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 176–200 of 447 papers

TitleStatusHype
From Imitation to Refinement -- Residual RL for Precise Assembly—0
From Dionysius Emerges Apollo -- Learning Patterns and Abstractions from Perceptual Sequences—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
Forgetting Exceptions is Harmful in Language Learning—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
Fine-tuned vs. Prompt-tuned Supervised Representations: Which Better Account for Brain Language Representations?—0
From Finite-State to Inversion Transductions: Toward Unsupervised Bilingual Grammar Induction—0
Feature-Frequency--Adaptive On-line Training for Fast and Accurate Natural Language Processing—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
Generalization of metric classification algorithms for sequences classification and labelling—0
A Cost Sensitive Part-of-Speech Tagging: Differentiating Serious Errors from Minor Errors—0
Feature-based Neural Language Model and Chinese Word Segmentation—0
Fast and Robust Part-of-Speech Tagging Using Dynamic Model Selection—0
GuiTAR-based Pronominal Anaphora Resolution in Bengali—0
Capturing Long-distance Dependencies in Sequence Models: A Case Study of Chinese Part-of-speech Tagging—0
Handling Noisy Labels for Robustly Learning from Self-Training Data for Low-Resource Sequence Labeling—0
Caption Generation of Robot Behaviors based on Unsupervised Learning of Action Segments—0
Hidden Markov tree models for semantic class induction—0
Artificially Evolved Chunks for Morphosyntactic Analysis—0
Hierarchical Word Structure-based Parsing: A Feasibility Study on UD-style Dependency Parsing in Japanese—0
Factorial Hidden Markov Models for Learning Representations of Natural Language—0
Exploring RWKV for Memory Efficient and Low Latency Streaming ASR—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