Datasets:
group stringclasses 37
values | id stringlengths 19 30 | tokens listlengths 301 2.05k | slots listlengths 3 22 | target listlengths 3 22 |
|---|---|---|---|---|
tipo/llm | llm-100-004455/tipo | [
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60,
61,
62,
63,
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65,
66,
67
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0.0009090909090909091,
0.0009090909090909091,
0.0009090909090909091,
0.00090909090909... |
tipo/llm | llm-100-003978/tipo | [
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67
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0.0009090909090909091,
0.9809090909090908,
0.0009090909090909091,
0.00090909090909090... |
phishing/fattura | gen-2026-000423/phishing | [
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48
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azione/fattura | gen-2026-003133/azione | [
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52
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0.002857142857142857,
0.002857142857142857,
0.002857142857142857,
0.002857142857142857
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dati_sensibili/llm | llm-100-013073/dati_sensibili | [
0,
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46,
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rischio/llm | llm-100-001829/rischio | [
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46,
47,
48,
49,
50
] | [
0.004,
0.984,
0.004,
0.004,
0.004
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codice_td/fattura | gen-2026-004286/codice_td | [
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52
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0.002857142857142857,
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0.002857142857142857
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tipo/llm | llm-100-002280/tipo | [
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60,
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62,
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67
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0.0009090909090909091,
0.0009090909090909091,
0.0009090909090909091,
0.00090909090909... |
giorni/fattura | gen-2026-000561/giorni | [
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54
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0.0022222222222222222,
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0.0022222222222222222,
0.0022222222222222222
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tipo/fattura | gen-2026-002622/tipo | [
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67
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0.0009090909090909091,
0.0009090909090909091,
0.0009090909090909091,
0.00090909090909090... |
doppione/coppia | gen-2026-001118/doppione | [
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37... | [
46,
47,
48
] | [
0.006666666666666667,
0.9866666666666667,
0.006666666666666667
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giorni/llm | llm-100-010374/giorni | [
0,
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198,
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599,
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51,
52,
53,
54
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0.0022222222222222222,
0.0022222222222222222,
0.0022222222222222222,
0.0022222222222222222,
0.0022222222222222222,
0.9822222222222222
] |
codice_td/fattura | gen-2026-001504/codice_td | [
0,
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52
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0.002857142857142857,
0.002857142857142857,
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0.002857142857142857
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tipo/ddt | gen-2026-001366/tipo | [
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67
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0.00090909090909090... |
ufficio/llm | llm-100-009730/ufficio | [
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50,
51,
52,
53,
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55
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0.002,
0.002,
0.002,
0.982,
0.002,
0.002,
0.002,
0.002
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ufficio/llm | llm-100-007084/ufficio | [
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0.002,
0.002,
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0.002,
0.002,
0.002,
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0.002
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tipo/llm | llm-100-002180/tipo | [
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67
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0.0009090909090909091,
