setting,model,participants,accuracy,macro_f1,ordinal_mae,qwk,within_one,severe_error,elevated_recall,abstention,coverage video_only,qwen3.6-flash,850,0.3941,0.2204,0.7015,0.0498,0.8943,0.1057,0.0,0.0541,0.9459 video_only,deepseek-v4-flash,850,0.1906,0.1231,0.9924,-0.01,0.782,0.218,0.0,0.2282,0.7718 video_only,gpt-5.6-terra,850,0.1918,0.088,1.0433,0.0084,0.7638,0.2362,0.0,0.1035,0.8965 video_only,gemini-3.5-flash,850,0.1412,0.0702,1.0981,-0.0013,0.7504,0.2496,0.0,0.2082,0.7918 non_video_only,qwen3.6-flash,850,0.4612,0.3204,0.6191,0.3109,0.9186,0.0814,0.7969,0.0024,0.9976 non_video_only,deepseek-v4-flash,850,0.5141,0.3161,0.5131,0.2821,0.9667,0.0333,0.2135,0.0118,0.9882 non_video_only,gpt-5.6-terra,850,0.5047,0.3641,0.5541,0.4098,0.9412,0.0588,0.849,0.0,1.0 non_video_only,gemini-3.5-flash,850,0.4718,0.3413,0.5833,0.3724,0.9393,0.0607,0.776,0.0118,0.9882 all_privacy_filtered_text,qwen3.6-flash,850,0.5024,0.3124,0.54,0.2511,0.9576,0.0424,0.2708,0.0,1.0 all_privacy_filtered_text,deepseek-v4-flash,850,0.5106,0.2772,0.506,0.2669,0.9736,0.0264,0.0314,0.0188,0.9812 all_privacy_filtered_text,gpt-5.6-terra,850,0.5282,0.3923,0.5212,0.4559,0.9506,0.0494,0.7865,0.0,1.0 all_privacy_filtered_text,gemini-3.5-flash,850,0.5106,0.3748,0.529,0.4346,0.9574,0.0426,0.6979,0.0059,0.9941