# Pointwise Engagement Prediction on Borderlands 3 Source: [Pointwise Engagement Prediction on Borderlands 3]() Collection index: [llms.txt]() Data updated: 2026-03-20T09:02:47.129Z Evaluation of Pointwise Engagement Prediction performance on the Borderlands 3 dataset, measured using Accuracy (%). 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 | Pointwise Engagement Prediction | | Dataset (including any stated split) | Borderlands 3 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Qwen | 84.2 | Not recorded | 69bcd4720636e5bf4afc291c | | InternVL | 83.4 | Not recorded | 69bcd4720636e5bf4afc291c | | Qwen | 83.1 | Not recorded | 69bcd4720636e5bf4afc291c | | GPT-4o | 83.1 | Not recorded | 69bcd4720636e5bf4afc291c | | Majority-class baseline | 81.4 | Not recorded | 69bcd4720636e5bf4afc291c | | InternVL | 81.4 | Not recorded | 69bcd4720636e5bf4afc291c | | InternVL | 81.4 | Not recorded | 69bcd4720636e5bf4afc291c | | Qwen | 81.4 | Not recorded | 69bcd4720636e5bf4afc291c | | GPT-4o | 81.4 | Not recorded | 69bcd4720636e5bf4afc291c | | InternVL | 79.7 | Not recorded | 69bcd4720636e5bf4afc291c | | InternVL | 79.7 | Not recorded | 69bcd4720636e5bf4afc291c | | Qwen | 75.4 | Not recorded | 69bcd4720636e5bf4afc291c | | Qwen | 54.2 | Not recorded | 69bcd4720636e5bf4afc291c | | InternVL | 53.5 | Not recorded | 69bcd4720636e5bf4afc291c | | Qwen | 49.2 | Not recorded | 69bcd4720636e5bf4afc291c | ### Qwen Accuracy: 84.2. Result ID: 69bd0d2647f34ce924a74007. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"S5"}. This record does not assert independent reproduction. ### InternVL Accuracy: 83.4. Result ID: 69bd0d2647f34ce924a73fff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"S3"}. This record does not assert independent reproduction. ### Qwen Accuracy: 83.1. Result ID: 69bd0d2647f34ce924a74003. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"S1"}. This record does not assert independent reproduction. ### GPT-4o Accuracy: 83.1. Result ID: 69bd0d2647f34ce924a74009. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"S1"}. This record does not assert independent reproduction. ### Majority-class baseline Accuracy: 81.4. Result ID: 69bd0d2647f34ce924a73ffc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InternVL Accuracy: 81.4. Result ID: 69bd0d2647f34ce924a73ffe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"S2"}. This record does not assert independent reproduction. ### InternVL Accuracy: 81.4. Result ID: 69bd0d2647f34ce924a74002. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"S6"}. This record does not assert independent reproduction. ### Qwen Accuracy: 81.4. Result ID: 69bd0d2647f34ce924a74004. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"S2"}. This record does not assert independent reproduction. ### GPT-4o Accuracy: 81.4. Result ID: 69bd0d2647f34ce924a7400a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"S2"}. This record does not assert independent reproduction. ### InternVL Accuracy: 79.7. Result ID: 69bd0d2647f34ce924a73ffd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"S1"}. This record does not assert independent reproduction. ### InternVL Accuracy: 79.7. Result ID: 69bd0d2647f34ce924a74000. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"S4"}. This record does not assert independent reproduction. ### Qwen Accuracy: 75.4. Result ID: 69bd0d2647f34ce924a74005. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"S3"}. This record does not assert independent reproduction. ### Qwen Accuracy: 54.2. Result ID: 69bd0d2647f34ce924a74008. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"S6"}. This record does not assert independent reproduction. ### InternVL Accuracy: 53.5. Result ID: 69bd0d2647f34ce924a74001. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"S5"}. This record does not assert independent reproduction. ### Qwen Accuracy: 49.2. Result ID: 69bd0d2647f34ce924a74006. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"S4"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.