Prompt_Squirrel_RAG / data /analysis /probe_informativeness_summary.json
Food Desert
Consolidate pending pipeline, structural, and analysis updates
30bedf0
{
"config": {
"min_count": 200,
"min_probe_images": 5,
"min_group_images": 20,
"softmax_tau": 0.15,
"mmr_lambda": 0.35,
"mmr_top_pool": 120,
"mmr_k": 15
},
"n_images": 1000,
"n_candidate_probes": 796,
"n_active_groups": 53,
"excluded_wiki_groups": [
"ambiguous_tags",
"disambiguations",
"e621",
"multiple_tags",
"sound_effects",
"unknown_tags"
],
"top_probes_by_combined_score": [
{
"tag": "clothing",
"sample_occurrences": "574",
"fluffyrock_count": "1738206",
"prevalence": "0.574000",
"ig_sum_bits": "2.622723",
"ig_mean_bits": "0.049485",
"delta_top5_mass": "0.300307",
"mean_abs_log2_lift": "0.239534",
"semantic_top_group": "cat:clothing",
"semantic_margin": "0.001094",
"semantic_entropy_norm": "0.965190",
"strongest_group_by_lift": "cat:clothing",
"strongest_group_lift": "1.742160",
"suggested_probe_bundle": "clothing_state",
"needs_glossary": "0",
"combined_score": "0.671033",
"actionable_score": "0.347207"
},
{
"tag": "hair",
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"fluffyrock_count": "1495810",
"prevalence": "0.373000",
"ig_sum_bits": "2.199276",
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"semantic_top_group": "cat:hair",
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"strongest_group_by_lift": "cat:hair",
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"suggested_probe_bundle": "other",
"needs_glossary": "0",
"combined_score": "0.549720",
"actionable_score": "0.266338"
},
{
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"ig_sum_bits": "2.016235",
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"strongest_group_by_lift": "cat:clothing",
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"suggested_probe_bundle": "clothing_state",
"needs_glossary": "0",
"combined_score": "0.494524",
"actionable_score": "0.257132"
},
{
"tag": "simple_background",
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"ig_sum_bits": "1.854364",
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"semantic_top_group": "cat:expression",
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"strongest_group_by_lift": "wiki:settings",
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"suggested_probe_bundle": "scene_pose",
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"combined_score": "0.454953",
"actionable_score": "0.216830"
},
{
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"ig_sum_bits": "1.836555",
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"suggested_probe_bundle": "text_symbols",
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"actionable_score": "0.092079"
},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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{
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{
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},
{
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},
{
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},
{
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{
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{
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{
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{
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},
{
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}
],
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{
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{
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{
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{
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{
