{ "gold_sentences": 6606, "gold_tokens": 113725, "gold_entities": 18210, "results": { "EXP-001 AraBERTv02 nested": { "overall": { "precision": 0.9208, "recall": 0.9343, "f1": 0.9275, "tp": 17013, "fp": 1464, "fn": 1197, "gold_entities": 18210, "pred_entities": 18477, "macro_f1_over_types": 0.8411 }, "per_type": { "CARDINAL": { "support": 342, "pred": 338, "tp": 302, "fp": 36, "fn": 40, "precision": 0.8935, "recall": 0.883, "f1": 0.8882 }, "CURR": { "support": 41, "pred": 40, "tp": 37, "fp": 3, "fn": 4, "precision": 0.925, "recall": 0.9024, "f1": 0.9136 }, "DATE": { "support": 3206, "pred": 3239, "tp": 3086, "fp": 153, "fn": 120, "precision": 0.9528, "recall": 0.9626, "f1": 0.9576 }, "EVENT": { "support": 570, "pred": 578, "tp": 474, "fp": 104, "fn": 96, "precision": 0.8201, "recall": 0.8316, "f1": 0.8258 }, "FAC": { "support": 246, "pred": 254, "tp": 205, "fp": 49, "fn": 41, "precision": 0.8071, "recall": 0.8333, "f1": 0.82 }, "GPE": { "support": 4344, "pred": 4334, "tp": 4190, "fp": 144, "fn": 154, "precision": 0.9668, "recall": 0.9645, "f1": 0.9657 }, "LANGUAGE": { "support": 44, "pred": 40, "tp": 38, "fp": 2, "fn": 6, "precision": 0.95, "recall": 0.8636, "f1": 0.9048 }, "LAW": { "support": 90, "pred": 97, "tp": 78, "fp": 19, "fn": 12, "precision": 0.8041, "recall": 0.8667, "f1": 0.8342 }, "LOC": { "support": 219, "pred": 224, "tp": 190, "fp": 34, "fn": 29, "precision": 0.8482, "recall": 0.8676, "f1": 0.8578 }, "MONEY": { "support": 33, "pred": 40, "tp": 31, "fp": 9, "fn": 2, "precision": 0.775, "recall": 0.9394, "f1": 0.8493 }, "NORP": { "support": 1095, "pred": 1174, "tp": 922, "fp": 252, "fn": 173, "precision": 0.7853, "recall": 0.842, "f1": 0.8127 }, "OCC": { "support": 1126, "pred": 1142, "tp": 1029, "fp": 113, "fn": 97, "precision": 0.9011, "recall": 0.9139, "f1": 0.9074 }, "ORDINAL": { "support": 1083, "pred": 1065, "tp": 1027, "fp": 38, "fn": 56, "precision": 0.9643, "recall": 0.9483, "f1": 0.9562 }, "ORG": { "support": 3928, "pred": 4035, "tp": 3719, "fp": 316, "fn": 209, "precision": 0.9217, "recall": 0.9468, "f1": 0.9341 }, "PERCENT": { "support": 33, "pred": 33, "tp": 32, "fp": 1, "fn": 1, "precision": 0.9697, "recall": 0.9697, "f1": 0.9697 }, "PERS": { "support": 1571, "pred": 1582, "tp": 1477, "fp": 105, "fn": 94, "precision": 0.9336, "recall": 0.9402, "f1": 0.9369 }, "PRODUCT": { "support": 19, "pred": 19, "tp": 14, "fp": 5, "fn": 5, "precision": 0.7368, "recall": 0.7368, "f1": 0.7368 }, "QUANTITY": { "support": 9, "pred": 11, "tp": 5, "fp": 6, "fn": 4, "precision": 0.4545, "recall": 0.5556, "f1": 0.5 }, "TIME": { "support": 84, "pred": 90, "tp": 63, "fp": 27, "fn": 21, "precision": 0.7, "recall": 0.75, "f1": 0.7241 }, "UNIT": { "support": 11, "pred": 10, "tp": 7, "fp": 3, "fn": 4, "precision": 0.7, "recall": 0.6364, "f1": 0.6667 }, "WEBSITE": { "support": 116, "pred": 