# Semantic Trap on OpenAgent Tier-1 Source: [Semantic Trap on OpenAgent Tier-1]() Collection index: [llms.txt]() Data updated: 2026-07-02T09:37:28.137Z Evaluation of model performance on the OpenAgent Tier-1 dataset using the Semantic Trap task, measured by Accuracy Delta (Acc Δ). 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 | Semantic Trap | | Dataset (including any stated split) | OpenAgent Tier-1 | | Metric | Accuracy Delta | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [Accuracy Delta](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy Delta | Result date | Report paper | | --- | --- | --- | --- | | SFT-200 + PAFT | 28.6 | Not recorded | 6a45f097dc71372d7795a3c6 | | SFT-400 + PAFT | 5.6 | Not recorded | 6a45f097dc71372d7795a3c6 | | SFT-600 + PAFT | -2.5 | Not recorded | 6a45f097dc71372d7795a3c6 | | SFT-800 + PAFT | -4.1 | Not recorded | 6a45f097dc71372d7795a3c6 | | PAFT (alpha=0.3 default) | -4.1 | Not recorded | 6a45f097dc71372d7795a3c6 | | PAFT (alpha=0.4) | -5.3 | Not recorded | 6a45f097dc71372d7795a3c6 | | PAFT (alpha=0.2) | -6.9 | Not recorded | 6a45f097dc71372d7795a3c6 | | PAFT (SRP only) | -14.9 | Not recorded | 6a45f097dc71372d7795a3c6 | | Base | -29.8 | Not recorded | 6a45f097dc71372d7795a3c6 | | PAFT (EFP only) | -30.1 | Not recorded | 6a45f097dc71372d7795a3c6 | | PAFT (SBP only) | -38.9 | Not recorded | 6a45f097dc71372d7795a3c6 | | SFT-800 | -50.4 | Not recorded | 6a45f097dc71372d7795a3c6 | | SFT-600 | -51.3 | Not recorded | 6a45f097dc71372d7795a3c6 | | SFT-400 | -53.9 | Not recorded | 6a45f097dc71372d7795a3c6 | | SFT-200 | -67.7 | Not recorded | 6a45f097dc71372d7795a3c6 | ### SFT-200 + PAFT Accuracy Delta: 28.6. Result ID: 6a46315460b88bb33986365a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training\_steps":"200","PAFT":"true"}. This record does not assert independent reproduction. ### SFT-400 + PAFT Accuracy Delta: 5.6. Result ID: 6a46315460b88bb33986365c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training\_steps":"400","PAFT":"true"}. This record does not assert independent reproduction. ### SFT-600 + PAFT Accuracy Delta: -2.5. Result ID: 6a46315460b88bb33986365e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training\_steps":"600","PAFT":"true"}. This record does not assert independent reproduction. ### SFT-800 + PAFT Accuracy Delta: -4.1. Result ID: 6a46315460b88bb339863660. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training\_steps":"800","PAFT":"true"}. This record does not assert independent reproduction. ### PAFT (alpha=0.3 default) Accuracy Delta: -4.1. Result ID: 6a46315460b88bb339863662. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training\_steps":"800","perturbation\_ratio":"0.3"}. This record does not assert independent reproduction. ### PAFT (alpha=0.4) Accuracy Delta: -5.3. Result ID: 6a46315460b88bb339863663. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training\_steps":"800","perturbation\_ratio":"0.4"}. This record does not assert independent reproduction. ### PAFT (alpha=0.2) Accuracy Delta: -6.9. Result ID: 6a46315460b88bb339863661. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training\_steps":"800","perturbation\_ratio":"0.2"}. This record does not assert independent reproduction. ### PAFT (SRP only) Accuracy Delta: -14.9. Result ID: 6a46315460b88bb339863666. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training\_steps":"800","perturbation\_ratio":"0.3","component":"SRP"}. This record does not assert independent reproduction. ### Base Accuracy Delta: -29.8. Result ID: 6a46315460b88bb339863658. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PAFT (EFP only) Accuracy Delta: -30.1. Result ID: 6a46315460b88bb339863664. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training\_steps":"800","perturbation\_ratio":"0.3","component":"EFP"}. This record does not assert independent reproduction. ### PAFT (SBP only) Accuracy Delta: -38.9. Result ID: 6a46315460b88bb339863665. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training\_steps":"800","perturbation\_ratio":"0.3","component":"SBP"}. This record does not assert independent reproduction. ### SFT-800 Accuracy Delta: -50.4. Result ID: 6a46315460b88bb33986365f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training\_steps":"800"}. This record does not assert independent reproduction. ### SFT-600 Accuracy Delta: -51.3. Result ID: 6a46315460b88bb33986365d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training\_steps":"600"}. This record does not assert independent reproduction. ### SFT-400 Accuracy Delta: -53.9. Result ID: 6a46315460b88bb33986365b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training\_steps":"400"}. This record does not assert independent reproduction. ### SFT-200 Accuracy Delta: -67.7. Result ID: 6a46315460b88bb339863659. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training\_steps":"200"}. This record does not assert independent reproduction. Page 1 of 1. 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