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},
{
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"semantic_entropy_norm": "0.964497",
"strongest_group_by_lift": "wiki:feral_anatomy",
"strongest_group_lift": "9.090909",
"suggested_probe_bundle": "body_type_presence",
"needs_glossary": "0",
"combined_score": "0.119025",
"actionable_score": "0.026207"
},
{
"tag": "canid",
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"fluffyrock_count": "1141448",
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"ig_sum_bits": "0.321648",
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"mean_abs_log2_lift": "0.637451",
"semantic_top_group": "cat:limbs",
"semantic_margin": "0.002600",
"semantic_entropy_norm": "0.968264",
"strongest_group_by_lift": "cat:information",
"strongest_group_lift": "0.000000",
"suggested_probe_bundle": "species_taxonomy",
"needs_glossary": "1",
"combined_score": "0.076324",
"actionable_score": "0.025518"
},
{
"tag": "white_background",
"sample_occurrences": "115",
"fluffyrock_count": "310041",
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"ig_sum_bits": "0.534987",
"ig_mean_bits": "0.010094",
"delta_top5_mass": "0.363130",
"mean_abs_log2_lift": "1.386211",
"semantic_top_group": "cat:expression",
"semantic_margin": "0.014214",
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"strongest_group_by_lift": "cat:location",
"strongest_group_lift": "0.000000",
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},
{
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"actionable_score": "0.019568"
},
{
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"semantic_top_group": "cat:limbs",
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"actionable_score": "0.019170"
},
{
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"strongest_group_lift": "0.000000",
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"actionable_score": "0.016378"
},
{
"tag": "shirt",
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"semantic_top_group": "cat:clothing",
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"strongest_group_by_lift": "cat:limbs",
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"actionable_score": "0.013500"
},
{
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"strongest_group_by_lift": "cat:location",
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},
{
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"strongest_group_by_lift": "cat:organization",
"strongest_group_lift": "0.000000",
"suggested_probe_bundle": "scene_pose",
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"actionable_score": "0.012630"
},
{
"tag": "holding_object",
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"strongest_group_by_lift": "cat:organization",
"strongest_group_lift": "0.000000",
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"needs_glossary": "0",
"combined_score": "0.070212",
"actionable_score": "0.012462"
},
{
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"prevalence": "0.068000",
"ig_sum_bits": "0.493717",
"ig_mean_bits": "0.009315",
"delta_top5_mass": "0.350471",
"mean_abs_log2_lift": "0.975645",
"semantic_top_group": "cat:gaze",
"semantic_margin": "0.005281",
"semantic_entropy_norm": "0.964097",
"strongest_group_by_lift": "cat:information",
"strongest_group_lift": "0.000000",
"suggested_probe_bundle": "gaze_expression",
"needs_glossary": "0",
"combined_score": "0.064377",
"actionable_score": "0.012189"
},
{
"tag": "white_body",
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"fluffyrock_count": "541452",
"prevalence": "0.171000",
"ig_sum_bits": "0.346391",
"ig_mean_bits": "0.006536",
"delta_top5_mass": "0.184234",
