SOTAVerified

Part-Of-Speech Tagging

Part-of-speech tagging (POS tagging) is the task of tagging a word in a text with its part of speech. A part of speech is a category of words with similar grammatical properties. Common English parts of speech are noun, verb, adjective, adverb, pronoun, preposition, conjunction, etc.

Example:

| Vinken | , | 61 | years | old | | --- | ---| --- | --- | --- | | NNP | , | CD | NNS | JJ |

Papers

Showing 110 of 990 papers

TitleStatusHype
Step-by-step Instructions and a Simple Tabular Output Format Improve the Dependency Parsing Accuracy of LLMsCode0
FiLLM -- A Filipino-optimized Large Language Model based on Southeast Asia Large Language Model (SEALLM)0
On Multilingual Encoder Language Model Compression for Low-Resource Languages0
A Comparative Analysis of Static Word Embeddings for HungarianCode0
myNER: Contextualized Burmese Named Entity Recognition with Bidirectional LSTM and fastText Embeddings via Joint Training with POS TaggingCode0
Foundations and Evaluations in NLP0
COMI-LINGUA: Expert Annotated Large-Scale Dataset for Multitask NLP in Hindi-English Code-Mixing0
A Comparative Analysis of Word Segmentation, Part-of-Speech Tagging, and Named Entity Recognition for Historical Chinese Sources, 1900-19500
Untangling the Influence of Typology, Data and Model Architecture on Ranking Transfer Languages for Cross-Lingual POS Tagging0
ParsiPy: NLP Toolkit for Historical Persian Texts in PythonCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SALE-BART encoderAccuracy98.15Unverified
2Meta BiLSTMAccuracy97.96Unverified
3Flair embeddingsAccuracy97.85Unverified
4Char Bi-LSTMAccuracy97.78Unverified
5CVT + Multi-taskAccuracy97.76Unverified
6SpanRelAccuracy97.7Unverified
7BiLSTM-LANAccuracy97.65Unverified
8Adversarial Bi-LSTMAccuracy97.59Unverified
9IntNet + BiLSTM-CRFAccuracy97.58Unverified
10S-LSTMAccuracy97.55Unverified
#ModelMetricClaimedVerifiedStatus
1BiLSTM-LANAvg accuracy96.88Unverified
2Adversarial Bi-LSTMAvg accuracy96.65Unverified
3MultiBPEmbAvg accuracy96.62Unverified
4Bi-LSTMAvg accuracy96.4Unverified
5Joint Bi-LSTMAvg accuracy95.55Unverified
#ModelMetricClaimedVerifiedStatus
1ACEAcc93.4Unverified
2Gui et al., 2018Acc91.2Unverified
3Gui et al., 2017Acc90.9Unverified
4BERTweetAcc90.1Unverified
#ModelMetricClaimedVerifiedStatus
1TrankitMacro-averaged F195.65Unverified
2StanzaMacro-averaged F194.21Unverified
3TrankitMacro-averaged F187.06Unverified
4StanzaMacro-averaged F183.06Unverified
#ModelMetricClaimedVerifiedStatus
1ACEAcc94.4Unverified
2Owoputi et al., 2013Acc93.2Unverified
3Gui et al., 2018Acc92.4Unverified
#ModelMetricClaimedVerifiedStatus
1ACEAcc95.8Unverified
2BERTweetAcc95.2Unverified
3Gui et al., 2017Acc92.8Unverified
#ModelMetricClaimedVerifiedStatus
1PretRandAccuracy91.46Unverified
2GATEAccuracy88.69Unverified
#ModelMetricClaimedVerifiedStatus
1Bi-LSTM-CRF + Flair Embeddings + CamemBERT (oscar−138gb−base) EmbeddingsWeighted Average F1-score97.98Unverified
#ModelMetricClaimedVerifiedStatus
1da_dacy_large_tft-0.0.0Accuracy (%)98.37Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTUPOS98.19Unverified
#ModelMetricClaimedVerifiedStatus
1MyBertBLEX77.21Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTUPOS97.63Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTUPOS99.21Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTUPOS96.68Unverified
#ModelMetricClaimedVerifiedStatus
1mGPTAvg. F10.56Unverified