# Long-form generation factuality and uncertainty estimation on LongFact (test) Source: [Long-form generation factuality and uncertainty estimation on LongFact (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:45:08.620Z Evaluation of model performance on the test split of the LongFact dataset, focusing on assessing the factuality and uncertainty estimation capabilities of long-form generated text. 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 | Long-form generation factuality and uncertainty estimation | | Dataset (including any stated split) | LongFact (test) | | Metric | Factuality Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [Factuality Score](): Higher is better; unit: PERCENT. - [Uncertainty Accuracy](): Higher is better; unit: PERCENT. - [Inconsistency Rate](): Lower is better; unit: PERCENT. ## Recorded results | Method | Factuality Score | Result date | Report paper | | --- | --- | --- | --- | | LOGU-DPO | 91.5 | Not recorded | 68fa79201e209131cea7c409 | | LOGU-DPO | 91.3 | Not recorded | 68fa79201e209131cea7c409 | | Unc-Zero | 89.3 | Not recorded | 68fa79201e209131cea7c409 | | LOGU-SFT | 88.6 | Not recorded | 68fa79201e209131cea7c409 | | Unc-Zero | 88.5 | Not recorded | 68fa79201e209131cea7c409 | | Unc-Few | 88.3 | Not recorded | 68fa79201e209131cea7c409 | | LOGU-SFT | 87.5 | Not recorded | 68fa79201e209131cea7c409 | | Pair-Few | 86.7 | Not recorded | 68fa79201e209131cea7c409 | | Orig. | 86.2 | Not recorded | 68fa79201e209131cea7c409 | | Self-Refine | 86.2 | Not recorded | 68fa79201e209131cea7c409 | | Pair-Few | 86.1 | Not recorded | 68fa79201e209131cea7c409 | | Unc-Few | 85.6 | Not recorded | 68fa79201e209131cea7c409 | | Orig. | 85.5 | Not recorded | 68fa79201e209131cea7c409 | | Self-Refine | 85 | Not recorded | 68fa79201e209131cea7c409 | ### LOGU-DPO Factuality Score: 91.5. Result ID: 6995c80f3badfaffe6cbbfbe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Llama3-8B-Instruct","Method Category":"Training-Based"}. This record does not assert independent reproduction. ### LOGU-DPO Factuality Score: 91.3. Result ID: 6995c80f3badfaffe6cbbfb7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Mistral-7B-Instruct","Method Category":"Training-Based"}. This record does not assert independent reproduction. ### Unc-Zero Factuality Score: 89.3. Result ID: 6995c80f3badfaffe6cbbfb9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama3-8B-Instruct","Method Category":"Prompt-Based"}. This record does not assert independent reproduction. ### LOGU-SFT Factuality Score: 88.6. Result ID: 6995c80f3badfaffe6cbbfb6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Mistral-7B-Instruct","Method Category":"Training-Based"}. This record does not assert independent reproduction. ### Unc-Zero Factuality Score: 88.5. Result ID: 6995c80f3badfaffe6cbbfb2. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Mistral-7B-Instruct","Method Category":"Prompt-Based"}. This record does not assert independent reproduction. ### Unc-Few Factuality Score: 88.3. Result ID: 6995c80f3badfaffe6cbbfba. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama3-8B-Instruct","Method Category":"Prompt-Based"}. This record does not assert independent reproduction. ### LOGU-SFT Factuality Score: 87.5. Result ID: 6995c80f3badfaffe6cbbfbd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Llama3-8B-Instruct","Method Category":"Training-Based"}. This record does not assert independent reproduction. ### Pair-Few Factuality Score: 86.7. Result ID: 6995c80f3badfaffe6cbbfbb. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama3-8B-Instruct","Method Category":"Prompt-Based"}. This record does not assert independent reproduction. ### Orig. Factuality Score: 86.2. Result ID: 6995c80f3badfaffe6cbbfb1. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Mistral-7B-Instruct","Method Category":"Original Model"}. This record does not assert independent reproduction. ### Self-Refine Factuality Score: 86.2. Result ID: 6995c80f3badfaffe6cbbfb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Mistral-7B-Instruct","Method Category":"Prompt-Based"}. This record does not assert independent reproduction. ### Pair-Few Factuality Score: 86.1. Result ID: 6995c80f3badfaffe6cbbfb4. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Mistral-7B-Instruct","Method Category":"Prompt-Based"}. This record does not assert independent reproduction. ### Unc-Few Factuality Score: 85.6. Result ID: 6995c80f3badfaffe6cbbfb3. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Mistral-7B-Instruct","Method Category":"Prompt-Based"}. This record does not assert independent reproduction. ### Orig. Factuality Score: 85.5. Result ID: 6995c80f3badfaffe6cbbfb8. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama3-8B-Instruct","Method Category":"Original Model"}. This record does not assert independent reproduction. ### Self-Refine Factuality Score: 85. Result ID: 6995c80f3badfaffe6cbbfbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama3-8B-Instruct","Method Category":"Prompt-Based"}. This record does not assert independent reproduction. Page 1 of 1. 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