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 276–300 of 447 papers

TitleStatusHype
Segmenting vs. Chunking Rules: Unsupervised ITG Induction via Minimum Conditional Description Length—0
Segment-Level Neural Conditional Random Fields for Named Entity Recognition—0
Segment-Level Sequence Modeling using Gated Recursive Semi-Markov Conditional Random Fields—0
Semantic Annotation of Japanese Functional Expressions and its Impact on Factuality Analysis—0
Semi-supervised Representation Learning for Domain Adaptation using Dynamic Dependency Networks—0
Sentence Parsing with Double Sequential Labeling in Traditional Chinese Parsing Task—0
Sequential Annotation and Chunking of Chinese Discourse Structure—0
SeqVAT: Virtual Adversarial Training for Semi-Supervised Sequence Labeling—0
Shallow Parsing for Nepal Bhasa Complement Clauses—0
Shallow Parsing for Nepal Bhasa Complement Clauses—0
Simultaneous error detection at two levels of syntactic annotation—0
Sketching a Linguistically-Driven Reasoning Dialog Model for Social Talk—0
SLIDE: Sliding Localized Information for Document Extraction—0
South African Language Resources: Phrase Chunking—0
Strat\'egies de s\'election des exemples pour l'apprentissage actif avec des champs al\'eatoires conditionnels—0
Structured Penalties for Log-Linear Language Models—0
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
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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