132, "tp": 87, "fp": 45, "fn": 29, "precision": 0.6591, "recall": 0.75, "f1": 0.7016 } }, "per_domain": { "Awraq_G1": { "sentences": 931, "support": 3316, "precision": 0.9523, "recall": 0.9692, "f1": 0.9607 }, "Awraq_G2": { "sentences": 979, "support": 3498, "precision": 0.9743, "recall": 0.9771, "f1": 0.9757 }, "Awraq_G3": { "sentences": 1430, "support": 4494, "precision": 0.8707, "recall": 0.8945, "f1": 0.8824 }, "Curras": { "sentences": 1045, "support": 3797, "precision": 0.9489, "recall": 0.9637, "f1": 0.9562 }, "Lebanese": { "sentences": 85, "support": 287, "precision": 0.9448, "recall": 0.9547, "f1": 0.9497 }, "PCMA": { "sentences": 209, "support": 463, "precision": 0.9893, "recall": 0.9957, "f1": 0.9925 }, "QUORA": { "sentences": 530, "support": 619, "precision": 0.8344, "recall": 0.8304, "f1": 0.8324 }, "T1: Terrorism": { "sentences": 276, "support": 654, "precision": 0.8824, "recall": 0.8838, "f1": 0.8831 }, "T2: Foreign policy": { "sentences": 288, "support": 617, "precision": 0.8781, "recall": 0.8525, "f1": 0.8651 }, "T3: Security": { "sentences": 166, "support": 123, "precision": 0.6515, "recall": 0.6992, "f1": 0.6745 }, "T4: Elections": { "sentences": 322, "support": 179, "precision": 0.6816, "recall": 0.6816, "f1": 0.6816 }, "T5: Migration": { "sentences": 129, "support": 49, "precision": 0.6212, "recall": 0.8367, "f1": 0.713 }, "T6: Health policy": { "sentences": 216, "support": 114, "precision": 0.8475, "recall": 0.8772, "f1": 0.8621 } } }, "EXP-002 MARBERTv2 nested": { "overall": { "precision": 0.9058, "recall": 0.911, "f1": 0.9084, "tp": 16590, "fp": 1726, "fn": 1620, "gold_entities": 18210, "pred_entities": 18316, "macro_f1_over_types": 0.5877 }, "per_type": { "CARDINAL": { "support": 342, "pred": 341, "tp": 289, "fp": 52, "fn": 53, "precision": 0.8475, "recall": 0.845, "f1": 0.8463 }, "CURR": { "support": 41, "pred": 2, "tp": 1, "fp": 1, "fn": 40, "precision": 0.5, "recall": 0.0244, "f1": 0.0465 }, "DATE": { "support": 3206, "pred": 3238, "tp": 3079, "fp": 159, "fn": 127, "precision": 0.9509, "recall": 0.9604, "f1": 0.9556 }, "EVENT": { "support": 570, "pred": 612, "tp": 437, "fp": 175, "fn": 133, "precision": 0.7141, "recall": 0.7667, "f1": 0.7394 }, "FAC": { "support": 246, "pred": 247, "tp": 170, "fp": 77, "fn": 76, "precision": 0.6883, "recall": 0.6911, "f1": 0.6897 }, "GPE": { "support": 4344, "pred": 4349, "tp": 4179, "fp": 170, "fn": 165, "precision": 0.9609, "recall": 0.962, "f1": 0.9615 }, "LANGUAGE": { "support": 44, "pred": 10, "tp": 10, "fp": 0, "fn": 34, "precision": 1.0, "recall": 0.2273, "f1": 0.3704 }, "LAW": { "support": 90, "pred": 100, "tp": 74, "fp": 26, "fn": 16, "precision": 0.74, "recall": 0.8222, "f1": 0.7789 }, "LOC": { "support": 219, "pred": 201, "tp": 161, "fp": 40, "fn": 58, "precision": 0.801, "recall": 0.7352, "f1": 0.7667 }, "MONEY": { "support": 