# Goal Alignment on PPS-Bench Mean across languages Source: [Goal Alignment on PPS-Bench Mean across languages]() Collection index: [llms.txt]() Data updated: 2026-04-01T08:57:35.696Z Evaluation of model performance on Goal Alignment using the aggregate results across all languages in the PPS-Bench suite, measured by the Goal Alignment Score. 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 | Goal Alignment | | Dataset (including any stated split) | PPS-Bench Mean across languages | | Metric | Goal Alignment Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [Goal Alignment Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Goal Alignment Score | Result date | Report paper | | --- | --- | --- | --- | | Claude | 5 | Not recorded | 69cca6aa0636e5bf4afcbcd1 | | Claude | 4.994 | Not recorded | 69cca6aa0636e5bf4afcbcd1 | | Claude | 4.989 | Not recorded | 69cca6aa0636e5bf4afcbcd1 | | Gemini | 4.989 | Not recorded | 69cca6aa0636e5bf4afcbcd1 | | GPT-4o | 4.972 | Not recorded | 69cca6aa0636e5bf4afcbcd1 | | GPT-4o | 4.972 | Not recorded | 69cca6aa0636e5bf4afcbcd1 | | Gemini | 4.961 | Not recorded | 69cca6aa0636e5bf4afcbcd1 | | Gemini | 4.961 | Not recorded | 69cca6aa0636e5bf4afcbcd1 | | GPT-4o | 4.833 | Not recorded | 69cca6aa0636e5bf4afcbcd1 | | Claude | 4.817 | Not recorded | 69cca6aa0636e5bf4afcbcd1 | | Claude | 4.778 | Not recorded | 69cca6aa0636e5bf4afcbcd1 | | GPT-4o | 4.733 | Not recorded | 69cca6aa0636e5bf4afcbcd1 | | GPT-4o | 4.656 | Not recorded | 69cca6aa0636e5bf4afcbcd1 | | Gemini | 4.5 | Not recorded | 69cca6aa0636e5bf4afcbcd1 | | Claude | 4.378 | Not recorded | 69cca6aa0636e5bf4afcbcd1 | | GPT-4o | 4.244 | Not recorded | 69cca6aa0636e5bf4afcbcd1 | | Gemini | 3.956 | Not recorded | 69cca6aa0636e5bf4afcbcd1 | | Gemini | 3.8 | Not recorded | 69cca6aa0636e5bf4afcbcd1 | ### Claude Goal Alignment Score: 5. Result ID: 69ccddec47f34ce924b6b3fa. [Reporting paper]() Recorded evaluation configuration: {"Prompt Condition":"Cond E (CO-STAR)"}. This record does not assert independent reproduction. ### Claude Goal Alignment Score: 4.994. Result ID: 69ccddec47f34ce924b6b3f9. [Reporting paper]() Recorded evaluation configuration: {"Prompt Condition":"Cond D (AI-5W3H)"}. This record does not assert independent reproduction. ### Claude Goal Alignment Score: 4.989. Result ID: 69ccddec47f34ce924b6b3fb. [Reporting paper]() Recorded evaluation configuration: {"Prompt Condition":"Cond F (RISEN)"}. This record does not assert independent reproduction. ### Gemini Goal Alignment Score: 4.989. Result ID: 69ccddec47f34ce924b6b407. [Reporting paper]() Recorded evaluation configuration: {"Prompt Condition":"Cond F (RISEN)"}. This record does not assert independent reproduction. ### GPT-4o Goal Alignment Score: 4.972. Result ID: 69ccddec47f34ce924b6b400. [Reporting paper]() Recorded evaluation configuration: {"Prompt Condition":"Cond E (CO-STAR)"}. This record does not assert independent reproduction. ### GPT-4o Goal Alignment Score: 4.972. Result ID: 69ccddec47f34ce924b6b401. [Reporting paper]() Recorded evaluation configuration: {"Prompt Condition":"Cond F (RISEN)"}. This record does not assert independent reproduction. ### Gemini Goal Alignment Score: 4.961. Result ID: 69ccddec47f34ce924b6b405. [Reporting paper]() Recorded evaluation configuration: {"Prompt Condition":"Cond D (AI-5W3H)"}. This record does not assert independent reproduction. ### Gemini Goal Alignment Score: 4.961. Result ID: 69ccddec47f34ce924b6b406. [Reporting paper]() Recorded evaluation configuration: {"Prompt Condition":"Cond E (CO-STAR)"}. This record does not assert independent reproduction. ### GPT-4o Goal Alignment Score: 4.833. Result ID: 69ccddec47f34ce924b6b3ff. [Reporting paper]() Recorded evaluation configuration: {"Prompt Condition":"Cond D (AI-5W3H)"}. This record does not assert independent reproduction. ### Claude Goal Alignment Score: 4.817. Result ID: 69ccddec47f34ce924b6b3f8. [Reporting paper]() Recorded evaluation configuration: {"Prompt Condition":"Cond C (Manual 5W3H)"}. This record does not assert independent reproduction. ### Claude Goal Alignment Score: 4.778. Result ID: 69ccddec47f34ce924b6b3f6. [Reporting paper]() Recorded evaluation configuration: {"Prompt Condition":"Cond A (Simple)"}. This record does not assert independent reproduction. ### GPT-4o Goal Alignment Score: 4.733. Result ID: 69ccddec47f34ce924b6b3fe. [Reporting paper]() Recorded evaluation configuration: {"Prompt Condition":"Cond C (Manual 5W3H)"}. This record does not assert independent reproduction. ### GPT-4o Goal Alignment Score: 4.656. Result ID: 69ccddec47f34ce924b6b3fc. [Reporting paper]() Recorded evaluation configuration: {"Prompt Condition":"Cond A (Simple)"}. This record does not assert independent reproduction. ### Gemini Goal Alignment Score: 4.5. Result ID: 69ccddec47f34ce924b6b404. [Reporting paper]() Recorded evaluation configuration: {"Prompt Condition":"Cond C (Manual 5W3H)"}. This record does not assert independent reproduction. ### Claude Goal Alignment Score: 4.378. Result ID: 69ccddec47f34ce924b6b3f7. [Reporting paper]() Recorded evaluation configuration: {"Prompt Condition":"Cond B (JSON)"}. This record does not assert independent reproduction. ### GPT-4o Goal Alignment Score: 4.244. Result ID: 69ccddec47f34ce924b6b3fd. [Reporting paper]() Recorded evaluation configuration: {"Prompt Condition":"Cond B (JSON)"}. This record does not assert independent reproduction. ### Gemini Goal Alignment Score: 3.956. Result ID: 69ccddec47f34ce924b6b402. [Reporting paper]() Recorded evaluation configuration: {"Prompt Condition":"Cond A (Simple)"}. This record does not assert independent reproduction. ### Gemini Goal Alignment Score: 3.8. Result ID: 69ccddec47f34ce924b6b403. [Reporting paper]() Recorded evaluation configuration: {"Prompt Condition":"Cond B (JSON)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.