"mean_abs_log2_lift": "0.357198",
"semantic_top_group": "cat:posture",
"semantic_margin": "0.008722",
"semantic_entropy_norm": "0.964478",
"strongest_group_by_lift": "cat:information",
"strongest_group_lift": "0.194932",
"suggested_probe_bundle": "other",
"needs_glossary": "0",
"combined_score": "0.067526",
"actionable_score": "0.011300"
},
{
"tag": "5_fingers",
"sample_occurrences": "88",
"fluffyrock_count": "220474",
"prevalence": "0.088000",
"ig_sum_bits": "0.317778",
"ig_mean_bits": "0.005996",
"delta_top5_mass": "0.344455",
"mean_abs_log2_lift": "0.430931",
"semantic_top_group": "cat:limbs",
"semantic_margin": "0.004720",
"semantic_entropy_norm": "0.961458",
"strongest_group_by_lift": "cat:clothing",
"strongest_group_lift": "2.217295",
"suggested_probe_bundle": "clothing_state",
"needs_glossary": "1",
"combined_score": "0.046747",
"actionable_score": "0.010004"
},
{
"tag": "tail",
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"fluffyrock_count": "686059",
"prevalence": "0.110000",
"ig_sum_bits": "0.372369",
"ig_mean_bits": "0.007026",
"delta_top5_mass": "0.224000",
"mean_abs_log2_lift": "0.956348",
"semantic_top_group": "cat:posture",
"semantic_margin": "0.009191",
"semantic_entropy_norm": "0.965507",
"strongest_group_by_lift": "cat:information",
"strongest_group_lift": "0.000000",
"suggested_probe_bundle": "other",
"needs_glossary": "0",
"combined_score": "0.060265",
"actionable_score": "0.009492"
},
{
"tag": "hat",
"sample_occurrences": "67",
"fluffyrock_count": "166176",
"prevalence": "0.067000",
"ig_sum_bits": "0.343140",
"ig_mean_bits": "0.006474",
"delta_top5_mass": "0.394149",
"mean_abs_log2_lift": "0.425289",
"semantic_top_group": "cat:general_activity_if_any",
"semantic_margin": "0.001455",
"semantic_entropy_norm": "0.964603",
"strongest_group_by_lift": "cat:body_decor",
"strongest_group_lift": "4.694836",
"suggested_probe_bundle": "other",
"needs_glossary": "0",
"combined_score": "0.044415",
"actionable_score": "0.009382"
},
{
"tag": "headwear",
"sample_occurrences": "69",
"fluffyrock_count": "177119",
"prevalence": "0.069000",
"ig_sum_bits": "0.344774",
"ig_mean_bits": "0.006505",
"delta_top5_mass": "0.366029",
"mean_abs_log2_lift": "0.416601",
"semantic_top_group": "cat:expression",
"semantic_margin": "0.000055",
"semantic_entropy_norm": "0.964899",
"strongest_group_by_lift": "cat:body_decor",
"strongest_group_lift": "4.694836",
"suggested_probe_bundle": "other",
"needs_glossary": "1",
"combined_score": "0.045226",
"actionable_score": "0.009013"
},
{
"tag": "ambiguous_gender",
"sample_occurrences": "166",
"fluffyrock_count": "256378",
"prevalence": "0.166000",
"ig_sum_bits": "0.422252",
"ig_mean_bits": "0.007967",
"delta_top5_mass": "0.122795",
"mean_abs_log2_lift": "0.556217",
"semantic_top_group": "cat:gender",
"semantic_margin": "0.055826",
"semantic_entropy_norm": "0.960351",
"strongest_group_by_lift": "cat:breasts",
"strongest_group_lift": "0.116595",
"suggested_probe_bundle": "other",
"needs_glossary": "0",
"combined_score": "0.081671",
"actionable_score": "0.008948"
},
{
"tag": "piercing",
"sample_occurrences": "56",
"fluffyrock_count": "321077",
"prevalence": "0.056000",
"ig_sum_bits": "0.419859",
"ig_mean_bits": "0.007922",
"delta_top5_mass": "0.334714",
"mean_abs_log2_lift": "1.412372",
"semantic_top_group": "cat:body_decor",
"semantic_margin": "0.031519",
"semantic_entropy_norm": "0.962481",
"strongest_group_by_lift": "cat:information",
"strongest_group_lift": "0.000000",
"suggested_probe_bundle": "other",
"needs_glossary": "0",
"combined_score": "0.050078",
"actionable_score": "0.008165"
},
{
"tag": "topless",
"sample_occurrences": "45",
"fluffyrock_count": "115349",
