recorded | 697c3b0ba8b01e76cc8da4c7 | | MSP | 0.546 | Not recorded | 697c3b0ba8b01e76cc8da4c7 | | KLE | 0.539 | Not recorded | 697c3b0ba8b01e76cc8da4c7 | | KLE | 0.534 | Not recorded | 697c3b0ba8b01e76cc8da4c7 | | MSP | 0.526 | Not recorded | 697c3b0ba8b01e76cc8da4c7 | | MSP | 0.523 | Not recorded | 697c3b0ba8b01e76cc8da4c7 | | P(True) | 0.517 | Not recorded | 697c3b0ba8b01e76cc8da4c7 | | P(True) | 0.515 | Not recorded | 697c3b0ba8b01e76cc8da4c7 | | P(True) | 0.479 | Not recorded | 697c3b0ba8b01e76cc8da4c7 | | P(True) | 0.432 | Not recorded | 697c3b0ba8b01e76cc8da4c7 | ### Structure-Aware Minimum Bayes Risk Decoding Hamming AUC: 0.745. Result ID: 6998fcd25698665ec4620bec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Gemma-3-4B"}. This record does not assert independent reproduction. ### Structure-Aware Minimum Bayes Risk Decoding Hamming AUC: 0.732. Result ID: 6998fcd25698665ec4620c01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-30B-A3B"}. This record does not assert independent reproduction. ### Structure-Aware Minimum Bayes Risk Decoding Hamming AUC: 0.709. Result ID: 6998fcd25698665ec4620bf3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Gemma-3-12B"}. This record does not assert independent reproduction. ### Structure-Aware Minimum Bayes Risk Decoding Hamming AUC: 0.672. Result ID: 6998fcd25698665ec4620bfa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-4B"}. This record does not assert independent reproduction. ### COCOA Hamming AUC: 0.628. Result ID: 6998fcd25698665ec4620bfd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-30B-A3B"}. This record does not assert independent reproduction. ### SAR Hamming AUC: 0.625. Result ID: 6998fcd25698665ec4620bfc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-30B-A3B"}. This record does not assert independent reproduction. ### MSP Hamming AUC: 0.605. Result ID: 6998fcd25698665ec4620c00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-30B-A3B"}. This record does not assert independent reproduction. ### SAR Hamming AUC: 0.604. Result ID: 6998fcd25698665ec4620bf5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-4B"}. This record does not assert independent reproduction. ### SAR Hamming AUC: 0.594. Result ID: 6998fcd25698665ec4620be7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Gemma-3-4B"}. This record does not assert independent reproduction. ### KLE Hamming AUC: 0.589. Result ID: 6998fcd25698665ec4620bfe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-30B-A3B"}. This record does not assert independent reproduction. ### COCOA Hamming AUC: 0.582. Result ID: 6998fcd25698665ec4620bf6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-4B"}. This record does not assert independent reproduction. ### COCOA Hamming AUC: 0.577. Result ID: 6998fcd25698665ec4620be8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Gemma-3-4B"}. This record does not assert independent reproduction. ### SE Hamming AUC: 0.577. Result ID: 6998fcd25698665ec4620bf8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-4B"}. This record does not assert independent reproduction. ### SE Hamming AUC: 0.576. Result ID: 6998fcd25698665ec4620bff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-30B-A3B"}. This record does not assert independent reproduction. ### SE Hamming AUC: 0.572. Result ID: 6998fcd25698665ec4620bf1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Gemma-3-12B"}. This record does not assert independent reproduction. ### SAR Hamming AUC: 0.57. Result ID: 6998fcd25698665ec4620bee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Gemma-3-12B"}. This record does not assert independent reproduction. ### KLE Hamming AUC: 0.57. Result ID: 6998fcd25698665ec4620bf7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-4B"}. This record does not assert independent reproduction. ### SE Hamming AUC: 0.563. Result ID: 6998fcd25698665ec4620bea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Gemma-3-4B"}. This record does not assert independent reproduction. ### COCOA Hamming AUC: 0.563. Result ID: 6998fcd25698665ec4620bef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Gemma-3-12B"}. This record does not assert independent reproduction. ### MSP Hamming AUC: 0.546. Result ID: 6998fcd25698665ec4620bf9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-4B"}. This record does not assert independent reproduction. ### KLE Hamming AUC: 0.539. Result ID: 6998fcd25698665ec4620be9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Gemma-3-4B"}. This record does not assert independent reproduction. ### KLE Hamming AUC: 0.534. Result ID: 6998fcd25698665ec4620bf0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Gemma-3-12B"}. This record does not assert independent reproduction. ### MSP Hamming AUC: 0.526. Result ID: 6998fcd25698665ec4620beb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Gemma-3-4B"}. This record does not assert independent reproduction. ### MSP Hamming AUC: 0.523. Result ID: 6998fcd25698665ec4620bf2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Gemma-3-12B"}. This record does not assert independent reproduction. ### P(True) Hamming AUC: 0.517. Result ID: 6998fcd25698665ec4620bf4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-4B"}. This record does not assert independent reproduction. ### P(True) Hamming AUC: 0.515. Result ID: 6998fcd25698665ec4620bfb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-30B-A3B"}. This record does not assert independent reproduction. ### P(True) Hamming AUC: 0.479. Result ID: 6998fcd25698665ec4620be6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Gemma-3-4B"}. This record does not assert independent reproduction. ### P(True) Hamming AUC: 0.432. Result ID: 6998fcd25698665ec4620bed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Gemma-3-12B"}. This record does not assert independent reproduction. 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