# LLM-generated text detection on XSum GPT3.5 Turbo Source: [LLM-generated text detection on XSum GPT3.5 Turbo]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:05:58.733Z Evaluation of models designed to detect text generated by GPT-3.5 Turbo on the XSum dataset. 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) | XSum GPT3.5 Turbo | | Metric | TPR @ 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 @ FPR 1%](): Higher is better; unit: PERCENT. ## Recorded results | Method | TPR @ FPR 1% | Result date | Report paper | | --- | --- | --- | --- | | ReMoDetect | 96.7 | Not recorded | 68fa759c1e209131cea68f2a | | ReMoDetect | 96.7 | Not recorded | 68fa759c1e209131cea68f2a | | Fast-DetectGPT | 82 | Not recorded | 68fa759c1e209131cea68f2a | | Fast-DetectGPT | 82 | Not recorded | 68fa759c1e209131cea68f2a | | Log-likelihood | 68.7 | Not recorded | 68fa759c1e209131cea68f2a | | Log-likelihood | 68.7 | Not recorded | 68fa759c1e209131cea68f2a | | LRR | 47.3 | Not recorded | 68fa759c1e209131cea68f2a | | LRR | 47.3 | Not recorded | 68fa759c1e209131cea68f2a | | OpenAI-Detector | 46 | Not recorded | 68fa759c1e209131cea68f2a | | OpenAI-Detector | 46 | Not recorded | 68fa759c1e209131cea68f2a | | DetectGPT | 25.3 | Not recorded | 68fa759c1e209131cea68f2a | | DetectGPT | 25.3 | Not recorded | 68fa759c1e209131cea68f2a | | NPR | 15.3 | Not recorded | 68fa759c1e209131cea68f2a | | NPR | 15.3 | Not recorded | 68fa759c1e209131cea68f2a | | Rank | 12.7 | Not recorded | 68fa759c1e209131cea68f2a | | Rank | 12.7 | Not recorded | 68fa759c1e209131cea68f2a | | ChatGPT-Detector | 0 | Not recorded | 68fa759c1e209131cea68f2a | | ChatGPT-Detector | 0 | Not recorded | 68fa759c1e209131cea68f2a | ### ReMoDetect TPR @ FPR 1%: 96.7. Result ID: 6993f2c83a6c31484919b3a2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ReMoDetect TPR @ FPR 1%: 96.7. Result ID: 6993f2c83a6c31484919b57b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Fast-DetectGPT TPR @ FPR 1%: 82. Result ID: 6993f2c83a6c31484919b39f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Fast-DetectGPT TPR @ FPR 1%: 82. Result ID: 6993f2c83a6c31484919b578. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Log-likelihood TPR @ FPR 1%: 68.7. Result ID: 6993f2c83a6c31484919b39a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Log-likelihood TPR @ FPR 1%: 68.7. Result ID: 6993f2c83a6c31484919b573. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LRR TPR @ FPR 1%: 47.3. Result ID: 6993f2c83a6c31484919b39d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LRR TPR @ FPR 1%: 47.3. Result ID: 6993f2c83a6c31484919b576. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OpenAI-Detector TPR @ FPR 1%: 46. Result ID: 6993f2c83a6c31484919b3a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OpenAI-Detector TPR @ FPR 1%: 46. Result ID: 6993f2c83a6c31484919b579. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DetectGPT TPR @ FPR 1%: 25.3. Result ID: 6993f2c83a6c31484919b39c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DetectGPT TPR @ FPR 1%: 25.3. Result ID: 6993f2c83a6c31484919b575. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NPR TPR @ FPR 1%: 15.3. Result ID: 6993f2c83a6c31484919b39e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NPR TPR @ FPR 1%: 15.3. Result ID: 6993f2c83a6c31484919b577. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Rank TPR @ FPR 1%: 12.7. Result ID: 6993f2c83a6c31484919b39b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Rank TPR @ FPR 1%: 12.7. Result ID: 6993f2c83a6c31484919b574. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ChatGPT-Detector TPR @ FPR 1%: 0. Result ID: 6993f2c83a6c31484919b3a1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ChatGPT-Detector TPR @ FPR 1%: 0. Result ID: 6993f2c83a6c31484919b57a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. 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