Model Performance

System Performance on UD Treebanks

Here we report the performance of Stanza’s pretrained models on all supported languages. Again, performances of models for tokenization, multi-word token (MWT) expansion, lemmatization, part-of-speech (POS) and morphological features tagging and dependency parsing are reported on the Universal Dependencies (UD) treebanks, while performances of the NER models are reported separately.

System Performance on UD Treebanks

In the table below you can find the performance of Stanza’s pretrained UD models as of version 1.3 on UD 2.8. Performance as of v1.0 on UD 2.5 is also available. All models are trained and tested with the Universal Dependencies v2.8 treebanks. Note that all scores reported are from an end-to-end evaluation on the official test sets (from raw text to the full CoNLL-U file), and are generated with the CoNLL 2018 UD shared task official evaluation script. For detailed interpretation of these scores and the evaluation scripts we used, please refer to the CoNLL 2018 UD Shared Task Evaluation page. For details on how we handled treebanks with no training data, please refer to our CoNLL 2018 system description paper.

For more detailed results and better viewing experience, please access the results in this Google Spreadsheet.

Treebank	Tokens	Sentences	Words	UPOS	XPOS	UFeats	AllTags	Lemmas	UAS	LAS	CLAS	MLAS	BLEX
Macro Avg	99.52	88.11	99.13	94.81	94.40	92.71	90.01	95.05	83.62	79.04	75.08	68.22	71.83
UD_Afrikaans-AfriBooms	99.93	100.00	99.93	97.97	93.97	97.22	93.88	97.39	87.38	83.57	76.66	72.07	73.00
UD_Ancient_Greek-PROIEL	100.00	52.02	100.00	97.38	97.74	92.20	91.03	97.21	81.27	77.38	72.60	62.22	70.27
UD_Ancient_Greek-Perseus	99.99	98.93	99.99	92.36	84.95	91.03	84.75	87.58	79.26	73.65	67.83	53.86	56.75
UD_Arabic-PADT	99.98	82.87	98.61	95.61	92.49	92.64	92.32	94.16	84.40	79.94	76.87	71.15	73.54
UD_Armenian-ArmTDP	99.92	99.46	99.48	95.70	99.48	91.66	90.63	94.91	83.82	77.95	73.50	65.88	69.97
UD_Basque-BDT	99.99	100.00	99.99	96.09	99.99	92.93	91.19	96.26	86.19	82.76	81.12	73.28	77.95
UD_Belarusian-HSE	98.48	88.12	98.48	96.75	94.90	91.97	89.98	94.07	85.29	82.80	79.43	72.79	74.80
UD_Bulgarian-BTB	99.93	96.29	99.93	98.83	96.34	97.57	95.88	97.31	93.30	90.16	86.76	83.42	83.58
UD_Catalan-AnCora	99.97	99.59	99.95	98.77	99.95	98.38	97.95	98.57	93.17	90.97	86.20	83.84	85.38
UD_Chinese-GSD	93.99	98.80	93.99	90.26	90.05	93.18	89.23	93.99	74.29	70.98	68.31	64.41	68.31
