# test-conductivity-of-unknown-sub on ScienceWorld 20 unseen variants (test) Source: [test-conductivity-of-unknown-sub on ScienceWorld 20 unseen variants (test)]() Collection index: [llms.txt]() Data updated: 2026-03-09T07:19:27.064Z Evaluation of performance on the test-conductivity-of-unknown-sub task using the test split of the ScienceWorld 20 unseen variants dataset, measured by Return. 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 | test-conductivity-of-unknown-sub | | Dataset (including any stated split) | ScienceWorld 20 unseen variants (test) | | Metric | Return | | Unit | SCALAR | | 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 - [Return](): Higher is better; unit: SCALAR. ## Recorded results | Method | Return | Result date | Report paper | | --- | --- | --- | --- | | Naive | 81.7 | Not recorded | 69a125122d603e6de3e3c519 | | EMPO2 | 71.4 | Not recorded | 69a125122d603e6de3e3c519 | | Retrospex | 65.5 | Not recorded | 69a125122d603e6de3e3c519 | | GRPO | 9.5 | Not recorded | 69a125122d603e6de3e3c519 | | Reflexion | 2.6 | Not recorded | 69a125122d603e6de3e3c519 | ### Naive Return: 81.7. Result ID: 69ae73a66dbb7075b9561bac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Instruct","Learning Strategy":"Naive","Memory usage at test time":"None"}. This record does not assert independent reproduction. ### EMPO2 Return: 71.4. Result ID: 69ae73a66dbb7075b9561bb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Instruct","Learning Strategy":"Online RL","Memory usage at test time":"None"}. This record does not assert independent reproduction. ### Retrospex Return: 65.5. Result ID: 69ae73a66dbb7075b9561bae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Instruct","Learning Strategy":"Offline RL","Memory usage at test time":"None"}. This record does not assert independent reproduction. ### GRPO Return: 9.5. Result ID: 69ae73a66dbb7075b9561baf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Instruct","Learning Strategy":"Online RL","Memory usage at test time":"None"}. This record does not assert independent reproduction. ### Reflexion Return: 2.6. Result ID: 69ae73a66dbb7075b9561bad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B-Instruct","Learning Strategy":"Non-Parametric","Memory usage at test time":"None"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.