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 201–225 of 447 papers

TitleStatusHype
Linear-Time Sequence Classification using Restricted Boltzmann Machines—0
Linguistically-Adapted Structural Query Annotation for Digital Libraries in the Social Sciences—0
Linguistic Knowledge-driven Approach to Chinese Comparative Elements Extraction—0
LLM-Ref: Enhancing Reference Handling in Technical Writing with Large Language Models—0
Locally-Contextual Nonlinear CRFs for Sequence Labeling—0
LongRAG: Enhancing Retrieval-Augmented Generation with Long-context LLMs—0
Low-Latency Human Action Recognition with Weighted Multi-Region Convolutional Neural Network—0
Ltri-LLM: Streaming Long Context Inference for LLMs with Training-Free Dynamic Triangular Attention Pattern—0
MADAMIRA: A Fast, Comprehensive Tool for Morphological Analysis and Disambiguation of Arabic—0
Malayalam Clause Boundary Identifier: Annotation and Evaluation—0
Manipuri Chunking: An Incremental Model with POS and RMWE—0
Meta Knowledge for Retrieval Augmented Large Language Models—0
Medha: Efficiently Serving Multi-Million Context Length LLM Inference Requests Without Approximations—0
Modeling and Learning Semantic Co-Compositionality through Prototype Projections and Neural Networks—0
Modelling the Combination of Generic and Target Domain Embeddings in a Convolutional Neural Network for Sentence Classification—0
More Embeddings, Better Sequence Labelers?—0
Morfessor 2.0: Toolkit for statistical morphological segmentation—0
MultiSChuBERT: Effective Multimodal Fusion for Scholarly Document Quality Prediction—0
Multi-Task Cross-Lingual Sequence Tagging from Scratch—0
Multi-view Content-aware Indexing for Long Document Retrieval—0
Multi-View Learning of Word Embeddings via CCA—0
Named Entity Tagging a Very Large Unbalanced Corpus: Training and Evaluating NE Classifiers—0
NarrativeTime: Dense Temporal Annotation on a Timeline—0
Negation and Speculation Identification in Chinese Language—0
NeRoSim: A System for Measuring and Interpreting Semantic Textual Similarity—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