# Symbolic Regression on LLM-SRBench bio\_pop\_growth Source: [Symbolic Regression on LLM-SRBench bio\_pop\_growth]() Collection index: [llms.txt]() Data updated: 2026-05-18T06:47:37.367Z Evaluation of Symbolic Regression performance on the LLM-SRBench bio\_pop\_growth dataset subset, reporting reward and LLM usage statistics. 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 | Symbolic Regression | | Dataset (including any stated split) | LLM-SRBench bio\_pop\_growth | | Metric | Best Reward | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Best Reward](): Higher is better; unit: SCALAR. - [LLM Calls](): Lower is better; unit: SCALAR. ## Recorded results | Method | Best Reward | Result date | Report paper | | --- | --- | --- | --- | | SMCEVOLVE | 8.9725 | Not recorded | 6a0a9d0adbc836b87d82b376 | | OPENEVOLVE | 8.9602 | Not recorded | 6a0a9d0adbc836b87d82b376 | | REEVO | 8.9428 | Not recorded | 6a0a9d0adbc836b87d82b376 | | SHINKAEVOLVE | 8.8261 | Not recorded | 6a0a9d0adbc836b87d82b376 | | SMCEVOLVE | 7.1159 | Not recorded | 6a0a9d0adbc836b87d82b376 | | SMCEVOLVE | 7.1021 | Not recorded | 6a0a9d0adbc836b87d82b376 | | SHINKAEVOLVE | 6.47 | Not recorded | 6a0a9d0adbc836b87d82b376 | | SMCEVOLVE | 6.4054 | Not recorded | 6a0a9d0adbc836b87d82b376 | | OPENEVOLVE | 5.98 | Not recorded | 6a0a9d0adbc836b87d82b376 | | SHINKAEVOLVE | 5.8589 | Not recorded | 6a0a9d0adbc836b87d82b376 | | OPENEVOLVE | 5.0918 | Not recorded | 6a0a9d0adbc836b87d82b376 | | REEVO | 4.9052 | Not recorded | 6a0a9d0adbc836b87d82b376 | | SHINKAEVOLVE | 4.2176 | Not recorded | 6a0a9d0adbc836b87d82b376 | | REEVO | 3.4338 | Not recorded | 6a0a9d0adbc836b87d82b376 | | OPENEVOLVE | 2.8472 | Not recorded | 6a0a9d0adbc836b87d82b376 | | REEVO | -0.0962 | Not recorded | 6a0a9d0adbc836b87d82b376 | ### SMCEVOLVE Best Reward: 8.9725. Result ID: 6a0ab48947f34ce924f035e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task":"BPG3"}. This record does not assert independent reproduction. ### OPENEVOLVE Best Reward: 8.9602. Result ID: 6a0ab48947f34ce924f035e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task":"BPG3"}. This record does not assert independent reproduction. ### REEVO Best Reward: 8.9428. Result ID: 6a0ab48947f34ce924f035e3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task":"BPG3"}. This record does not assert independent reproduction. ### SHINKAEVOLVE Best Reward: 8.8261. Result ID: 6a0ab48947f34ce924f035e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task":"BPG3"}. This record does not assert independent reproduction. ### SMCEVOLVE Best Reward: 7.1159. Result ID: 6a0ab48947f34ce924f035de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task":"BPG1"}. This record does not assert independent reproduction. ### SMCEVOLVE Best Reward: 7.1021. Result ID: 6a0ab48947f34ce924f035da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task":"BPG0"}. This record does not assert independent reproduction. ### SHINKAEVOLVE Best Reward: 6.47. Result ID: 6a0ab48947f34ce924f035d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task":"BPG0"}. This record does not assert independent reproduction. ### SMCEVOLVE Best Reward: 6.4054. Result ID: 6a0ab48947f34ce924f035e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task":"BPG2"}. This record does not assert independent reproduction. ### OPENEVOLVE Best Reward: 5.98. Result ID: 6a0ab48947f34ce924f035e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task":"BPG2"}. This record does not assert independent reproduction. ### SHINKAEVOLVE Best Reward: 5.8589. Result ID: 6a0ab48947f34ce924f035dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task":"BPG1"}. This record does not assert independent reproduction. ### OPENEVOLVE Best Reward: 5.0918. Result ID: 6a0ab48947f34ce924f035d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task":"BPG0"}. This record does not assert independent reproduction. ### REEVO Best Reward: 4.9052. Result ID: 6a0ab48947f34ce924f035d7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task":"BPG0"}. This record does not assert independent reproduction. ### SHINKAEVOLVE Best Reward: 4.2176. Result ID: 6a0ab48947f34ce924f035e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task":"BPG2"}. This record does not assert independent reproduction. ### REEVO Best Reward: 3.4338. Result ID: 6a0ab48947f34ce924f035db. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task":"BPG1"}. This record does not assert independent reproduction. ### OPENEVOLVE Best Reward: 2.8472. Result ID: 6a0ab48947f34ce924f035dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task":"BPG1"}. This record does not assert independent reproduction. ### REEVO Best Reward: -0.0962. Result ID: 6a0ab48947f34ce924f035df. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task":"BPG2"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.