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peter2000
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laya-vulnerability-groups

Text Classification
Transformers
Safetensors
Laya
multi-label
climate
vulnerability
rlcd
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xet
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laya-vulnerability-groups / metrics_full.json
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peter2000
Full accuracy+F1 metrics: laya zero-shot, laya fine-tuned, setfit (95 test rows)
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{
"dataset": "GIZ/vulnerability_training_data_full",
"split": "train_test_split(random_state=42, test_size=0.2, stratify=min(n_labels,3)); n_test=95",
"models": {
"laya_fine_tuned": {
"threshold": 0.5,
"exact_match_accuracy": 0.47368421052631576,
"hamming_accuracy": 0.9504643962848297,
"hamming_loss": 0.04953560371517028,
"macro_f1": 0.6543859533629355,
"micro_f1": 0.6694214876033058,
"weighted_f1": 0.5965014324456741,
"macro_precision": 0.6402218782249742,
"micro_precision": 0.7297297297297297,
"macro_recall": 0.7456008044243339,
"micro_recall": 0.6183206106870229,
"ece": 0.026282352941176475,
"per_label_f1": {
"Agricultural communities": 0.9565,
"Coastal communities": 0.5,
"Ethnic, racial or other minorities": 0.6,
"Fishery communities": 0.4,
"Informal sector workers": 1.0,
"Members of indigenous and local communities": 0.9333,
"Migrants and displaced persons": 0.5714,
"Older persons": 0.8889,
"Other": 0.0,
"Persons living in poverty": 0.3333,
"Persons with disabilities": 1.0,
"Persons with pre-existing health conditions": 0.8,
"Residents of drought-prone regions": 0.5714,
"Rural populations": 0.8,
"Sexual minorities (LGBTQI+)": 0.3333,
"Urban populations": 0.5714,
"Women and other genders": 0.8649
},
"per_label_precision": {
"Agricultural communities": 0.9167,
"Coastal communities": 0.4444,
"Ethnic, racial or other minorities": 1.0,
"Fishery communities": 0.25,
"Informal sector workers": 1.0,
"Members of indigenous and local communities": 0.875,
"Migrants and displaced persons": 0.5,
"Older persons": 0.8889,
"Other": 0.0,
"Persons living in poverty": 0.6,
"Persons with disabilities": 1.0,
"Persons with pre-existing health conditions": 0.6667,
"Residents of drought-prone regions": 0.4,
"Rural populations": 0.6667,
"Sexual minorities (LGBTQI+)": 0.3333,
"Urban populations": 0.5,
"Women and other genders": 0.8421
},
"per_label_recall": {
"Agricultural communities": 1.0,
"Coastal communities": 0.5714,
"Ethnic, racial or other minorities": 0.4286,
"Fishery communities": 1.0,
"Informal sector workers": 1.0,
"Members of indigenous and local communities": 1.0,
"Migrants and displaced persons": 0.6667,
"Older persons": 0.8889,
"Other": 0.0,
"Persons living in poverty": 0.2308,
"Persons with disabilities": 1.0,
"Persons with pre-existing health conditions": 1.0,
"Residents of drought-prone regions": 1.0,
"Rural populations": 1.0,
"Sexual minorities (LGBTQI+)": 0.3333,
"Urban populations": 0.6667,
"Women and other genders": 0.8889
},
"per_label_accuracy": {
"Agricultural communities": 0.9895,
"Coastal communities": 0.9158,
"Ethnic, racial or other minorities": 0.9579,
"Fishery communities": 0.9684,
"Informal sector workers": 1.0,
"Members of indigenous and local communities": 0.9895,
"Migrants and displaced persons": 0.9684,
"Older persons": 0.9789,
"Other": 0.7368,
"Persons living in poverty": 0.8737,
"Persons with disabilities": 1.0,
"Persons with pre-existing health conditions": 0.9895,
"Residents of drought-prone regions": 0.9684,
"Rural populations": 0.9789,
"Sexual minorities (LGBTQI+)": 0.9579,
"Urban populations": 0.9368,
"Women and other genders": 0.9474
},
"test_positives": {
"Agricultural communities": 11,
"Coastal communities": 7,
"Ethnic, racial or other minorities": 7,
"Fishery communities": 1,
"Informal sector workers": 4,
"Members of indigenous and local communities": 7,
"Migrants and displaced persons": 3,
"Older persons": 9,
"Other": 25,
"Persons living in poverty": 13,
"Persons with disabilities": 9,
"Persons with pre-existing health conditions": 2,
"Residents of drought-prone regions": 2,
"Rural populations": 4,
"Sexual minorities (LGBTQI+)": 3,
"Urban populations": 6,
"Women and other genders": 18
},
"eval_seconds": 10.1,
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