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 151–175 of 447 papers

TitleStatusHype
A Unified Framework for Structured Prediction: From Theory to Practice—0
ClearTK-TimeML: A minimalist approach to TempEval 2013—0
ClearTK 2.0: Design Patterns for Machine Learning in UIMA—0
A Unified Framework for Discourse Argument Identification via Shallow Semantic Parsing—0
An Algebra for Feature Extraction—0
Action abstractions for amortized sampling—0
Chunk Twice, Embed Once: A Systematic Study of Segmentation and Representation Trade-offs in Chemistry-Aware Retrieval-Augmented Generation—0
ChunkRAG: Novel LLM-Chunk Filtering Method for RAG Systems—0
Chunking the Critic: A Transformer-based Soft Actor-Critic with N-Step Returns—0
Attending to Characters in Neural Sequence Labeling Models—0
A Model of Vietnamese Person Named Entity Question Answering System—0
Chunking Clinical Text Containing Non-Canonical Language—0
Chunker diff\'erents types de discours oraux : d\'efis pour l'apprentissage automatique (Chunking different spoken speech types : challenges for machine learning)—0
Chunked Lists versus Extensible Arrays for Text Inversion—0
A CRF Method of Identifying Prepositional Phrases in Chinese Patent Texts—0
Accelerating Vision-Language-Action Model Integrated with Action Chunking via Parallel Decoding—0
A Boosted Semi-Markov Perceptron—0
CHORUS: Zero-shot Hierarchical Retrieval and Orchestration for Generating Linear Programming Code—0
At a Glance: The Impact of Gaze Aggregation Views on Syntactic Tagging—0
Chinese Descriptive and Resultative V-de Constructions. A Dependency-based Analysis—0
A Survey on Recent Advances in Sequence Labeling from Deep Learning Models—0
CausalRAG: Integrating Causal Graphs into Retrieval-Augmented Generation—0
CUSIDE-array: A Streaming Multi-Channel End-to-End Speech Recognition System with Realistic Evaluations—0
CarbonChat: Large Language Model-Based Corporate Carbon Emission Analysis and Climate Knowledge Q&A System—0
A Sequential Neural Encoder with Latent Structured Description for Modeling Sentences—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