# Stance Detection on VAST Non-explicit (test) Source: [Stance Detection on VAST Non-explicit (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:02:47.707Z Evaluation of Stance Detection performance on the test split of the VAST Non-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 Non-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 | | --- | --- | --- | --- | | GPT-4o | 0.375 | Not recorded | 68fa78f21e209131cea7b5e1 | | GPT-4o | 0.3639 | Not recorded | 68fa78f21e209131cea7b5e1 | | Gemini-pro | 0.3596 | Not recorded | 68fa78f21e209131cea7b5e1 | | Gemini-flash | 0.3562 | Not recorded | 68fa78f21e209131cea7b5e1 | | Llama-3-70B | 0.355 | Not recorded | 68fa78f21e209131cea7b5e1 | | Mistral-large | 0.347 | Not recorded | 68fa78f21e209131cea7b5e1 | | Gemini-flash | 0.3432 | Not recorded | 68fa78f21e209131cea7b5e1 | | GPT-3.5 | 0.3394 | Not recorded | 68fa78f21e209131cea7b5e1 | | Mistral-large | 0.3376 | Not recorded | 68fa78f21e209131cea7b5e1 | | Mistral-small | 0.3361 | Not recorded | 68fa78f21e209131cea7b5e1 | | Llama-3-8B | 0.3336 | Not recorded | 68fa78f21e209131cea7b5e1 | | GPT-3.5 | 0.3266 | Not recorded | 68fa78f21e209131cea7b5e1 | | Gemini-pro | 0.3258 | Not recorded | 68fa78f21e209131cea7b5e1 | | Llama-3-70B | 0.3251 | Not recorded | 68fa78f21e209131cea7b5e1 | | TSE-M | 0.32 | Not recorded | 68fa78f21e209131cea7b5e1 | | Llama-3-8B | 0.319 | Not recorded | 68fa78f21e209131cea7b5e1 | | TSE-B | 0.31 | Not recorded | 68fa78f21e209131cea7b5e1 | | Mistral-small | 0.3047 | Not recorded | 68fa78f21e209131cea7b5e1 | ### GPT-4o SC: 0.375. Result ID: 6995b1ed3badfaffe6b1a87d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction. ### GPT-4o SC: 0.3639. Result ID: 6995b1ed3badfaffe6b1a87c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction. ### Gemini-pro SC: 0.3596. Result ID: 6995b1ed3badfaffe6b1a881. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction. ### Gemini-flash SC: 0.3562. Result ID: 6995b1ed3badfaffe6b1a87f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction. ### Llama-3-70B SC: 0.355. Result ID: 6995b1ed3badfaffe6b1a885. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction. ### Mistral-large SC: 0.347. Result ID: 6995b1ed3badfaffe6b1a889. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction. ### Gemini-flash SC: 0.3432. Result ID: 6995b1ed3badfaffe6b1a87e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction. ### GPT-3.5 SC: 0.3394. Result ID: 6995b1ed3badfaffe6b1a87b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction. ### Mistral-large SC: 0.3376. Result ID: 6995b1ed3badfaffe6b1a888. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction. ### Mistral-small SC: 0.3361. Result ID: 6995b1ed3badfaffe6b1a886. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction. ### Llama-3-8B SC: 0.3336. Result ID: 6995b1ed3badfaffe6b1a882. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction. ### GPT-3.5 SC: 0.3266. Result ID: 6995b1ed3badfaffe6b1a87a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction. ### Gemini-pro SC: 0.3258. Result ID: 6995b1ed3badfaffe6b1a880. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction. ### Llama-3-70B SC: 0.3251. Result ID: 6995b1ed3badfaffe6b1a884. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction. ### TSE-M SC: 0.32. Result ID: 6995b1ed3badfaffe6b1a878. [Reporting paper]() Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction. ### Llama-3-8B SC: 0.319. Result ID: 6995b1ed3badfaffe6b1a883. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Approach":"TG&SD"}. This record does not assert independent reproduction. ### TSE-B SC: 0.31. Result ID: 6995b1ed3badfaffe6b1a879. [Reporting paper]() Recorded evaluation configuration: {"Approach":"TG+SD"}. This record does not assert independent reproduction. ### Mistral-small SC: 0.3047. Result ID: 6995b1ed3badfaffe6b1a887. [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.