POS

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

4 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 277 papers with code (1,146 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRF
  4 Mar 2016 25 repositories listed Syntology ran 4 of 24 samples · 20 unverified · 3 pointer-only (licence)
  State-of-the-art sequence labeling systems traditionally require large amounts of task-specific knowledge in the form of hand-crafted features and data pre-processing.
• Bidirectional LSTM-CRF Models for Sequence Tagging
  9 Aug 2015 25 repositories listed Syntology ran 0 of 8 samples · 8 unverified
  It can also use sentence level tag information thanks to a CRF layer.
• Does Manipulating Tokenization Aid Cross-Lingual Transfer? A Study on POS Tagging for Non-Standardized Languages
  20 Apr 2023 6 repositories listed
  This can for instance be observed when finetuning PLMs on one language and evaluating them on data in a closely related language variety with no standardized orthography.
• Joint entity recognition and relation extraction as a multi-head selection problem
  20 Apr 2018 6 repositories listed
  State-of-the-art models for joint entity recognition and relation extraction strongly rely on external natural language processing (NLP) tools such as POS (part-of-speech) taggers and dependency parsers.
• Optimal Hyperparameters for Deep LSTM-Networks for Sequence Labeling Tasks
  21 Jul 2017 6 repositories listed
  Selecting optimal parameters for a neural network architecture can often make the difference between mediocre and state-of-the-art performance.
• PKUSEG: A Toolkit for Multi-Domain Chinese Word Segmentation
  27 Jun 2019 4 repositories listed
  Through this method, we generate synthetic data using a large amount of unlabeled data in the target domain and then obtain a word segmentation model for the target domain.
• Transfer Learning for Sequence Tagging with Hierarchical Recurrent Networks
  18 Mar 2017 4 repositories listed Syntology ran 0 of 8 samples · 8 unverified
  Recent papers have shown that neural networks obtain state-of-the-art performance on several different sequence tagging tasks.
• Automated Phrase Mining from Massive Text Corpora
  15 Feb 2017 4 repositories listed
  As one of the fundamental tasks in text analysis, phrase mining aims at extracting quality phrases from a text corpus.
• Part-of-Speech Tagging with Bidirectional Long Short-Term Memory Recurrent Neural Network
  21 Oct 2015 4 repositories listed
  Bidirectional Long Short-Term Memory Recurrent Neural Network (BLSTM-RNN) has been shown to be very effective for tagging sequential data, e.
• LINSPECTOR: Multilingual Probing Tasks for Word Representations
  22 Mar 2019 3 repositories listed
  We present a reusable methodology for creation and evaluation of such tests in a multilingual setting.
• Semantic Relation Classification via Bidirectional LSTM Networks with Entity-aware Attention using Latent Entity Typing
  23 Jan 2019 3 repositories listed
  Our model not only utilizes entities and their latent types as features effectively but also is more interpretable by visualizing attention mechanisms applied to our model and results of LET.
• Portuguese Word Embeddings: Evaluating on Word Analogies and Natural Language Tasks
  20 Aug 2017 3 repositories listed
  Word embeddings have been found to provide meaningful representations for words in an efficient way; therefore, they have become common in Natural Language Processing sys- tems.
• Semi-supervised Multitask Learning for Sequence Labeling
  24 Apr 2017 3 repositories listed
  We propose a sequence labeling framework with a secondary training objective, learning to predict surrounding words for every word in the dataset.
• Multilingual Part-of-Speech Tagging with Bidirectional Long Short-Term Memory Models and Auxiliary Loss
  19 Apr 2016 3 repositories listed Syntology ran 1 of 4 samples · 3 unverified · 1 pointer-only (licence)
  Bidirectional long short-term memory (bi-LSTM) networks have recently proven successful for various NLP sequence modeling tasks, but little is known about their reliance to input representations, target languages, data…
• POS-tagging to highlight the skeletal structure of sentences
  21 Nov 2024 2 repositories listed
  This study presents the development of a part-of-speech (POS) tagging model to extract the skeletal structure of sentences using transfer learning with the BERT architecture for token classification.
• Def2Vec: Extensible Word Embeddings from Dictionary Definitions
  16 Dec 2023 2 repositories listed
  Def2Vec introduces a novel paradigm for word embeddings, leveraging dictionary definitions to learn semantic representations.
• PuoBERTa: Training and evaluation of a curated language model for Setswana
  13 Oct 2023 2 repositories listed
  Natural language processing (NLP) has made significant progress for well-resourced languages such as English but lagged behind for low-resource languages like Setswana.
• Parts of Speech-Grounded Subspaces in Vision-Language Models
  23 May 2023 2 repositories listed Syntology ran 4 of 5 samples · 1 unverified · 5 pointer-only (licence)
  Latent image representations arising from vision-language models have proved immensely useful for a variety of downstream tasks.
• Technical Report: Impact of Position Bias on Language Models in Token Classification
  26 Apr 2023 2 repositories listed
  Therefore, we conduct an in-depth evaluation of the impact of position bias on the performance of LMs when fine-tuned on token classification benchmarks.
• Building Odia Shallow Parser
  19 Apr 2022 2 repositories listed
  Shallow parsing is an essential task for many NLP applications like machine translation, summarization, sentiment analysis, aspect identification and many more.
• ALBETO and DistilBETO: Lightweight Spanish Language Models
  19 Apr 2022 2 repositories listed
  In this paper we present ALBETO and DistilBETO, which are versions of ALBERT and DistilBERT pre-trained exclusively on Spanish corpora.
• reproducing "ner and pos when nothing is capitalized"
  17 Sep 2021 2 repositories listed
  Capitalization is an important feature in many NLP tasks such as Named Entity Recognition (NER) or Part of Speech Tagging (POS).
• On Inductive Biases for Heterogeneous Treatment Effect Estimation
  7 Jun 2021 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  We investigate how to exploit structural similarities of an individual's potential outcomes (POs) under different treatments to obtain better estimates of conditional average treatment effects in finite samples.
• Potential Idiomatic Expression (PIE)-English: Corpus for Classes of Idioms
  25 Apr 2021 2 repositories listed
  The challenges with NLP systems with regards to tasks such as Machine Translation (MT), word sense disambiguation (WSD) and information retrieval make it imperative to have a labelled idioms dataset with classes such as…
• ThamizhiUDp: A Dependency Parser for Tamil
  24 Dec 2020 2 repositories listed
  ThamizhiUDp uses Stanza for tokenisation and lemmatisation, ThamizhiPOSt and ThamizhiMorph for generating Part of Speech (POS) and Morphological annotations, and uuparser with multilingual training for dependency…
• Enhancing deep neural networks with morphological information
  24 Nov 2020 2 repositories listed
  We analyse the effect of adding morphological features to LSTM and BERT models.
• The Annotation Guideline of LST20 Corpus
  12 Aug 2020 2 repositories listed
  Our guideline consists of five layers of linguistic annotation: word segmentation, POS tagging, named entities, clause boundaries, and sentence boundaries.
• A Common Semantic Space for Monolingual and Cross-Lingual Meta-Embeddings
  17 Jan 2020 2 repositories listed
  This paper presents a new technique for creating monolingual and cross-lingual meta-embeddings.
• Hierarchically-Refined Label Attention Network for Sequence Labeling
  23 Aug 2019 2 repositories listed
  CRF has been used as a powerful model for statistical sequence labeling.
• The Language of Legal and Illegal Activity on the Darknet
  14 May 2019 2 repositories listed
  The non-indexed parts of the Internet (the Darknet) have become a haven for both legal and illegal anonymous activity.

Syntology lines on 6 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.