# Target Generation on EZSTANCE Explicit (test) Source: [Target Generation on EZSTANCE Explicit (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:03:18.509Z Evaluation of Target Generation performance on the test split of the EZSTANCE Explicit dataset, using metrics like SS (SemSim), BTSD (%), and Human Evaluation (HE). 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 | Target Generation | | Dataset (including any stated split) | EZSTANCE Explicit (test) | | Metric | SS (SemSim) | | Unit | PERCENT | | 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 - [SS (SemSim)](): Higher is better; unit: PERCENT. - [BTSD (%)](): Lower is better; unit: PERCENT. - [HE (Human Evaluation)](): Higher is better; unit: PERCENT. ## Recorded results | Method | SS (SemSim) | Result date | Report paper | | --- | --- | --- | --- | | GPT-3.5 | 89 | Not recorded | 68fa78f21e209131cea7b5e1 | | Mistral-large | 89 | Not recorded | 68fa78f21e209131cea7b5e1 | | GPT-4o | 88 | Not recorded | 68fa78f21e209131cea7b5e1 | | Gemini-flash | 88 | Not recorded | 68fa78f21e209131cea7b5e1 | | Llama-3-8B | 88 | Not recorded | 68fa78f21e209131cea7b5e1 | | Llama-3-70B | 88 | Not recorded | 68fa78f21e209131cea7b5e1 | | Gemini-pro | 87 | Not recorded | 68fa78f21e209131cea7b5e1 | | Llama-3-8B | 86 | Not recorded | 68fa78f21e209131cea7b5e1 | | Llama-3-70B | 86 | Not recorded | 68fa78f21e209131cea7b5e1 | | Mistral-small | 86 | Not recorded | 68fa78f21e209131cea7b5e1 | | Mistral-large | 86 | Not recorded | 68fa78f21e209131cea7b5e1 | | Gemini-flash | 85 | Not recorded | 68fa78f21e209131cea7b5e1 | | GPT-4o | 84 | Not recorded | 68fa78f21e209131cea7b5e1 | | Mistral-small | 84 | Not recorded | 68fa78f21e209131cea7b5e1 | | GPT-3.5 | 83 | Not recorded | 68fa78f21e209131cea7b5e1 | | Gemini-pro | 83 | Not recorded | 68fa78f21e209131cea7b5e1 | ### GPT-3.5 SS (SemSim): 89. Result ID: 6995b1ed3badfaffe6b1a88b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction. ### Mistral-large SS (SemSim): 89. Result ID: 6995b1ed3badfaffe6b1a899. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction. ### GPT-4o SS (SemSim): 88. Result ID: 6995b1ed3badfaffe6b1a88d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction. ### Gemini-flash SS (SemSim): 88. Result ID: 6995b1ed3badfaffe6b1a88f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction. ### Llama-3-8B SS (SemSim): 88. Result ID: 6995b1ed3badfaffe6b1a893. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction. ### Llama-3-70B SS (SemSim): 88. Result ID: 6995b1ed3badfaffe6b1a895. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction. ### Gemini-pro SS (SemSim): 87. Result ID: 6995b1ed3badfaffe6b1a891. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction. ### Llama-3-8B SS (SemSim): 86. Result ID: 6995b1ed3badfaffe6b1a892. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction. ### Llama-3-70B SS (SemSim): 86. Result ID: 6995b1ed3badfaffe6b1a894. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction. ### Mistral-small SS (SemSim): 86. Result ID: 6995b1ed3badfaffe6b1a897. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction. ### Mistral-large SS (SemSim): 86. Result ID: 6995b1ed3badfaffe6b1a898. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction. ### Gemini-flash SS (SemSim): 85. Result ID: 6995b1ed3badfaffe6b1a88e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction. ### GPT-4o SS (SemSim): 84. Result ID: 6995b1ed3badfaffe6b1a88c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction. ### Mistral-small SS (SemSim): 84. Result ID: 6995b1ed3badfaffe6b1a896. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction. ### GPT-3.5 SS (SemSim): 83. Result ID: 6995b1ed3badfaffe6b1a88a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction. ### Gemini-pro SS (SemSim): 83. Result ID: 6995b1ed3badfaffe6b1a890. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.