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Constituent parsing on PTB (test)

96.48F1

Yang and Tu

Updated 20d ago

Evaluation Results

Method
Yang and Tu 2024.06	96.48	-	-	-
bit-level parser 2024.06	96.43	-	-	-
ZEN/XLNET + POS + CATSA 2020.10	96.4	96.19	96.61	-
Tian et al. 2024.06	96.4	-	-	-
bit-level parser 2024.06	96.4	-	-	-
Tian et al. + PoS + XLNetlarge 2026.05	96.4	-	-	-
MRINI ET AL. (BERT/XLNET + POS) 2020.10	96.38	96.53	96.24	-
Mrini et al. 2020.10	96.38	96.24	96.53	58.65
LAL-Parser 2019.11	96.38	96.24	96.53	-
Mrini et al. 2024.06	96.38	-	-	-
Mrini et al. + dep + PoS + XLNetlarge 2026.05	96.38	-	-	-
bit-level parser 2024.06	96.37	-	-	-
ZEN/XLNET + CATSA 2020.10	96.36	96.07	96.64	-
bit-level parser 2024.06	96.36	-	-	-
Tian et al. + XLNetlarge 2026.05	96.36	-	-	-
attach-juxtapose (XLNet) 2020.10	96.34	96.13	96.55	59.17
Yang and Deng 2024.06	96.34	-	-	-
bit-level parser 2024.06	96.34	-	-	-
Yang and Deng + XLNetlarge 2026.05	96.34	-	-	-
Joint Span HPSG + XLNet 2019.07	96.33	96.21	96.46	-
ZHOU AND ZHAO (XLNET) 2020.10	96.33	96.46	96.21	-
ZEN/XLNET + POS + SA 2020.10	96.33	96.1	96.56	-
Zhou and Zhao 2020.10	96.33	96.21	96.46	58.73
Zhou and Zhao (2019) 2019.11	96.33	96.21	96.46	-
Zhou and Zhao 2024.06	96.33	-	-	-
Zhou and Zhao + dep + XLNetlarge 2026.05	96.33	-	-	-
ZEN/XLNET + SA 2020.10	96.31	96.03	96.58	-
BARTlarge + lexicalized in-order 2026.05	96.24	-	-	-
BARTlarge + lexicalized top-down 2026.05	96.23	-	-	-
ZEN/XLNET + POS 2020.10	96.14	95.86	96.42	-
ZEN/XLNET 2020.10	96.11	95.7	96.52	-
Yang and Tu 2024.06	96.04	-	-	-
bit-level parser 2024.06	96.03	-	-	-
bit-level parser 2024.06	96.02	-	-	-
Bottom-up Pointer Networks 2021.10	96.01	95.83	96.19	-
Yang and Tu 2024.06	96.01	-	-	-
bit-level parser 2024.06	96	-	-	-
bit-level parser 2024.06	95.98	-	-	-
bit-level parser 2024.06	95.95	-	-	-
Xin et al. (2021) 2021.10	95.92	95.55	96.29	-
Cui et al. (2021) 2021.10	95.92	96.14	95.7	-
NFC 2021.09	95.92	-	-	-
Xin et al. 2024.06	95.92	-	-	-
Cui et al. 2024.06	95.92	-	-	-
BERT + POS + CATSA 2020.10	95.86	95.62	96.09	-
Tian et al. (2020) 2021.10	95.86	95.62	96.09	-
Tian et al. 2024.06	95.86	-	-	-
Tian et al. + PoS + BERTLarge 2026.05	95.86	-	-	-
BERT + CATSA 2020.10	95.85	95.58	96.11	-
Joint Span HPSG + BERT 2019.07	95.84	95.7	95.98	-
ZHOU AND ZHAO (BERT) 2020.10	95.84	95.98	95.7	-
Zhou and Zhao 2020.10	95.84	95.7	95.98	55.84
Zhou and Zhao (2019) 2019.11	95.84	95.7	95.98	-
Zhou and Zhao (2019) 2021.10	95.84	95.98	95.7	-
Zhou and Zhao 2024.06	95.84	-	-	-
Zhou and Zhao + dep + BERTLarge 2026.05	95.84	-	-	-
F&R [15] + RoBERTaLarge + in-order 2026.05	95.84	-	-	-
Wei et al. (2020) 2021.10	95.8	96.1	95.5	-
attach-juxtapose (BERT) 2020.10	95.79	95.55	96.04	57.29
Yang and Deng (2020) 2021.10	95.79	95.55	96.04	-
Yang and Deng 2024.06	95.79	-	-	-
Yang and Deng + BERTLarge 2026.05	95.79	-	-	-
F&R [15] + RoBERTaLarge + top-down 2026.05	95.78	-	-	-
Kitaev and Klein 2019.07	95.77	95.51	96.03	-
Kitaev et al. (2018) 2019.11	95.77	95.51	96.03	-
BERT + POS + SA 2020.10	95.73	95.51	95.96	-
Division Span HPSG + BERT 2019.07	95.72	95.51	95.93	-
BERT + SA 2020.10	95.72	95.4	96.04	-
Kitaev and Klein (2018) 2021.09	95.72	-	-	-
FRIED ET AL. (BERT) 2020.10	95.71	-	-	-
Liu and Zhang 2020.10	95.71	-	-	57.05
Nguyen et al. (2021a) 2021.10	95.7	-	-	-
Nguyen et al. 2024.06	95.7	-	-	-
bit-level parser 2024.06	95.7	-	-	-
Neural CRF Parser 2020.08	95.69	95.53	95.85	-
Zhang et al. (2020) 2021.10	95.69	95.53	95.85	-
Zhang et al. 2024.06	95.69	-	-	-
BARTbase + lexicalized top-down 2026.05	95.69	-	-	-
Liu and Zhang (2017) 2021.09	95.65	-	-	-
BARTbase + lexicalized in-order 2026.05	95.61	-	-	-
BERT + POS 2020.10	95.6	95.27	95.92	-
Kitaev and Klein + BERT 2019.07	95.59	95.46	95.73	-
Kitaev et al. [2019] 2020.08	95.59	95.46	95.73	-
KITAEV ET AL. (BERT) 2020.10	95.59	95.46	95.73	-
Kitaev et al. 2020.10	95.59	95.73	95.46	-
Kitaev et al. (2019) 2021.10	95.59	95.73	95.46	-
Kitaev et al. 2024.06	95.59	-	-	-
Kitaev et al. + BERTLarge 2026.05	95.59	-	-	-
T5large + lexicalized top-down 2026.05	95.55	-	-	-
BERT 2020.10	95.54	95.17	95.91	-
Nguyen et al. (2020) 2021.10	95.48	-	-	-
T5large + lexicalized in-order 2026.05	95.45	-	-	-
BARTlarge + lexicalized bottom-up 2026.05	95.36	-	-	-
Joint Span HPSG + ELMo 2019.07	95.22	95.04	95.39	-
BNP 2020.10	95.17	94.89	95.46	-
Kitaev and Klein + ELMo 2019.07	95.13	94.85	95.4	-
Kitaev and Klein [2018] 2020.08	95.13	94.85	95.4	-
KITAEV AND KLEIN 2020.10	95.13	94.85	95.4	-
Kitaev and Klein 2020.10	95.13	94.85	95.4	53.06
Kitaev and Klein (2018) 2019.11	95.13	94.85	95.4	-

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