UD_Chinese-GSDSimp	93.89	98.80	93.89	90.04	89.80	93.06	88.98	93.89	75.14	71.91	69.31	65.33	69.31
UD_Classical_Chinese-Kyoto	97.17	41.73	97.17	87.80	86.69	90.62	84.43	96.93	68.21	62.73	61.36	59.03	61.26
UD_Coptic-Scriptorium	100.00	34.83	87.13	83.96	83.84	84.86	82.97	84.01	64.45	62.44	53.78	50.65	52.46
UD_Croatian-SET	99.94	97.61	99.94	97.82	94.68	95.08	93.96	96.59	90.44	86.79	83.92	77.43	80.09
UD_Czech-CAC	99.92	100.00	99.81	98.53	94.34	93.08	92.19	97.65	91.11	88.64	86.42	79.39	84.40
UD_Czech-CLTT	99.19	97.79	99.12	98.13	91.43	91.60	90.80	96.70	86.45	83.93	81.05	72.62	78.98
UD_Czech-FicTree	99.98	98.95	99.97	98.31	95.12	96.01	94.60	98.27	93.26	90.73	88.25	82.88	86.15
UD_Czech-PDT	99.98	94.99	99.98	98.60	95.39	94.63	93.68	98.43	92.25	90.18	88.46	82.10	86.82
UD_Danish-DDT	99.90	91.65	99.90	97.64	99.90	97.35	96.36	96.97	86.63	84.36	81.33	77.30	78.09
UD_Dutch-Alpino	99.52	88.07	99.52	95.87	94.48	96.00	93.74	94.03	89.43	86.41	81.73	76.35	74.28
UD_Dutch-LassySmall	99.88	80.77	99.88	95.98	95.11	96.33	94.30	95.24	87.06	83.34	77.26	73.20	72.12
UD_English-EWT	99.36	89.09	99.11	95.64	95.40	96.23	94.02	96.91	87.41	84.91	81.60	77.18	79.35
UD_English-GUM	99.25	88.98	99.42	96.15	96.15	95.39	94.00	97.55	88.30	85.68	81.57	76.60	79.49
UD_English-LinES	99.96	90.05	99.96	96.92	96.17	96.71	94.07	98.21	86.80	82.92	78.51	73.81	76.71
UD_English-ParTUT	99.66	100.00	99.57	96.11	95.79	95.26	93.97	97.20	89.09	86.36	81.09	75.34	78.61
UD_Estonian-EDT	99.95	93.10	99.95	97.21	98.07	95.86	94.51	95.91	87.15	84.43	82.93	77.78	78.75
UD_Estonian-EWT	98.78	78.96	98.78	92.55	94.45	91.43	88.50	89.81	76.97	71.94	69.01	62.15	61.63
UD_Faroese-FarPaHC	99.72	94.45	99.70	97.00	91.76	93.15	91.20	99.70	84.04	79.68	71.74	64.57	71.74
UD_Finnish-FTB	100.00	90.38	99.98	95.47	95.15	96.52	93.94	95.99	89.55	86.74	84.03	79.55	80.97
UD_Finnish-TDT	99.80	91.29	99.76	96.94	97.76	95.41	94.45	94.70	88.89	86.54	85.09	79.97	80.28
UD_French-GSD	99.73	95.77	99.46	97.42	99.45	97.55	96.78	97.88	91.98	89.60	85.18	81.98	83.45
UD_French-ParTUT	99.88	100.00	99.42	96.54	96.15	94.00	93.31	96.04	91.42	88.96	84.18	75.65	79.95
UD_French-Sequoia	99.86	90.99	99.55	98.39	99.55	97.71	97.25	98.22	91.14	88.90	85.35	82.68	83.92
UD_French-Spoken	99.97	23.44	99.38	95.63	96.83	92.82	88.47	95.78	77.23	70.95	62.21	56.11	60.61
UD_Galician-CTG	99.86	98.78	99.25	97.14	96.91	99.09	96.63	97.85	85.06	82.53	77.12	70.87	75.77
UD_Galician-TreeGal	99.61	88.81	98.51	94.13	91.86	93.20	90.97	94.64	78.06	72.99	65.72	58.99	62.03
