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 226–250 of 447 papers

TitleStatusHype
Subgroup Detector: A System for Detecting Subgroups in Online Discussions—0
Symbolic and statistical learning for chunking : comparison and combinations (Apprentissage symbolique et statistique pour le chunking:comparaison et combinaisons) [in French]—0
Symmetrical SyncMap for Imbalanced General Chunking Problems—0
Tailoring Continuous Word Representations for Dependency Parsing—0
TalkLoRA: Low-Rank Adaptation for Speech-Driven Animation—0
TBIN: Modeling Long Textual Behavior Data for CTR Prediction—0
Technology Pipeline for Large Scale Cross-Lingual Dubbing of Lecture Videos into Multiple Indian Languages—0
The ACL OCL Corpus: Advancing Open Science in Computational Linguistics—0
The Component Unit. Introducing a Novel Unit of Syntactic Analysis—0
The HW-TSC’s Simultaneous Speech Translation System for IWSLT 2022 Evaluation—0
The Inductive Bias of In-Context Learning: Rethinking Pretraining Example Design—0
The influence of Chunking on Dependency Crossing and Distance—0
The Pitfalls of Imitation Learning when Actions are Continuous—0
To compress or not to compress? A Finite-State approach to Nen verbal morphology—0
Tracking by Associating Clips—0
Transforming trees into hedges and parsing with ``hedgebank'' grammars—0
Transparency and granularity in the SP Theory of Intelligence and its realisation in the SP Computer Model—0
UncertaintyRAG: Span-Level Uncertainty Enhanced Long-Context Modeling for Retrieval-Augmented Generation—0
Un \'etiqueteur en ligne du Fran (An online tagger for French)—0
Unlocking Legal Knowledge with Multi-Layered Embedding-Based Retrieval—0
Un segmenteur-\'etiqueteur et un chunker pour le fran (A Segmenter-POS Labeller and a Chunker for French) [in French]—0
Unsupervised Induction of Linguistic Categories with Records of Reading, Speaking, and Writing—0
Unsupervised Transduction Grammar Induction via Minimum Description Length—0
Use of unsupervised word classes for entity recognition: Application to the detection of disorders in clinical reports—0
USF: Chunking for Aspect-term Identification \& Polarity Classification—0
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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