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SotA/Natural Language Processing/Discourse Parsing/RST-DT

Discourse Parsing on RST-DT

Metric: Standard Parseval (Relation) (higher is better)

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#Model↕Standard Parseval (Relation)▼Extra DataPaperDate↕Code
1Bottom-up Llama 2 (70B)60NoCan we obtain significant success in RST discour...2024-03-08Code
2Bottom-up Llama 2 (13B)57.8NoCan we obtain significant success in RST discour...2024-03-08Code
3Top-down Llama 2 (70B)57.7NoCan we obtain significant success in RST discour...2024-03-08Code
4Top-down Llama 2 (13B)57.7NoCan we obtain significant success in RST discour...2024-03-08Code
5Bottom-up Llama 2 (7B)57.6NoCan we obtain significant success in RST discour...2024-03-08Code
6Top-down (XLNet)57NoA Simple and Strong Baseline for End-to-End Neur...2022-10-15Code
7Top-down (DeBERTa)56.6NoA Simple and Strong Baseline for End-to-End Neur...2022-10-15Code
8Bottom-up (XLNet)56.3NoA Simple and Strong Baseline for End-to-End Neur...2022-10-15Code
9Top-down (RoBERTa)55.8NoA Simple and Strong Baseline for End-to-End Neur...2022-10-15Code
10Bottom-up (RoBERTa)55.4NoA Simple and Strong Baseline for End-to-End Neur...2022-10-15Code
11Top-down Llama 2 (7B)55.2NoCan we obtain significant success in RST discour...2024-03-08Code
12Bottom-up (SpanBERT)54.9NoA Simple and Strong Baseline for End-to-End Neur...2022-10-15Code
13Top-down (SpanBERT)54.5NoA Simple and Strong Baseline for End-to-End Neur...2022-10-15Code
14End-to-end Top-down (XLNet)51.6NoRST Parsing from Scratch2021-05-23Code
15DMRST (2021) + Cross-translation51.6YesDMRST: A Joint Framework for Document-Level Mult...2021-10-09Code
16LSTM Dynamic51.5NoTop-down Discourse Parsing via Sequence Labelling2021-02-03Code
17Transformer (static)50.6NoTop-down Discourse Parsing via Sequence Labelling2021-02-03Code
18LSTM Static50.5NoTop-down Discourse Parsing via Sequence Labelling2021-02-03Code
19DMRST (2021)49.4NoDMRST: A Joint Framework for Document-Level Mult...2021-10-09Code
20Top-down (BERT)48.3NoA Simple and Strong Baseline for End-to-End Neur...2022-10-15Code
21Bottom-up (BERT)47.8NoA Simple and Strong Baseline for End-to-End Neur...2022-10-15Code
22Nguyen et al. (2021)47.8NoRST Parsing from Scratch2021-05-23Code
23End-to-end Top-down (Glove)47.7NoRST Parsing from Scratch2021-05-23Code