SOTAVerified

Chunking

Chunking, also known as shallow parsing, identifies continuous spans of tokens that form syntactic units such as noun phrases or verb phrases.

Example:

| Vinken | , | 61 | years | old | | --- | ---| --- | --- | --- | | B-NLP| I-NP | I-NP | I-NP | I-NP |

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 351–375 of 447 papers

TitleStatusHype
A New HOPE: Domain-agnostic Automatic Evaluation of Text Chunking—0
A New Recurrent Neural CRF for Learning Non-linear Edge Features—0
An Experimental Comparison of Active Learning Strategies for Partially Labeled Sequences—0
An Experimental Investigation of Part-Of-Speech Taggers for Vietnamese—0
Annotation of Clinical Narratives in Bulgarian language—0
An Online Algorithm for Learning over Constrained Latent Representations using Multiple Views—0
A Novel Fast Framework for Topic Labeling Based on Similarity-preserved Hashing—0
Application of Prize based on Sentence Length in Chunk-based Automatic Evaluation of Machine Translation—0
Apprentissage automatique d'un chunker pour le fran (Machine Learning of a chunker for French) [in French]—0
A Quantitative Comparative Study of Prosodic and Discourse Units, the Case of French and Taiwan Mandarin—0
A recurrent connectionist model of melody perception : An exploration using TRACX2—0
A Recursive Recurrent Neural Network for Statistical Machine Translation—0
A Reranking Model for Discourse Segmentation using Subtree Features—0
A Retrieval-Augmented Generation Framework for Academic Literature Navigation in Data Science—0
A Review on Part-of-Speech Technologies—0
Artificially Evolved Chunks for Morphosyntactic Analysis—0
A Sequential Neural Encoder with Latent Structured Description for Modeling Sentences—0
CUSIDE-array: A Streaming Multi-Channel End-to-End Speech Recognition System with Realistic Evaluations—0
A Survey on Recent Advances in Sequence Labeling from Deep Learning Models—0
At a Glance: The Impact of Gaze Aggregation Views on Syntactic Tagging—0
Attending to Characters in Neural Sequence Labeling Models—0
A Unified Framework for Discourse Argument Identification via Shallow Semantic Parsing—0
A Unified Framework for Structured Prediction: From Theory to Practice—0
A Unified Tagging Solution: Bidirectional LSTM Recurrent Neural Network with Word Embedding—0
Automatic Morphological Enrichment of a Morphologically Underspecified Treebank—0
Show:102550
← PrevPage 15 of 18Next →
All datasetsCoNLL-2000Penn TreebankCoNLL 2003 (German)CoNLL 2003 (English)CoNLL 2003

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ACEExact Span F197.3—Unverified
2BERT-CRF (Replicated in AdaSeq)Exact Span F197.18—Unverified
3ELMo + MAT + Multi-TaskExact Span F197.04—Unverified
4CVT+Multi-Task+LargeExact Span F196.98—Unverified
5ELMo + Multi-TaskExact Span F196.83—Unverified
6FlairExact Span F196.72—Unverified
7SeqVATExact Span F195.45—Unverified
8Adversarial TrainingExact Span F195.25—Unverified
9BiLSTM-CRFExact Span F195.18—Unverified
#ModelMetricClaimedVerifiedStatus
1ACEF1 score97.3—Unverified
2Flair embeddingsF1 score96.72—Unverified
3JMTF1 score95.77—Unverified
4Low supervisionF1 score95.57—Unverified
5IntNet + BiLSTM-CRFF1 score95.29—Unverified
6Suzuki and IsozakiF1 score95.15—Unverified
7NCRF++F1 score95.06—Unverified
8BI-LSTM-CRF (Senna) (ours)F1 score94.46—Unverified
#ModelMetricClaimedVerifiedStatus
1ACEF195—Unverified
2Wang et al., 2020F194.4—Unverified
3AINF194.04—Unverified
#ModelMetricClaimedVerifiedStatus
1Wang et al., 2020F192—Unverified
2AINF191.71—Unverified
#ModelMetricClaimedVerifiedStatus
1Def2VecAUC93.07—Unverified