"prevalence": "0.045000",
"ig_sum_bits": "0.398750",
"ig_mean_bits": "0.007524",
"delta_top5_mass": "0.424000",
"mean_abs_log2_lift": "1.554900",
"semantic_top_group": "cat:clothing",
"semantic_margin": "0.071466",
"semantic_entropy_norm": "0.956919",
"strongest_group_by_lift": "cat:franchise_series",
"strongest_group_lift": "0.000000",
"suggested_probe_bundle": "clothing_state",
"needs_glossary": "0",
"combined_score": "0.043112",
"actionable_score": "0.007936"
},
{
"tag": "pants",
"sample_occurrences": "76",
"fluffyrock_count": "135351",
"prevalence": "0.076000",
"ig_sum_bits": "0.276703",
"ig_mean_bits": "0.005221",
"delta_top5_mass": "0.358211",
"mean_abs_log2_lift": "0.417602",
"semantic_top_group": "cat:clothing",
"semantic_margin": "0.003835",
"semantic_entropy_norm": "0.956157",
"strongest_group_by_lift": "cat:limbs",
"strongest_group_lift": "3.289474",
"suggested_probe_bundle": "clothing_state",
"needs_glossary": "0",
"combined_score": "0.038270",
"actionable_score": "0.007863"
},
{
"tag": "ear_piercing",
"sample_occurrences": "44",
"fluffyrock_count": "198778",
"prevalence": "0.044000",
"ig_sum_bits": "0.402942",
"ig_mean_bits": "0.007603",
"delta_top5_mass": "0.424000",
"mean_abs_log2_lift": "1.520698",
"semantic_top_group": "cat:body_decor",
"semantic_margin": "0.058825",
"semantic_entropy_norm": "0.963835",
"strongest_group_by_lift": "cat:information",
"strongest_group_lift": "0.000000",
"suggested_probe_bundle": "other",
"needs_glossary": "0",
"combined_score": "0.042815",
"actionable_score": "0.007789"
},
{
"tag": "detailed_background",
"sample_occurrences": "67",
"fluffyrock_count": "171158",
"prevalence": "0.067000",
"ig_sum_bits": "0.416617",
"ig_mean_bits": "0.007861",
"delta_top5_mass": "0.259821",
"mean_abs_log2_lift": "0.622179",
"semantic_top_group": "cat:background_composition",
"semantic_margin": "0.004520",
"semantic_entropy_norm": "0.963134",
"strongest_group_by_lift": "wiki:art_style",
"strongest_group_lift": "0.213220",
"suggested_probe_bundle": "scene_pose",
"needs_glossary": "0",
"combined_score": "0.054002",
"actionable_score": "0.007520"
},
{
"tag": "canis",
"sample_occurrences": "159",
"fluffyrock_count": "587772",
"prevalence": "0.159000",
"ig_sum_bits": "0.188810",
"ig_mean_bits": "0.003562",
"delta_top5_mass": "0.241610",
"mean_abs_log2_lift": "0.743852",
"semantic_top_group": "cat:limbs",
"semantic_margin": "0.005960",
"semantic_entropy_norm": "0.968348",
"strongest_group_by_lift": "cat:information",
"strongest_group_lift": "0.000000",
"suggested_probe_bundle": "species_taxonomy",
"needs_glossary": "1",
"combined_score": "0.035614",
"actionable_score": "0.007483"
},
{
"tag": "long_hair",
"sample_occurrences": "62",
"fluffyrock_count": "261330",
"prevalence": "0.062000",
"ig_sum_bits": "0.355282",
"ig_mean_bits": "0.006703",
"delta_top5_mass": "0.327226",
"mean_abs_log2_lift": "0.500167",
"semantic_top_group": "cat:hair",
"semantic_margin": "0.091200",
"semantic_entropy_norm": "0.962667",
"strongest_group_by_lift": "cat:hair",
"strongest_group_lift": "2.680965",
"suggested_probe_bundle": "other",
"needs_glossary": "0",
"combined_score": "0.044438",
"actionable_score": "0.007477"
},
{
"tag": "white_fur",
"sample_occurrences": "133",
"fluffyrock_count": "426284",
"prevalence": "0.133000",
"ig_sum_bits": "0.279758",
"ig_mean_bits": "0.005278",
"delta_top5_mass": "0.190917",
"mean_abs_log2_lift": "0.799621",
"semantic_top_group": "cat:posture",
"semantic_margin": "0.004182",
"semantic_entropy_norm": "0.963464",
"strongest_group_by_lift": "cat:information",
"strongest_group_lift": "0.000000",
"suggested_probe_bundle": "other",
"needs_glossary": "0",
