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 251–275 of 447 papers

TitleStatusHype
PKU\_ICL at SemEval-2017 Task 10: Keyphrase Extraction with Model Ensemble and External Knowledge—0
Predicting Phrase Breaks in Classical and Modern Standard Arabic Text—0
Prepare your video for streaming with Segue—0
Preserving Trees in Minimal Automata—0
Pretraining without Wordpieces: Learning Over a Vocabulary of Millions of Words—0
Prompting Language Models for Linguistic Structure—0
Realization of long sentences using chunking—0
Recognizing Ornaments in Vocal Indian Art Music with Active Annotation—0
Recurrent Support Vector Machines For Slot Tagging In Spoken Language Understanding—0
RelAgent: Entity Detection and Normalization for Diseases in Clinical Records: a Linguistically Driven Approach—0
Relation Extraction: Perspective from Convolutional Neural Networks—0
Releasing the CRaQAn (Coreference Resolution in Question-Answering): An open-source dataset and dataset creation methodology using instruction-following models—0
Repairing Bugs in Python Assignments Using Large Language Models—0
Retrieval-Augmented Generation for Service Discovery: Chunking Strategies and Benchmarking—0
Retrieval Term Prediction Using Deep Learning Methods—0
Revisiting Embedding Features for Simple Semi-supervised Learning—0
RoboAgent: Generalization and Efficiency in Robot Manipulation via Semantic Augmentations and Action Chunking—0
ROMBAC: The Romanian Balanced Annotated Corpus—0
Scalable Multilingual Frontend for TTS—0
Scaling Up Word Clustering—0
SciGisPy: a Novel Metric for Biomedical Text Simplification via Gist Inference Score—0
SC-LSTM: Learning Task-Specific Representations in Multi-Task Learning for Sequence Labeling—0
SeemGo: Conditional Random Fields Labeling and Maximum Entropy Classification for Aspect Based Sentiment Analysis—0
Segmentation Strategies for Streaming Speech Translation—0
Segmenting Natural Language Sentences via Lexical Unit Analysis—0
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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