# Sarcasm Classification on MMSD Sarcasm style 2.0 (test) Source: [Sarcasm Classification on MMSD Sarcasm style 2.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:26:45.597Z Evaluation of Sarcasm Classification performance on the test split of the MMSD Sarcasm style 2.0 dataset, reporting Accuracy and F1 scores. 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 | Sarcasm Classification | | Dataset (including any stated split) | MMSD Sarcasm style 2.0 (test) | | Metric | Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [Acc](): Higher is better; unit: PERCENT. - [F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | Acc | Result date | Report paper | | --- | --- | --- | --- | | SFT on Combined → GRPO (Combined) | 90.23 | Not recorded | 697846b1a2b28e761d87c5f4 | | Gemini 2.5 Flash | 89.34 | Not recorded | 697846b1a2b28e761d87c5f4 | | LLaMA 90B Vision Instruct | 88.85 | Not recorded | 697846b1a2b28e761d87c5f4 | | SFT on Combined → GRPO (Style specific) | 87.76 | Not recorded | 697846b1a2b28e761d87c5f4 | | Qwen2.5-VL 32B Instruct | 76.78 | Not recorded | 697846b1a2b28e761d87c5f4 | | Phi-4 Multimodal | 68.28 | Not recorded | 697846b1a2b28e761d87c5f4 | | LLaVA 1.5 7B | 59.09 | Not recorded | 697846b1a2b28e761d87c5f4 | | Gemma 3 27B | 54.63 | Not recorded | 697846b1a2b28e761d87c5f4 | ### SFT on Combined → GRPO (Combined) Acc: 90.23. Result ID: 699670555698665ec4b766e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompting":"zero-shot","Setup":"Combined"}. This record does not assert independent reproduction. ### Gemini 2.5 Flash Acc: 89.34. Result ID: 699670555698665ec4b766e0. [Reporting paper]() Recorded evaluation configuration: {"Prompting":"zero-shot"}. This record does not assert independent reproduction. ### LLaMA 90B Vision Instruct Acc: 88.85. Result ID: 699670555698665ec4b766e2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prompting":"zero-shot"}. This record does not assert independent reproduction. ### SFT on Combined → GRPO (Style specific) Acc: 87.76. Result ID: 699670555698665ec4b766e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompting":"zero-shot","Setup":"Style specific"}. This record does not assert independent reproduction. ### Qwen2.5-VL 32B Instruct Acc: 76.78. Result ID: 699670555698665ec4b766e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompting":"zero-shot"}. This record does not assert independent reproduction. ### Phi-4 Multimodal Acc: 68.28. Result ID: 699670555698665ec4b766e4. [Reporting paper]() Recorded evaluation configuration: {"Prompting":"zero-shot"}. This record does not assert independent reproduction. ### LLaVA 1.5 7B Acc: 59.09. Result ID: 699670555698665ec4b766e5. [Reporting paper]() Recorded evaluation configuration: {"Prompting":"zero-shot"}. This record does not assert independent reproduction. ### Gemma 3 27B Acc: 54.63. Result ID: 699670555698665ec4b766e3. [Reporting paper]() Recorded evaluation configuration: {"Prompting":"zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.