UD_German-GSD	99.49	82.81	99.47	94.40	96.93	89.28	84.68	96.22	85.29	80.66	75.50	59.20	71.21
UD_German-HDT	100.00	97.10	100.00	97.95	97.83	91.32	90.87	97.50	94.71	92.26	88.20	75.97	85.16
UD_Gothic-PROIEL	100.00	40.62	100.00	96.10	96.69	90.69	88.93	96.02	75.21	69.45	66.82	57.95	64.51
UD_Greek-GDT	99.94	93.08	99.93	97.64	97.64	94.93	94.27	96.28	91.53	89.14	84.40	78.07	79.63
UD_Hebrew-HTB	100.00	100.00	92.82	90.15	90.15	88.78	88.05	89.93	79.62	76.93	70.29	63.84	67.25
UD_Hindi-HDTB	100.00	99.29	100.00	97.55	97.07	93.87	91.98	96.80	94.74	91.67	88.12	78.29	86.82
UD_Hungarian-Szeged	99.92	97.45	99.92	96.00	99.92	93.62	92.73	94.19	84.19	79.23	77.23	68.82	71.61
UD_Icelandic-IcePaHC	99.91	93.18	99.87	96.23	92.02	89.72	84.59	95.62	87.09	83.14	77.64	64.18	73.82
UD_Icelandic-Modern	99.97	98.83	99.97	98.59	97.53	98.01	97.32	98.70	93.42	91.91	89.54	87.27	88.29
UD_Indonesian-CSUI	99.58	92.90	99.08	95.69	96.09	96.65	95.39	96.12	81.40	76.39	73.19	70.42	70.58
UD_Indonesian-GSD	99.98	94.13	99.98	93.85	94.54	95.75	89.12	99.65	86.53	80.36	77.40	69.03	77.06
UD_Irish-IDT	99.88	96.91	99.88	96.08	94.87	89.34	86.55	95.23	87.20	81.66	76.40	63.24	71.74
UD_Italian-ISDT	99.94	99.07	99.83	97.93	97.88	97.79	97.15	98.01	92.78	90.99	86.71	83.80	84.33
UD_Italian-ParTUT	99.81	100.00	99.79	97.79	97.62	97.46	96.63	97.60	91.99	89.57	83.89	80.55	81.27
UD_Italian-PoSTWITA	99.63	66.72	99.36	96.16	95.97	96.25	94.90	96.49	83.24	78.85	73.11	69.61	71.00
UD_Italian-TWITTIRO	99.23	55.24	98.91	94.46	93.86	93.25	91.16	92.98	79.14	72.55	63.10	57.53	57.34
UD_Italian-VIT	99.98	95.99	99.53	97.41	96.49	97.27	95.55	97.99	89.25	86.02	80.38	76.61	78.57
UD_Japanese-GSD	96.79	99.72	96.79	95.58	95.01	96.76	94.77	96.28	88.50	87.64	82.80	81.40	82.42
UD_Korean-GSD	99.85	95.74	99.85	96.09	90.79	99.59	88.52	93.65	87.46	83.71	81.61	79.27	76.22
UD_Korean-Kaist	100.00	99.93	100.00	95.58	86.27	100.00	86.27	94.25	88.51	86.53	84.15	80.82	79.07
UD_Latin-ITTB	99.99	80.73	99.99	97.55	95.78	95.73	93.57	99.07	88.76	86.66	85.47	80.49	85.06
UD_Latin-LLCT	100.00	99.49	100.00	99.50	96.73	96.79	96.41	98.08	95.97	94.81	93.71	89.73	91.72
UD_Latin-PROIEL	100.00	42.28	100.00	96.98	97.13	91.26	90.46	96.71	76.99	72.86	69.73	60.95	67.82
UD_Latin-Perseus	100.00	98.99	100.00	90.97	78.18	82.44	77.53	82.70	71.24	61.58	57.06	44.55	45.88
UD_Latin-UDante	99.96	98.45	99.64	89.58	75.06	79.53	72.92	87.34	68.30	58.77	48.61	35.37	41.99
UD_Latvian-LVTB	99.83	98.97	99.83	96.42	88.58	93.69	87.99	95.61	89.09	85.89	83.63	75.40	79.82
UD_Lithuanian-ALKSNIS	99.94	89.38	99.94	93.54	85.88	87.15	84.55	92.78	78.81	73.66	71.02	59.69	65.84