0.00090909090909090... |
tipo/llm | llm-100-002203/tipo | [
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60,
61,
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67
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0.0009090909090909091,
0.0009090909090909091,
0.9809090909090908,
0.00090909090909090... |
doppione/coppia | gen-2026-001355/doppione | [
0,
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198,
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37... | [
46,
47,
48
] | [
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0.9866666666666667,
0.006666666666666667
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phishing/f24 | gen-2026-000895/phishing | [
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46,
47,
48
] | [
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scadenza/llm | llm-100-006236/scadenza | [
0,
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198,
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46,
47,
48
] | [
0.006666666666666667,
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giorni/llm | llm-100-004481/giorni | [
0,
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50,
51,
52,
53,
54
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0.0022222222222222222,
0.0022222222222222222,
0.0022222222222222222,
0.0022222222222222222,
0.0022222222222222222
] |
split_payment/fattura | gen-2026-001759/split_payment | [
0,
130972,
198,
18178,
599,
259,
18639,
31627,
27,
198,
198,
3683,
599,
259,
29765,
8895,
2122,
27,
2567,
9568,
8590,
25,
1959,
1135,
8052,
26,
45960,
5565,
1299,
488,
27,
198,
26,
13288,
1699,
275,
8590,
27,
1429,
390,
1870,
25,
37... | [
46,
47,
48
] | [
0.9866666666666667,
0.006666666666666667,
0.006666666666666667
] |
azione/f24 | gen-2026-001940/azione | [
0,
130972,
198,
18178,
599,
259,
18639,
31627,
27,
198,
198,
3683,
599,
259,
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13288,
1699,
275,
8590,
27,
1429,
390,
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37... | [
46,
47,
48,
49,
50,
51,
52
] | [
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0.002857142857142857,
0.002857142857142857,
0.002857142857142857,
0.002857142857142857,
0.002857142857142857,
0.002857142857142857
] |
azione/llm | llm-100-005511/azione | [
0,
130972,
198,
18178,
599,
259,
18639,
31627,
27,
198,
198,
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599,
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27,
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37... | [
46,
47,
48,
49,
50,
51,
52
] | [
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0.002857142857142857,
0.002857142857142857,
0.002857142857142857,
0.9828571428571429,
0.002857142857142857
] |
azione/llm | llm-100-008381/azione | [
0,
130972,
198,
18178,
599,
259,
18639,
31627,
27,
198,
198,
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599,
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27,
198,
26,
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275,
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27,
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37... | [
46,
47,
48,
49,
50,
51,
52
] | [
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0.002857142857142857,
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0.9828571428571429,
0.002857142857142857,
0.002857142857142857,
0.002857142857142857
] |
tipo/llm | llm-100-010377/tipo | [
0,
130972,
198,
18178,
599,
259,
18639,
31627,
27,
198,
198,
3683,
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198,
26,
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275,
8590,
27,
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37... | [
46,
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48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67
] | [
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0.0009090909090909091,
0.0009090909090909091,
0.0009090909090909091,
0.0009090909090909091,
0.0009090909090909091,
0.0009090909090909091,
0.0009090909090909091,
0.0009090909090909091,
0.0009090909090909091,
0.0009090909090909091,
0.0009090909090909091,
0.00090909090909... |
azione/f24 | gen-2026-003534/azione | [
0,
130972,
198,
18178,
599,
259,
18639,
31627,
27,
198,
198,
3683,
599,
259,
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2122,
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2567,
9568,
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1135,
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27,
198,
26,
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1699,
275,
8590,
27,
1429,
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1870,
25,
37... | [
46,
47,
48,
49,
50,
51,
52
