"=""Agent""","=""VLMs""","=""Score""","=""Pass Rate""","=""Total Input Tokens""","=""Total Output Tokens""","=""All Tokens"" " "=""ZoomEye""","=""Qwen2.5-VL-72B-Instruct""","=""51.56""","=""99.81""","=""76,808,965""","=""1,276,460""","=""78,085,425"" " "=""ZoomEye""","=""Qwen2.5-VL-7B-Instruct""","=""48.06""","=""96.50""","=""94,418,593""","=""1,472,836""","=""95,891,429"" " "=""IO""","=""Qwen2.5-VL-72B-Instruct""","=""44.47""","=""100.00""","=""6,174,490""","=""2,114""","=""6,176,604"" " "=""ZoomEye""","=""InternVL2.5-8B""","=""43.42""","=""99.34""","=""153,857,588""","=""2,017,170""","=""155,874,758"" " "=""IO""","=""InternVL2.5-8B""","=""42.95""","=""100.00""","=""2,779,778""","=""2,335""","=""2,782,113"" " "=""IO""","=""Qwen2.5-VL-7B-Instruct""","=""42.86""","=""100.00""","=""6,174,490""","=""2,114""","=""6,176,604"" " "=""ZoomEye""","=""Llava-v1.5-7B""","=""31.60""","=""98.86""","=""113,073,261""","=""1,368,724""","=""114,441,985"" " "=""IO""","=""Llava-v1.5-7B""","=""24.79""","=""100.00""","=""734,868""","=""17,036""","=""751,904"" " "=""V*""","=""seal_vqa & seal_vsm""","=""15.14""","=""72.37""","=""-""","=""-""","=""-"""