# Ultrasound Diagnosis on Liver Ultrasound Source: [Ultrasound Diagnosis on Liver Ultrasound]() Collection index: [llms.txt]() Data updated: 2026-04-20T08:21:22.249Z Evaluation of Ultrasound Diagnosis performance using text generation metrics (BLEU, ROUGE, METEOR, BERTScore) applied to the Liver Ultrasound dataset. 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 | Ultrasound Diagnosis | | Dataset (including any stated split) | Liver Ultrasound | | Metric | BLEU-1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [BLEU-1](): Higher is better; unit: PERCENT. - [ROUGE-1](): Higher is better; unit: PERCENT. - [ROUGE-L](): Higher is better; unit: PERCENT. - [METEOR](): Higher is better; unit: PERCENT. - [BERTScore](): Higher is better; unit: PERCENT. ## Recorded results | Method | BLEU-1 | Result date | Report paper | | --- | --- | --- | --- | | EchoVLM | 74.23 | Not recorded | 68fa7b621e209131cea88167 | | EchoVLM | 68.45 | Not recorded | 68fa7b621e209131cea88167 | | Lingshu | 67.11 | Not recorded | 68fa7b621e209131cea88167 | | LLaVA-OneVision | 66.6 | Not recorded | 68fa7b621e209131cea88167 | | Qwen2-VL | 63.23 | Not recorded | 68fa7b621e209131cea88167 | | LLaVa-NeXT | 62.93 | Not recorded | 68fa7b621e209131cea88167 | | LLaVA-Med | 62.42 | Not recorded | 68fa7b621e209131cea88167 | | HuatuoGPT-Vision | 61.98 | Not recorded | 68fa7b621e209131cea88167 | | Qwen2.5-VL | 60.77 | Not recorded | 68fa7b621e209131cea88167 | | Medgemma | 60.39 | Not recorded | 68fa7b621e209131cea88167 | | Gemma-3 | 58.88 | Not recorded | 68fa7b621e209131cea88167 | | LLaVA1.5 | 50.19 | Not recorded | 68fa7b621e209131cea88167 | ### EchoVLM BLEU-1: 74.23. Result ID: 69e5e1fd47f34ce924cbfb6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":"11B"}. This record does not assert independent reproduction. ### EchoVLM BLEU-1: 68.45. Result ID: 69e5e1fd47f34ce924cbfb69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":"3B"}. This record does not assert independent reproduction. ### Lingshu BLEU-1: 67.11. Result ID: 69e5e1fd47f34ce924cbfb62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":"7B"}. This record does not assert independent reproduction. ### LLaVA-OneVision BLEU-1: 66.6. Result ID: 69e5e1fd47f34ce924cbfb63. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of Parameters":"7B"}. This record does not assert independent reproduction. ### Qwen2-VL BLEU-1: 63.23. Result ID: 69e5e1fd47f34ce924cbfb64. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of Parameters":"7B"}. This record does not assert independent reproduction. ### LLaVa-NeXT BLEU-1: 62.93. Result ID: 69e5e1fd47f34ce924cbfb67. [Reporting paper]() Recorded evaluation configuration: {"Number of Parameters":"13B"}. This record does not assert independent reproduction. ### LLaVA-Med BLEU-1: 62.42. Result ID: 69e5e1fd47f34ce924cbfb65. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of Parameters":"7B"}. This record does not assert independent reproduction. ### HuatuoGPT-Vision BLEU-1: 61.98. Result ID: 69e5e1fd47f34ce924cbfb61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":"7B"}. This record does not assert independent reproduction. ### Qwen2.5-VL BLEU-1: 60.77. Result ID: 69e5e1fd47f34ce924cbfb66. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":"7B"}. This record does not assert independent reproduction. ### Medgemma BLEU-1: 60.39. Result ID: 69e5e1fd47f34ce924cbfb5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":"4B"}. This record does not assert independent reproduction. ### Gemma-3 BLEU-1: 58.88. Result ID: 69e5e1fd47f34ce924cbfb68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":"12B"}. This record does not assert independent reproduction. ### LLaVA1.5 BLEU-1: 50.19. Result ID: 69e5e1fd47f34ce924cbfb60. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of Parameters":"7B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.