] | [
0.002857142857142857,
0.002857142857142857,
0.002857142857142857,
0.002857142857142857,
0.9828571428571429,
0.002857142857142857,
0.002857142857142857
] |
tipo/llm | llm-100-011127/tipo | [
0,
130972,
198,
18178,
599,
259,
18639,
31627,
27,
198,
198,
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37... | [
46,
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48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67
] | [
0.0009090909090909091,
0.0009090909090909091,
0.0009090909090909091,
0.0009090909090909091,
0.0009090909090909091,
0.0009090909090909091,
0.0009090909090909091,
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0.0009090909090909091,
0.0009090909090909091,
0.0009090909090909091,
0.00090909090909... |
ufficio/llm | llm-100-000832/ufficio | [
0,
130972,
198,
18178,
599,
259,
18639,
31627,
27,
198,
198,
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46,
47,
48,
49,
50,
51,
52,
53,
54,
55
] | [
0.002,
0.002,
0.002,
0.002,
0.002,
0.982,
0.002,
0.002,
0.002,
0.002
] |
azione/llm | llm-100-007168/azione | [
0,
130972,
198,
18178,
599,
259,
18639,
31627,
27,
198,
198,
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599,
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8590,
27,
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37... | [
46,
47,
48,
49,
50,
51,
52
] | [
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0.002857142857142857,
0.002857142857142857,
0.002857142857142857,
0.002857142857142857,
0.9828571428571429,
0.002857142857142857
] |
phishing/llm | llm-100-008866/phishing | [
0,
130972,
198,
18178,
599,
259,
18639,
31627,
27,
198,
198,
3683,
599,
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27,
1429,
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25,
37... | [
46,
47,
48
] | [
0.9866666666666667,
0.006666666666666667,
0.006666666666666667
] |
tipo/llm | llm-100-011863/tipo | [
0,
130972,
198,
18178,
599,
259,
18639,
31627,
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198,
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37... | [
46,
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50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67
] | [
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0.0009090909090909091,
0.0009090909090909091,
0.0009090909090909091,
0.0009090909090909091,
0.0009090909090909091,
0.0009090909090909091,
0.0009090909090909091,
0.0009090909090909091,
0.0009090909090909091,
0.0009090909090909091,
0.0009090909090909091,
0.00090909090909... |
ufficio/llm | llm-100-007491/ufficio | [
0,
130972,
198,
18178,
599,
259,
18639,
31627,
27,
198,
198,
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27,
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37... | [
46,
47,
48,
49,
50,
51,
52,
53,
54,
55
] | [
0.002,
0.002,
0.002,
0.002,
0.002,
0.002,
0.002,
0.002,
0.982,
0.002
] |
azione/llm | llm-100-012631/azione | [
0,
130972,
198,
18178,
599,
259,
18639,
31627,
27,
198,
198,
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27,
1429,
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37... | [
46,
47,
48,
49,
50,
51,
52
] | [
0.002857142857142857,
0.002857142857142857,
0.002857142857142857,
0.9828571428571429,
0.002857142857142857,
0.002857142857142857,
0.002857142857142857
] |
azione/llm | llm-100-005317/azione | [
0,
130972,
198,
18178,
599,
259,
18639,
31627,
27,
198,
198,
3683,
599,
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1959,
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26,
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8590,
27,
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25,
37... | [
46,
47,
48,
49,
50,
51,
52
] | [
0.9828571428571429,
0.002857142857142857,
0.002857142857142857,
0.002857142857142857,
0.002857142857142857,
0.002857142857142857,
0.002857142857142857
] |
phishing/ddt | gen-2026-002932/phishing | [
0,
130972,
198,
18178,
599,
259,
18639,
31627,
27,
198,
198,
3683,
599,
259,
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1959,
1135,
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27,
198,
26,
13288,
1699,
275,
8590,
27,
1429,
390,
1870,
25,
37... | [
46,
47,
48
] | [
0.9866666666666667,
0.006666666666666667,
0.006666666666666667
] |
giorni/llm | llm-100-003203/giorni | [
0,
130972,
198,
18178,
599,
259,
18639,
31627,
27,
198,
198,
3683,
599,
259,
29765,
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27,
2567,
9568,
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1959,
1135,
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45960,
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488,
27,
198,
26,
13288,
1699,
275,
8590,
27,
1429,
390,
1870,
25,
37... | [
46,
47,
48,
49,
50,
51,
52,
53,
54
] | [