"combined_score": "0.049235",
"actionable_score": "0.007363"
},
{
"tag": "jewelry",
"sample_occurrences": "53",
"fluffyrock_count": "185593",
"prevalence": "0.053000",
"ig_sum_bits": "0.405028",
"ig_mean_bits": "0.007642",
"delta_top5_mass": "0.329660",
"mean_abs_log2_lift": "1.548813",
"semantic_top_group": "cat:body_decor",
"semantic_margin": "0.065941",
"semantic_entropy_norm": "0.966169",
"strongest_group_by_lift": "wiki:character_relations",
"strongest_group_lift": "0.000000",
"suggested_probe_bundle": "other",
"needs_glossary": "0",
"combined_score": "0.046905",
"actionable_score": "0.007316"
},
{
"tag": "cleavage",
"sample_occurrences": "41",
"fluffyrock_count": "116981",
"prevalence": "0.041000",
"ig_sum_bits": "0.368920",
"ig_mean_bits": "0.006961",
"delta_top5_mass": "0.424000",
"mean_abs_log2_lift": "1.077146",
"semantic_top_group": "cat:breasts",
"semantic_margin": "0.048045",
"semantic_entropy_norm": "0.952018",
"strongest_group_by_lift": "wiki:themes",
"strongest_group_lift": "0.000000",
"suggested_probe_bundle": "other",
"needs_glossary": "0",
"combined_score": "0.038332",
"actionable_score": "0.006721"
},
{
"tag": "duo",
"sample_occurrences": "246",
"fluffyrock_count": "1327850",
"prevalence": "0.246000",
"ig_sum_bits": "0.196565",
"ig_mean_bits": "0.003709",
"delta_top5_mass": "0.131317",
"mean_abs_log2_lift": "0.251101",
"semantic_top_group": "cat:gaze",
"semantic_margin": "0.011348",
"semantic_entropy_norm": "0.964475",
"strongest_group_by_lift": "wiki:character_relations",
"strongest_group_lift": "2.405840",
"suggested_probe_bundle": "count_cardinality",
"needs_glossary": "1",
"combined_score": "0.043832",
"actionable_score": "0.006575"
}
],
"bundle_scores": [
{
"bundle": "clothing_state",
"bundle_score_top5_actionable": 0.669466,
"top_tags": [
"clothing",
"clothed",
"topwear",
"bottomwear",
"shirt"
],
"glossary_rate_top5": 0.4
},
{
"bundle": "other",
"bundle_score_top5_actionable": 0.425525,
"top_tags": [
"hair",
"female",
"male",
"canine",
"fingers"
],
"glossary_rate_top5": 0.2
},
{
"bundle": "scene_pose",
"bundle_score_top5_actionable": 0.322049,
"top_tags": [
"simple_background",
"standing",
"white_background",
"outside",
"sitting"
],
"glossary_rate_top5": 0.0
},
{
"bundle": "gaze_expression",
"bundle_score_top5_actionable": 0.320334,
"top_tags": [
"smile",
"looking_at_viewer",
"open_mouth",
"blush",
"eyes_closed"
],
"glossary_rate_top5": 0.0
},
{
"bundle": "body_type_presence",
"bundle_score_top5_actionable": 0.158529,
"top_tags": [
"anthro",
"biped",
"feral",
"humanoid",
"quadruped"
],
"glossary_rate_top5": 0.6
},
{
"bundle": "text_symbols",
"bundle_score_top5_actionable": 0.125053,
"top_tags": [
"text",
"dialogue",
"<3"
],
"glossary_rate_top5": 0.333
},
{
"bundle": "body_shape_breasts",
"bundle_score_top5_actionable": 0.079118,
"top_tags": [
"breasts",
"big_breasts",
"wide_hips",
"thick_thighs",
"muscular_male"
],
"glossary_rate_top5": 0.0
},
{
"bundle": "species_taxonomy",
"bundle_score_top5_actionable": 0.065936,
"top_tags": [
"canid",
"mammal",
"canis",
"equid",
"leporid"
],
"glossary_rate_top5": 0.8
},
{
"bundle": "count_cardinality",
"bundle_score_top5_actionable": 0.023691,
"top_tags": [
"solo",
"duo",
"group",
"trio",
"husky"
],
"glossary_rate_top5": 0.6
}
],
"diversified_probe_shortlist": [
"clothing",
"hair",
"simple_background",
"clothed",
"text",
"smile",
"looking_at_viewer",
"anthro",
"breasts",
"standing",
"dialogue",
"female",
"solo",
"open_mouth",
"male"
],
"outputs": {
"csv": "E:\\image\\backup\\Prompt_Squirrel_RAG\\data\\analysis\\probe_informativeness.csv",
"summary_json": "E:\\image\\backup\\Prompt_Squirrel_RAG\\data\\analysis\\probe_informativeness_summary.json"
}
}