# Molecular activity ranking on MoleculeNet HIV (test) Source: [Molecular activity ranking on MoleculeNet HIV (test)]() Collection index: [llms.txt]() Data updated: 2026-03-16T09:39:22.960Z Evaluation of model performance on the test split of the MoleculeNet HIV dataset for molecular activity ranking tasks, typically measured using DQS and BSDS0.05. 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 | Molecular activity ranking | | Dataset (including any stated split) | MoleculeNet HIV (test) | | Metric | DQS | | 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 - [DQS](): Higher is better; unit: SCALAR. - [BSDS0.05](): Higher is better; unit: SCALAR. ## Recorded results | Method | DQS | Result date | Report paper | | --- | --- | --- | --- | | Greedy-ML | -0.046 | Not recorded | 69b78e930636e5bf4afbdc1e | | Qwen3-235B | -0.126 | Not recorded | 69b78e930636e5bf4afbdc1e | | ChatGPT-5.2 | -0.138 | Not recorded | 69b78e930636e5bf4afbdc1e | | Claude | -0.141 | Not recorded | 69b78e930636e5bf4afbdc1e | | Qwen3-235B | -0.141 | Not recorded | 69b78e930636e5bf4afbdc1e | | ChatGPT-5.2 | -0.159 | Not recorded | 69b78e930636e5bf4afbdc1e | | Claude | -0.161 | Not recorded | 69b78e930636e5bf4afbdc1e | | GLM-5 | -0.28 | Not recorded | 69b78e930636e5bf4afbdc1e | | DeepSeek-V3.1 | -0.318 | Not recorded | 69b78e930636e5bf4afbdc1e | | Gemini | -0.585 | Not recorded | 69b78e930636e5bf4afbdc1e | | Claude | -0.678 | Not recorded | 69b78e930636e5bf4afbdc1e | | ChatGPT-5.2 | -0.683 | Not recorded | 69b78e930636e5bf4afbdc1e | | DeepSeek-V3.1 | -0.774 | Not recorded | 69b78e930636e5bf4afbdc1e | | Llama-4-Maverick | -0.802 | Not recorded | 69b78e930636e5bf4afbdc1e | | GLM-5 | -0.836 | Not recorded | 69b78e930636e5bf4afbdc1e | | Qwen3-235B | -0.861 | Not recorded | 69b78e930636e5bf4afbdc1e | ### Greedy-ML DQS: -0.046. Result ID: 69b7ced847f34ce9249fd889. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen3-235B DQS: -0.126. Result ID: 69b7ced847f34ce9249fd886. [Reporting paper]() Recorded evaluation configuration: {"Mode":"Few-shot Rerank","k":"3"}. This record does not assert independent reproduction. ### ChatGPT-5.2 DQS: -0.138. Result ID: 69b7ced847f34ce9249fd87c. [Reporting paper]() Recorded evaluation configuration: {"Mode":"Few-shot Rerank","k":"3"}. This record does not assert independent reproduction. ### Claude DQS: -0.141. Result ID: 69b7ced847f34ce9249fd87f. [Reporting paper]() Recorded evaluation configuration: {"Mode":"Few-shot Rerank","k":"3"}. This record does not assert independent reproduction. ### Qwen3-235B DQS: -0.141. Result ID: 69b7ced847f34ce9249fd885. [Reporting paper]() Recorded evaluation configuration: {"Mode":"Rerank"}. This record does not assert independent reproduction. ### ChatGPT-5.2 DQS: -0.159. Result ID: 69b7ced847f34ce9249fd87b. [Reporting paper]() Recorded evaluation configuration: {"Mode":"Rerank"}. This record does not assert independent reproduction. ### Claude DQS: -0.161. Result ID: 69b7ced847f34ce9249fd87e. [Reporting paper]() Recorded evaluation configuration: {"Mode":"Rerank"}. This record does not assert independent reproduction. ### GLM-5 DQS: -0.28. Result ID: 69b7ced847f34ce9249fd888. [Reporting paper]() Recorded evaluation configuration: {"Mode":"Rerank"}. This record does not assert independent reproduction. ### DeepSeek-V3.1 DQS: -0.318. Result ID: 69b7ced847f34ce9249fd882. [Reporting paper]() Recorded evaluation configuration: {"Mode":"Rerank"}. This record does not assert independent reproduction. ### Gemini DQS: -0.585. Result ID: 69b7ced847f34ce9249fd880. [Reporting paper]() Recorded evaluation configuration: {"Mode":"Direct"}. This record does not assert independent reproduction. ### Claude DQS: -0.678. Result ID: 69b7ced847f34ce9249fd87d. [Reporting paper]() Recorded evaluation configuration: {"Mode":"Direct"}. This record does not assert independent reproduction. ### ChatGPT-5.2 DQS: -0.683. Result ID: 69b7ced847f34ce9249fd87a. [Reporting paper]() Recorded evaluation configuration: {"Mode":"Direct"}. This record does not assert independent reproduction. ### DeepSeek-V3.1 DQS: -0.774. Result ID: 69b7ced847f34ce9249fd881. [Reporting paper]() Recorded evaluation configuration: {"Mode":"Direct"}. This record does not assert independent reproduction. ### Llama-4-Maverick DQS: -0.802. Result ID: 69b7ced847f34ce9249fd883. [Reporting paper]() Recorded evaluation configuration: {"Mode":"Direct"}. This record does not assert independent reproduction. ### GLM-5 DQS: -0.836. Result ID: 69b7ced847f34ce9249fd887. [Reporting paper]() Recorded evaluation configuration: {"Mode":"Direct"}. This record does not assert independent reproduction. ### Qwen3-235B DQS: -0.861. Result ID: 69b7ced847f34ce9249fd884. [Reporting paper]() Recorded evaluation configuration: {"Mode":"Direct"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.