# Stance Detection on VAST Explicit (test) Source: [Stance Detection on VAST Explicit (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:02:47.691Z Evaluation of Stance Detection performance on the test split of the VAST Explicit dataset, reporting SC (%). 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 | Stance Detection | | Dataset (including any stated split) | VAST Explicit (test) | | Metric | SC | | 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 - [SC](): Higher is better; unit: PERCENT. ## Recorded results | Method | SC | Result date | Report paper | | --- | --- | --- | --- | | Llama-3-70B | 49.84 | Not recorded | 68fa78f21e209131cea7b5e1 | | Mistral-large | 49.76 | Not recorded | 68fa78f21e209131cea7b5e1 | | Gemini-flash | 47.7 | Not recorded | 68fa78f21e209131cea7b5e1 | | GPT-3.5 | 47.61 | Not recorded | 68fa78f21e209131cea7b5e1 | | Llama-3-70B | 47.18 | Not recorded | 68fa78f21e209131cea7b5e1 | | Mistral-large | 47.16 | Not recorded | 68fa78f21e209131cea7b5e1 | | GPT-4o | 46.83 | Not recorded | 68fa78f21e209131cea7b5e1 | | Gemini-flash | 46.76 | Not recorded | 68fa78f21e209131cea7b5e1 | | Mistral-small | 46.32 | Not recorded | 68fa78f21e209131cea7b5e1 | | Mistral-small | 46.15 | Not recorded | 68fa78f21e209131cea7b5e1 | | Gemini-pro | 45.71 | Not recorded | 68fa78f21e209131cea7b5e1 | | GPT-4o | 44.78 | Not recorded | 68fa78f21e209131cea7b5e1 | | Llama-3-8B | 43.13 | Not recorded | 68fa78f21e209131cea7b5e1 | | GPT-3.5 | 42.68 | Not recorded | 68fa78f21e209131cea7b5e1 | | Llama-3-8B | 42.1 | Not recorded | 68fa78f21e209131cea7b5e1 | | Gemini-pro | 40.76 | Not recorded | 68fa78f21e209131cea7b5e1 | | TSE-M | 38.1 | Not recorded | 68fa78f21e209131cea7b5e1 | | TSE-B | 37.81 | Not recorded | 68fa78f21e209131cea7b5e1 | ### Llama-3-70B SC: 49.84. Result ID: 6995b1ed3badfaffe6b1a861. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction. ### Mistral-large SC: 49.76. Result ID: 6995b1ed3badfaffe6b1a865. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction. ### Gemini-flash SC: 47.7. Result ID: 6995b1ed3badfaffe6b1a85b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction. ### GPT-3.5 SC: 47.61. Result ID: 6995b1ed3badfaffe6b1a857. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction. ### Llama-3-70B SC: 47.18. Result ID: 6995b1ed3badfaffe6b1a860. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction. ### Mistral-large SC: 47.16. Result ID: 6995b1ed3badfaffe6b1a864. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction. ### GPT-4o SC: 46.83. Result ID: 6995b1ed3badfaffe6b1a859. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction. ### Gemini-flash SC: 46.76. Result ID: 6995b1ed3badfaffe6b1a85a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction. ### Mistral-small SC: 46.32. Result ID: 6995b1ed3badfaffe6b1a863. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction. ### Mistral-small SC: 46.15. Result ID: 6995b1ed3badfaffe6b1a862. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction. ### Gemini-pro SC: 45.71. Result ID: 6995b1ed3badfaffe6b1a85d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction. ### GPT-4o SC: 44.78. Result ID: 6995b1ed3badfaffe6b1a858. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction. ### Llama-3-8B SC: 43.13. Result ID: 6995b1ed3badfaffe6b1a85e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction. ### GPT-3.5 SC: 42.68. Result ID: 6995b1ed3badfaffe6b1a856. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction. ### Llama-3-8B SC: 42.1. Result ID: 6995b1ed3badfaffe6b1a85f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction. ### Gemini-pro SC: 40.76. Result ID: 6995b1ed3badfaffe6b1a85c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction. ### TSE-M SC: 38.1. Result ID: 6995b1ed3badfaffe6b1a854. [Reporting paper]() Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction. ### TSE-B SC: 37.81. Result ID: 6995b1ed3badfaffe6b1a855. [Reporting paper]() 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.