# Science Multiple-Choice Question Answering on ARC Challenge Source: [Science Multiple-Choice Question Answering on ARC Challenge]() Collection index: [llms.txt]() Data updated: 2026-03-17T07:21:32.252Z Evaluation of model performance on the ARC Challenge dataset for science multiple-choice question answering, measured by accuracy and delta. 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 | science multiple-choice question answering | | Dataset (including any stated split) | ARC Challenge | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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. - [Delta](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Berr. Text | 91 | Not recorded | 69b8e0040636e5bf4afbe967 | | Berr. BL | 87.5 | Not recorded | 69b8e0040636e5bf4afbe967 | | Berr. Latent | 81 | Not recorded | 69b8e0040636e5bf4afbe967 | | LLaDA + Sonnet Plan | 75.2 | Not recorded | 69b8e0040636e5bf4afbe967 | | LLaDA | 71.3 | Not recorded | 69b8e0040636e5bf4afbe967 | ### Berr. Text Accuracy: 91. Result ID: 69b900f547f34ce924a113bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Collaboration space":"Text-space","Description":"Best text-space collaboration result"}. This record does not assert independent reproduction. ### Berr. BL Accuracy: 87.5. Result ID: 69b900f547f34ce924a113be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Description":"LLaDA-only baseline by Berrayana et al."}. This record does not assert independent reproduction. ### Berr. Latent Accuracy: 81. Result ID: 69b900f547f34ce924a113c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Collaboration space":"Latent-space","Description":"Best latent-space DDLM→ARM result","Projector training":"trained Linear-GELU-Linear projector on 35K domain-specific samples"}. This record does not assert independent reproduction. ### LLaDA + Sonnet Plan Accuracy: 75.2. Result ID: 69b900f547f34ce924a113bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Plan conditioning":"Sonnet Plan"}. This record does not assert independent reproduction. ### LLaDA Accuracy: 71.3. Result ID: 69b900f547f34ce924a113bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Description":"LLaDA-only baseline"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.