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 226–250 of 447 papers

TitleStatusHype
Neural CRF transducers for sequence labeling—0
Neural Simultaneous Speech Translation Using Alignment-Based Chunking—0
Neural Supervised Domain Adaptation by Augmenting Pre-trained Models with Random Units—0
New Ideas for Brain Modelling 6—0
NiuParser: A Chinese Syntactic and Semantic Parsing Toolkit—0
Niyama : Breaking the Silos of LLM Inference Serving—0
Noun Group and Verb Group Identification for Hindi—0
Noun Phrase Chunking for Marathi using Distant Supervision—0
Obituary: George A. Miller—0
One ACT Play: Single Demonstration Behavior Cloning with Action Chunking Transformers—0
On the Hidden Negative Transfer in Sequential Transfer Learning for Domain Adaptation from News to Tweets—0
On the Importance of Ezafe Construction in Persian Parsing—0
Open-Source Boundary-Annotated Corpus for Arabic Speech and Language Processing—0
Optimizing Retrieval-Augmented Generation: Analysis of Hyperparameter Impact on Performance and Efficiency—0
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning—0
PaCMan : Parallel Corpus Management Workbench—0
Painless Semi-Supervised Morphological Segmentation using Conditional Random Fields—0
ParallelFlow: Parallelizing Linear Transformers via Flow Discretization—0
Passage Segmentation of Documents for Extractive Question Answering—0
Passive-Aggressive Sequence Labeling with Discriminative Post-Editing for Recognising Person Entities in Tweets—0
PathOCL: Path-Based Prompt Augmentation for OCL Generation with GPT-4—0
PCA-Featured Transformer for Jamming Detection in 5G UAV Networks—0
Performance Evaluation of Geospatial Images based on Zarr and Tiff—0
PHACTS about activation-based word similarity effects—0
Phrase Representations for Multiword Expressions—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