# Confidence Estimation (Freeform Tagging) on WildHallu Source: [Confidence Estimation (Freeform Tagging) on WildHallu]() Collection index: [llms.txt]() Data updated: 2026-05-15T07:01:08.151Z Evaluation of model confidence estimation performance using freeform tagging methodology on the WildHallu dataset, measured using Brier Score (BS), ECE-M, and Scaled Calibration (SC). 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 | Confidence Estimation (Freeform Tagging) | | Dataset (including any stated split) | WildHallu | | Metric | Brier Score (BS) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 11 of 11 | | 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 - [Brier Score (BS)](): Lower is better; unit: SCALAR. - [ECE-M](): Lower is better; unit: PERCENT. - [Scaled Calibration (SC)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Brier Score (BS) | Result date | Report paper | | --- | --- | --- | --- | | LOVEC-DPO | 4.1 | Not recorded | 68fa78e61e209131cea7b12b | | LOVEC-GRPO | 6 | Not recorded | 68fa78e61e209131cea7b12b | | LOVEC-DPO | 6.3 | Not recorded | 68fa78e61e209131cea7b12b | | LOVEC-GRPO | 7.3 | Not recorded | 68fa78e61e209131cea7b12b | | LOVEC-SFT | 8 | Not recorded | 68fa78e61e209131cea7b12b | | LOVEC-SFT | 8.9 | Not recorded | 68fa78e61e209131cea7b12b | | luq | 11.9 | Not recorded | 68fa78e61e209131cea7b12b | | Self-Cons | 13.4 | Not recorded | 68fa78e61e209131cea7b12b | | Verb-Conf | 18.5 | Not recorded | 68fa78e61e209131cea7b12b | | p(true) | 19.3 | Not recorded | 68fa78e61e209131cea7b12b | | Vanilla | 22.5 | Not recorded | 68fa78e61e209131cea7b12b | ### LOVEC-DPO Brier Score (BS): 4.1. Result ID: 6a06c4b047f34ce924edd331. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Gemma-2-9B-It","Tagging Strategy":"Sentence-level iterative tagging"}. This record does not assert independent reproduction. ### LOVEC-GRPO Brier Score (BS): 6. Result ID: 6a06c4b047f34ce924edd31b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tagging Format":"Freeform","Backbone":"Llama3-8B-Instruct","Decoding Strategy":"Greedy"}. This record does not assert independent reproduction. ### LOVEC-DPO Brier Score (BS): 6.3. Result ID: 6a06c4b047f34ce924edd31c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tagging Format":"Freeform","Backbone":"Llama3-8B-Instruct","Decoding Strategy":"Greedy"}. This record does not assert independent reproduction. ### LOVEC-GRPO Brier Score (BS): 7.3. Result ID: 6a06c4b047f34ce924edd330. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Gemma-2-9B-It","Tagging Strategy":"Sentence-level iterative tagging"}. This record does not assert independent reproduction. ### LOVEC-SFT Brier Score (BS): 8. Result ID: 6a06c4b047f34ce924edd32f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Gemma-2-9B-It","Tagging Strategy":"Sentence-level iterative tagging"}. This record does not assert independent reproduction. ### LOVEC-SFT Brier Score (BS): 8.9. Result ID: 6a06c4b047f34ce924edd31a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tagging Format":"Freeform","Backbone":"Llama3-8B-Instruct","Decoding Strategy":"Greedy"}. This record does not assert independent reproduction. ### luq Brier Score (BS): 11.9. Result ID: 6a06c4b047f34ce924edd32a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Gemma-2-9B-It","Tagging Strategy":"Sentence-level iterative tagging"}. This record does not assert independent reproduction. ### Self-Cons Brier Score (BS): 13.4. Result ID: 6a06c4b047f34ce924edd32e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Gemma-2-9B-It","Tagging Strategy":"Sentence-level iterative tagging"}. This record does not assert independent reproduction. ### Verb-Conf Brier Score (BS): 18.5. Result ID: 6a06c4b047f34ce924edd32d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Gemma-2-9B-It","Tagging Strategy":"Sentence-level iterative tagging"}. This record does not assert independent reproduction. ### p(true) Brier Score (BS): 19.3. Result ID: 6a06c4b047f34ce924edd32c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Gemma-2-9B-It","Tagging Strategy":"Sentence-level iterative tagging"}. This record does not assert independent reproduction. ### Vanilla Brier Score (BS): 22.5. Result ID: 6a06c4b047f34ce924edd32b. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"Gemma-2-9B-It","Tagging Strategy":"Sentence-level iterative tagging"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.