33, "pred": 36, "tp": 26, "fp": 10, "fn": 7, "precision": 0.7222, "recall": 0.7879, "f1": 0.7536 }, "NORP": { "support": 1095, "pred": 1166, "tp": 902, "fp": 264, "fn": 193, "precision": 0.7736, "recall": 0.8237, "f1": 0.7979 }, "OCC": { "support": 1126, "pred": 1156, "tp": 1017, "fp": 139, "fn": 109, "precision": 0.8798, "recall": 0.9032, "f1": 0.8913 }, "ORDINAL": { "support": 1083, "pred": 1048, "tp": 1017, "fp": 31, "fn": 66, "precision": 0.9704, "recall": 0.9391, "f1": 0.9545 }, "ORG": { "support": 3928, "pred": 4047, "tp": 3682, "fp": 365, "fn": 246, "precision": 0.9098, "recall": 0.9374, "f1": 0.9234 }, "PERCENT": { "support": 33, "pred": 30, "tp": 0, "fp": 30, "fn": 33, "precision": 0.0, "recall": 0.0, "f1": 0.0 }, "PERS": { "support": 1571, "pred": 1591, "tp": 1463, "fp": 128, "fn": 108, "precision": 0.9195, "recall": 0.9313, "f1": 0.9254 }, "PRODUCT": { "support": 19, "pred": 0, "tp": 0, "fp": 0, "fn": 19, "precision": 0.0, "recall": 0.0, "f1": 0.0 }, "QUANTITY": { "support": 9, "pred": 0, "tp": 0, "fp": 0, "fn": 9, "precision": 0.0, "recall": 0.0, "f1": 0.0 }, "TIME": { "support": 84, "pred": 41, "tp": 26, "fp": 15, "fn": 58, "precision": 0.6341, "recall": 0.3095, "f1": 0.416 }, "UNIT": { "support": 11, "pred": 0, "tp": 0, "fp": 0, "fn": 11, "precision": 0.0, "recall": 0.0, "f1": 0.0 }, "WEBSITE": { "support": 116, "pred": 101, "tp": 57, "fp": 44, "fn": 59, "precision": 0.5644, "recall": 0.4914, "f1": 0.5253 } }, "per_domain": { "Awraq_G1": { "sentences": 931, "support": 3316, "precision": 0.9388, "recall": 0.9524, "f1": 0.9455 }, "Awraq_G2": { "sentences": 979, "support": 3498, "precision": 0.9681, "recall": 0.9706, "f1": 0.9693 }, "Awraq_G3": { "sentences": 1430, "support": 4494, "precision": 0.8475, "recall": 0.856, "f1": 0.8518 }, "Curras": { "sentences": 1045, "support": 3797, "precision": 0.9385, "recall": 0.9529, "f1": 0.9456 }, "Lebanese": { "sentences": 85, "support": 287, "precision": 0.9315, "recall": 0.9477, "f1": 0.9396 }, "PCMA": { "sentences": 209, "support": 463, "precision": 0.985, "recall": 0.9935, "f1": 0.9892 }, "QUORA": { "sentences": 530, "support": 619, "precision": 0.7857, "recall": 0.7641, "f1": 0.7748 }, "T1: Terrorism": { "sentences": 276, "support": 654, "precision": 0.8674, "recall": 0.8502, "f1": 0.8587 }, "T2: Foreign policy": { "sentences": 288, "support": 617, "precision": 0.8232, "recall": 0.8152, "f1": 0.8192 }, "T3: Security": { "sentences": 166, "support": 123, "precision": 0.6198, "recall": 0.6098, "f1": 0.6148 }, "T4: Elections": { "sentences": 322, "support": 179, "precision": 0.6752, "recall": 0.5922, "f1": 0.631 }, "T5: Migration": { "sentences": 129, "support": 49, "precision": 0.6531, "recall": 0.6531, "f1": 0.6531 }, "T6: Health policy": { "sentences": 216, "support": 114, "precision": 0.8559, "recall": 0.8333, "f1": 0.8444 } } } } }