UD_Lithuanian-HSE	98.87	51.11	98.87	82.89	81.85	74.39	69.00	77.03	50.66	39.41	34.57	24.40	27.31
UD_Maltese-MUDT	99.83	85.38	99.83	95.79	95.70	99.83	95.39	99.83	83.23	77.97	70.41	66.61	70.41
UD_Marathi-UFAL	97.59	92.63	94.85	76.23	94.85	64.22	59.80	76.72	69.12	57.84	50.52	29.65	41.34
UD_Naija-NSC	99.97	100.00	99.97	97.59	99.97	98.93	97.19	99.02	92.43	89.49	88.52	86.50	88.09
UD_North_Sami-Giella	99.71	99.83	99.71	90.44	92.46	87.10	82.80	88.12	72.87	66.66	64.14	57.51	56.48
UD_Norwegian-Bokmaal	99.87	97.65	99.87	98.04	99.87	97.07	96.29	98.10	92.16	90.35	87.86	83.80	85.69
UD_Norwegian-Nynorsk	99.96	94.29	99.96	97.70	99.96	96.77	95.82	97.73	91.49	89.59	87.09	82.33	84.41
UD_Norwegian-NynorskLIA	100.00	99.69	100.00	96.09	100.00	95.26	93.11	97.55	78.05	73.25	68.10	62.14	65.76
UD_Old_Church_Slavonic-PROIEL	100.00	50.67	100.00	96.51	96.83	90.59	89.60	95.62	79.61	75.10	74.54	65.95	71.79
UD_Old_East_Slavic-RNC	97.87	81.60	97.87	86.85	87.11	66.30	59.36	76.20	60.86	51.86	40.82	25.80	30.41
UD_Old_East_Slavic-TOROT	100.00	32.78	100.00	93.40	93.55	86.43	84.28	90.83	72.47	66.40	63.07	52.46	58.51
UD_Old_French-SRCMF	100.00	100.00	100.00	96.06	95.89	97.61	95.31	100.00	90.68	85.71	81.86	79.00	81.86
UD_Persian-PerDT	99.96	99.86	99.63	97.03	96.96	97.29	95.11	98.64	92.67	90.39	88.29	84.57	87.21
UD_Persian-Seraji	100.00	99.25	99.67	97.19	97.26	97.36	96.80	97.81	89.80	86.51	83.51	81.48	81.82
UD_Polish-LFG	99.91	99.91	99.91	98.43	94.35	95.42	93.67	96.55	95.75	93.78	92.00	86.69	87.98
UD_Polish-PDB	99.87	98.26	99.84	98.26	94.10	94.38	93.33	97.28	93.28	90.97	88.86	82.20	85.85
UD_Portuguese-Bosque	99.81	91.59	99.74	97.07	99.74	96.14	94.73	97.79	91.09	87.99	83.05	76.43	80.71
UD_Portuguese-GSD	99.92	97.84	99.82	98.12	98.10	99.66	98.03	99.14	91.59	87.85	83.78	80.00	82.96
UD_Romanian-Nonstandard	98.86	97.53	98.86	95.28	90.57	89.42	88.03	94.81	88.71	84.47	80.12	66.45	76.35
UD_Romanian-RRT	99.73	95.40	99.73	97.63	96.95	97.16	96.87	97.52	90.56	86.51	82.60	79.19	80.45
UD_Romanian-SiMoNERo	99.62	100.00	99.62	97.86	97.41	97.05	96.85	98.57	92.97	91.10	88.27	84.28	87.14
UD_Russian-GSD	99.65	97.16	99.65	97.38	97.18	93.08	92.19	95.03	89.01	84.81	82.52	75.21	77.41
UD_Russian-SynTagRus	99.59	98.95	99.59	98.27	99.59	95.99	95.67	97.46	92.79	91.13	89.51	85.22	87.15
UD_Russian-Taiga	99.00	88.30	99.00	95.78	99.00	92.73	91.53	94.16	80.90	76.48	73.26	66.84	68.74
UD_Sanskrit-Vedic	100.00	33.21	100.00	88.88	100.00	80.46	77.01	88.52	61.59	49.33	48.65	42.45	45.49
