# LLM-generated text detection on PubMed GPT4 Turbo Source: [LLM-generated text detection on PubMed GPT4 Turbo]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:05:59.219Z Evaluation of models for detecting LLM-generated text specifically from GPT-4 Turbo outputs on the PubMed dataset, measured using TPR at FPR 1%. 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 | LLM-generated text detection | | Dataset (including any stated split) | PubMed GPT4 Turbo | | Metric | TPR at FPR 1% | | Unit | PERCENT | | 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 - [TPR at FPR 1%](): Higher is better; unit: PERCENT. ## Recorded results | Method | TPR at FPR 1% | Result date | Report paper | | --- | --- | --- | --- | | ReMoDetect | 67.3 | Not recorded | 68fa759c1e209131cea68f2a | | ReMoDetect | 67.3 | Not recorded | 68fa759c1e209131cea68f2a | | Fast-DetectGPT | 27.3 | Not recorded | 68fa759c1e209131cea68f2a | | Fast-DetectGPT | 27.3 | Not recorded | 68fa759c1e209131cea68f2a | | LRR | 13.3 | Not recorded | 68fa759c1e209131cea68f2a | | LRR | 13.3 | Not recorded | 68fa759c1e209131cea68f2a | | Log-likelihood | 12.7 | Not recorded | 68fa759c1e209131cea68f2a | | Log-likelihood | 12.7 | Not recorded | 68fa759c1e209131cea68f2a | | Rank | 4.7 | Not recorded | 68fa759c1e209131cea68f2a | | NPR | 4.7 | Not recorded | 68fa759c1e209131cea68f2a | | Rank | 4.7 | Not recorded | 68fa759c1e209131cea68f2a | | NPR | 4.7 | Not recorded | 68fa759c1e209131cea68f2a | | DetectGPT | 0.7 | Not recorded | 68fa759c1e209131cea68f2a | | OpenAI-Detector | 0.7 | Not recorded | 68fa759c1e209131cea68f2a | | DetectGPT | 0.7 | Not recorded | 68fa759c1e209131cea68f2a | | OpenAI-Detector | 0.7 | Not recorded | 68fa759c1e209131cea68f2a | | ChatGPT-Detector | 0 | Not recorded | 68fa759c1e209131cea68f2a | | ChatGPT-Detector | 0 | Not recorded | 68fa759c1e209131cea68f2a | ### ReMoDetect TPR at FPR 1%: 67.3. Result ID: 6993f2c83a6c31484919b3cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ReMoDetect TPR at FPR 1%: 67.3. Result ID: 6993f2c83a6c31484919b5a8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Fast-DetectGPT TPR at FPR 1%: 27.3. Result ID: 6993f2c83a6c31484919b3cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Fast-DetectGPT TPR at FPR 1%: 27.3. Result ID: 6993f2c83a6c31484919b5a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LRR TPR at FPR 1%: 13.3. Result ID: 6993f2c83a6c31484919b3ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LRR TPR at FPR 1%: 13.3. Result ID: 6993f2c83a6c31484919b5a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Log-likelihood TPR at FPR 1%: 12.7. Result ID: 6993f2c83a6c31484919b3c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Log-likelihood TPR at FPR 1%: 12.7. Result ID: 6993f2c83a6c31484919b5a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Rank TPR at FPR 1%: 4.7. Result ID: 6993f2c83a6c31484919b3c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NPR TPR at FPR 1%: 4.7. Result ID: 6993f2c83a6c31484919b3cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Rank TPR at FPR 1%: 4.7. Result ID: 6993f2c83a6c31484919b5a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NPR TPR at FPR 1%: 4.7. Result ID: 6993f2c83a6c31484919b5a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DetectGPT TPR at FPR 1%: 0.7. Result ID: 6993f2c83a6c31484919b3c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OpenAI-Detector TPR at FPR 1%: 0.7. Result ID: 6993f2c83a6c31484919b3cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DetectGPT TPR at FPR 1%: 0.7. Result ID: 6993f2c83a6c31484919b5a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OpenAI-Detector TPR at FPR 1%: 0.7. Result ID: 6993f2c83a6c31484919b5a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ChatGPT-Detector TPR at FPR 1%: 0. Result ID: 6993f2c83a6c31484919b3ce. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ChatGPT-Detector TPR at FPR 1%: 0. Result ID: 6993f2c83a6c31484919b5a7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. 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