0.0022222222222222222,
0.0022222222222222222,
0.0022222222222222222,
0.0022222222222222222,
0.0022222222222222222,
0.0022222222222222222,
0.0022222222222222222,
0.0022222222222222222,
0.9822222222222222
] |
dati_sensibili/llm | llm-100-010445/dati_sensibili | [
0,
130972,
198,
18178,
599,
259,
18639,
31627,
27,
198,
198,
3683,
599,
259,
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1959,
1135,
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26,
13288,
1699,
275,
8590,
27,
1429,
390,
1870,
25,
37... | [
46,
47,
48
] | [
0.9866666666666667,
0.006666666666666667,
0.006666666666666667
] |
ufficio/llm | llm-100-000927/ufficio | [
0,
130972,
198,
18178,
599,
259,
18639,
31627,
27,
198,
198,
3683,
599,
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1959,
1135,
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488,
27,
198,
26,
13288,
1699,
275,
8590,
27,
1429,
390,
1870,
25,
37... | [
46,
47,
48,
49,
50,
51,
52,
53,
54,
55
] | [
0.002,
0.002,
0.982,
0.002,
0.002,
0.002,
0.002,
0.002,
0.002,
0.002
] |
azione/llm | llm-100-005226/azione | [
0,
130972,
198,
18178,
599,
259,
18639,
31627,
27,
198,
198,
3683,
599,
259,
29765,
8895,
2122,
27,
2567,
9568,
8590,
25,
1959,
1135,
8052,
26,
45960,
5565,
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488,
27,
198,
26,
13288,
1699,
275,
8590,
27,
1429,
390,
1870,
25,
37... | [
46,
47,
48,
49,
50,
51,
52
] | [
0.002857142857142857,
0.002857142857142857,
0.002857142857142857,
0.002857142857142857,
0.002857142857142857,
0.9828571428571429,
0.002857142857142857
] |
rischio/f24 | gen-2026-005770/rischio | [
0,
130972,
198,
18178,
599,
259,
18639,
31627,
27,
198,
198,
3683,
599,
259,
29765,
8895,
2122,
27,
2567,
9568,
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25,
1959,
1135,
8052,
26,
45960,
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488,
27,
198,
26,
13288,
1699,
275,
8590,
27,
1429,
390,
1870,
25,
37... | [
46,
47,
48,
49,
50
] | [
0.984,
0.004,
0.004,
0.004,
0.004
] |
azione/llm | llm-100-012322/azione | [
0,
130972,
198,
18178,
599,
259,
18639,
31627,
27,
198,
198,
3683,
599,
259,
29765,
8895,
2122,
27,
2567,
9568,
8590,
25,
1959,
1135,
8052,
26,
45960,
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488,
27,
198,
26,
13288,
1699,
275,
8590,
27,
1429,
390,
1870,
25,
37... | [
46,
47,
48,
49,
50,
51,
52
] | [
0.9828571428571429,
0.002857142857142857,
0.002857142857142857,
0.002857142857142857,
0.002857142857142857,
0.002857142857142857,
0.002857142857142857
] |
ufficio/llm | llm-100-002284/ufficio | [
0,
130972,
198,
18178,
599,
259,
18639,
31627,
27,
198,
198,
3683,
599,
259,
29765,
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2122,
27,
2567,
9568,
8590,
25,
1959,
1135,
8052,
26,
45960,
5565,
1299,
488,
27,
198,
26,
13288,
1699,
275,
8590,
27,
1429,
390,
1870,
25,
37... | [
46,
47,
48,
49,
50,
51,
52,
53,
54,
55
] | [
0.002,
0.002,
0.002,
0.002,
0.002,
0.982,
0.002,
0.002,
0.002,
0.002
] |
phishing/llm | llm-100-004078/phishing | [
0,
130972,
198,
18178,
599,
259,
18639,
31627,
27,
198,
198,
3683,
599,
259,
29765,
8895,
2122,
27,
2567,
9568,
8590,
25,
1959,
1135,
8052,
26,
45960,
5565,
1299,
488,
27,
198,
26,
13288,
1699,
275,
8590,
27,
1429,
390,
1870,
25,
37... | [
46,
47,
48
] | [
0.9866666666666667,
0.006666666666666667,
0.006666666666666667
] |
giorni/llm | llm-100-005211/giorni | [
0,
130972,
198,
18178,
599,
259,
18639,
31627,
27,
198,
198,
3683,
599,
259,
29765,
8895,
2122,
27,
2567,
9568,
8590,
25,
1959,
1135,
8052,
26,
45960,
5565,
1299,
488,
27,
198,
26,
13288,
1699,
275,
8590,
27,
1429,
390,
1870,
25,
37... | [
46,
47,
48,
49,
50,
51,
52,
53,
54
] | [
0.0022222222222222222,
0.0022222222222222222,
0.0022222222222222222,
0.0022222222222222222,
0.9822222222222222,
0.0022222222222222222,
0.0022222222222222222,
0.0022222222222222222,
0.0022222222222222222
] |
End of preview. Expand in Data Studio
Protocollo: righe di addestramento
Righe pronte per il fine-tuning LoRA di Protocollo, ricavate da dacso-ai/protocollo-dati con addestramento/prepara.py.
Ogni riga è una coppia (documento, domanda): tokens è il prompt compilato con il compilatore di Rizzo Flow (prompt spark-decisions-v3, tokenizer Spark-X2.5), slots sono i token delle lettere di risposta, target la distribuzione attesa su quelle lettere (etichette esatte con una lisciatura di 0,02). Per ogni documento sono state scelte 2 domande, preferendo le più difficili. I prompt oltre 2048 token sono stati scartati.
| Split | Righe | Token |
|---|---|---|
| train | 29.392 | 25,3 M |
| dev | 1.623 | 1,4 M |
Il notebook di addestramento è addestramento/protocollo_lora_kaggle.ipynb. Dati sintetici, Apache-2.0.
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