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 201–250 of 447 papers

TitleStatusHype
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
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
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
Using Constraint Grammar for Chunking—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