# Aspect Sentiment Triplet Extraction on Czech monolingual Source: [Aspect Sentiment Triplet Extraction on Czech monolingual]() Collection index: [llms.txt]() Data updated: 2026-03-05T08:43:23.079Z Evaluation of Aspect Sentiment Triplet Extraction performance on the Czech monolingual dataset, measured using F1 score. 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 | Aspect Sentiment Triplet Extraction (ASTE) | | Dataset (including any stated split) | Czech monolingual | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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 - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | mT5 | 70.74 | Not recorded | 69a124eb2d603e6de3e3c32a | | Aya 23 8B | 69.87 | Not recorded | 69a124eb2d603e6de3e3c32a | | Orca 2 13B | 67.13 | Not recorded | 69a124eb2d603e6de3e3c32a | | LLaMA 3.1 8B | 66.7 | Not recorded | 69a124eb2d603e6de3e3c32a | | Gemma 3 12B | 65.23 | Not recorded | 69a124eb2d603e6de3e3c32a | | Gemma 3 4B | 58.18 | Not recorded | 69a124eb2d603e6de3e3c32a | | GPT-4o mini | 56.43 | Not recorded | 69a124eb2d603e6de3e3c32a | | LLaMA 3.3 70B | 55.02 | Not recorded | 69a124eb2d603e6de3e3c32a | | GPT-4o mini | 54.76 | Not recorded | 69a124eb2d603e6de3e3c32a | | Gemma 3 12B | 54.49 | Not recorded | 69a124eb2d603e6de3e3c32a | | Gemma 3 27B | 53.27 | Not recorded | 69a124eb2d603e6de3e3c32a | | Gemma 3 27B | 53.27 | Not recorded | 69a124eb2d603e6de3e3c32a | | Gemma 3 12B | 51.64 | Not recorded | 69a124eb2d603e6de3e3c32a | | LLaMA 3.3 70B | 50.21 | Not recorded | 69a124eb2d603e6de3e3c32a | | LLaMA 3.1 70B | 48.23 | Not recorded | 69a124eb2d603e6de3e3c32a | | Gemma 3 4B | 46.72 | Not recorded | 69a124eb2d603e6de3e3c32a | | LLaMA 3.1 70B | 45.94 | Not recorded | 69a124eb2d603e6de3e3c32a | | Aya 23 35B | 42.79 | Not recorded | 69a124eb2d603e6de3e3c32a | | Orca 2 13B | 40.56 | Not recorded | 69a124eb2d603e6de3e3c32a | | Aya 23 35B | 37.34 | Not recorded | 69a124eb2d603e6de3e3c32a | | Aya 23 8B | 35.73 | Not recorded | 69a124eb2d603e6de3e3c32a | | Gemma 3 4B | 30.87 | Not recorded | 69a124eb2d603e6de3e3c32a | | LLaMA 3.1 8B | 29.89 | Not recorded | 69a124eb2d603e6de3e3c32a | | LLaMA 3.1 8B | 29.8 | Not recorded | 69a124eb2d603e6de3e3c32a | | Aya 23 8B | 25.59 | Not recorded | 69a124eb2d603e6de3e3c32a | | Orca 2 13B | 15.24 | Not recorded | 69a124eb2d603e6de3e3c32a | ### mT5 F1 Score: 70.74. Result ID: 69a942176dbb7075b952c6b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Fine-tuning"}. This record does not assert independent reproduction. ### Aya 23 8B F1 Score: 69.87. Result ID: 69a942176dbb7075b952c6b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Fine-tuning"}. This record does not assert independent reproduction. ### Orca 2 13B F1 Score: 67.13. Result ID: 69a942176dbb7075b952c6b7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Fine-tuning"}. This record does not assert independent reproduction. ### LLaMA 3.1 8B F1 Score: 66.7. Result ID: 69a942176dbb7075b952c6b6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Fine-tuning"}. This record does not assert independent reproduction. ### Gemma 3 12B F1 Score: 65.23. Result ID: 69a942176dbb7075b952c6b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Fine-tuning"}. This record does not assert independent reproduction. ### Gemma 3 4B F1 Score: 58.18. Result ID: 69a942176dbb7075b952c6b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Fine-tuning"}. This record does not assert independent reproduction. ### GPT-4o mini F1 Score: 56.43. Result ID: 69a942176dbb7075b952c6a7. [Reporting paper]() Recorded evaluation configuration: {"Type":"Zero-shot"}. This record does not assert independent reproduction. ### LLaMA 3.3 70B F1 Score: 55.02. Result ID: 69a942176dbb7075b952c6af. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Few-shot"}. This record does not assert independent reproduction. ### GPT-4o mini F1 Score: 54.76. Result ID: 69a942176dbb7075b952c6b1. [Reporting paper]() Recorded evaluation configuration: {"Type":"Few-shot"}. This record does not assert independent reproduction. ### Gemma 3 12B F1 Score: 54.49. Result ID: 69a942176dbb7075b952c6ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Few-shot"}. This record does not assert independent reproduction. ### Gemma 3 27B F1 Score: 53.27. Result ID: 69a942176dbb7075b952c6a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Zero-shot"}. This record does not assert independent reproduction. ### Gemma 3 27B F1 Score: 53.27. Result ID: 69a942176dbb7075b952c6ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Few-shot"}. This record does not assert independent reproduction. ### Gemma 3 12B F1 Score: 51.64. Result ID: 69a942176dbb7075b952c6a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Zero-shot"}. This record does not assert independent reproduction. ### LLaMA 3.3 70B F1 Score: 50.21. Result ID: 69a942176dbb7075b952c6a5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Zero-shot"}. This record does not assert independent reproduction. ### LLaMA 3.1 70B F1 Score: 48.23. Result ID: 69a942176dbb7075b952c6ae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Few-shot"}. This record does not assert independent reproduction. ### Gemma 3 4B F1 Score: 46.72. Result ID: 69a942176dbb7075b952c6aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Few-shot"}. This record does not assert independent reproduction. ### LLaMA 3.1 70B F1 Score: 45.94. Result ID: 69a942176dbb7075b952c6a4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Zero-shot"}. This record does not assert independent reproduction. ### Aya 23 35B F1 Score: 42.79. Result ID: 69a942176dbb7075b952c6a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Few-shot"}. This record does not assert independent reproduction. ### Orca 2 13B F1 Score: 40.56. Result ID: 69a942176dbb7075b952c6b0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Few-shot"}. This record does not assert independent reproduction. ### Aya 23 35B F1 Score: 37.34. Result ID: 69a942176dbb7075b952c69f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Zero-shot"}. This record does not assert independent reproduction. ### Aya 23 8B F1 Score: 35.73. Result ID: 69a942176dbb7075b952c6a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Few-shot"}. This record does not assert independent reproduction. ### Gemma 3 4B F1 Score: 30.87. Result ID: 69a942176dbb7075b952c6a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Zero-shot"}. This record does not assert independent reproduction. ### LLaMA 3.1 8B F1 Score: 29.89. Result ID: 69a942176dbb7075b952c6a3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Zero-shot"}. This record does not assert independent reproduction. ### LLaMA 3.1 8B F1 Score: 29.8. Result ID: 69a942176dbb7075b952c6ad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Few-shot"}. This record does not assert independent reproduction. ### Aya 23 8B F1 Score: 25.59. Result ID: 69a942176dbb7075b952c69e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Zero-shot"}. This record does not assert independent reproduction. ### Orca 2 13B F1 Score: 15.24. Result ID: 69a942176dbb7075b952c6a6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.