UD_Scottish_Gaelic-ARCOSG	99.72	65.37	98.85	94.27	89.12	90.86	88.11	95.33	82.84	77.61	71.47	64.52	68.34
UD_Serbian-SET	99.99	99.33	99.99	98.32	94.08	94.41	93.64	96.32	91.84	88.92	86.50	79.26	82.36
UD_Slovenian-SSJ	99.90	98.10	99.90	98.33	95.13	95.43	94.62	97.07	92.72	90.97	88.37	83.21	84.98
UD_Slovenian-SST	100.00	27.46	100.00	93.26	87.67	87.64	84.63	94.15	62.60	55.26	49.51	42.52	46.72
UD_Spanish-AnCora	99.97	98.32	99.95	98.75	99.95	98.35	97.89	99.20	92.13	89.94	85.62	83.19	84.86
UD_Spanish-GSD	99.91	95.60	99.82	96.61	99.82	96.43	94.44	98.36	89.78	87.07	81.93	74.10	79.79
UD_Swedish-LinES	99.92	87.20	99.92	96.65	94.41	90.09	87.26	96.64	88.06	83.86	80.48	67.87	77.11
UD_Swedish-Talbanken	99.98	98.03	99.98	97.66	96.46	96.68	95.59	97.51	88.64	85.51	83.08	78.53	80.31
UD_Swedish_Sign_Language-SSLC	100.00	3.39	100.00	77.66	78.01	100.00	74.82	100.00	23.05	13.12	13.65	10.84	13.65
UD_Tamil-TTB	99.32	98.76	92.12	79.92	79.31	81.59	74.60	84.48	64.47	56.06	53.52	45.73	48.60
UD_Telugu-MTG	99.79	98.97	99.79	93.14	93.14	98.96	93.14	99.79	90.64	81.22	76.12	71.93	76.12
UD_Turkish-BOUN	99.38	90.25	98.62	90.70	91.64	92.18	87.10	93.56	75.95	69.64	67.52	58.30	63.37
UD_Turkish-FrameNet	100.00	100.00	100.00	94.89	100.00	92.30	91.48	93.05	90.93	80.85	78.23	69.81	71.27
UD_Turkish-IMST	99.94	97.87	98.23	92.49	93.34	90.86	88.91	95.17	71.74	65.46	61.84	55.90	60.04
UD_Turkish-Kenet	99.99	98.87	99.99	93.44	99.99	91.43	90.52	92.71	82.72	69.68	68.90	60.02	63.10
UD_Turkish-Penn	100.00	89.84	100.00	94.93	100.00	92.60	91.93	93.58	86.34	76.70	74.72	64.12	68.53
UD_Turkish-Tourism	100.00	99.93	100.00	99.01	100.00	94.97	94.78	98.95	95.90	90.28	87.64	80.49	86.63
UD_Turkish_German-SAGT	99.96	99.07	99.04	85.71	99.04	75.48	69.88	90.64	64.79	52.30	46.70	33.94	42.83
UD_Ukrainian-IU	99.78	97.48	99.75	96.74	92.40	92.47	91.29	96.23	87.83	84.71	81.40	73.84	77.77
UD_Urdu-UDTB	100.00	98.88	100.00	94.61	92.74	84.43	80.59	95.64	88.13	82.53	76.88	59.18	74.59
UD_Uyghur-UDT	99.46	84.72	99.46	88.76	91.17	87.52	79.87	95.16	74.74	62.91	56.66	45.40	53.67
UD_Vietnamese-VTB	89.22	95.45	89.22	81.65	79.91	89.03	79.88	89.22	56.01	50.41	47.50	44.48	47.50
UD_Welsh-CCG	99.84	97.89	99.29	93.97	92.58	89.06	86.25	92.56	83.21	76.16	69.77	58.45	62.76
UD_Western_Armenian-ArmTDP	99.81	98.11	99.69	92.38	99.69	85.21	84.12	93.33	78.83	70.11	60.89	47.62	56.10
UD_Wolof-WTB	99.93	92.31	99.37	93.86	93.61	92.83	90.76	93.96	83.52	77.41	71.47	64.41	67.16

Model Performance

Table of contents

System Performance on UD Treebanks