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

Showing 361–370 of 447 papers

Title	Date	Tasks	Status
A recurrent connectionist model of melody perception : An exploration using TRACX2	Nov 21, 2023	ChunkingSegmentation	—Unverified
A Recursive Recurrent Neural Network for Statistical Machine Translation	Jun 1, 2014	ChunkingLanguage Modelling	—Unverified
A Reranking Model for Discourse Segmentation using Subtree Features	Jul 1, 2012	ChunkingDialogue Generation	—Unverified
A Retrieval-Augmented Generation Framework for Academic Literature Navigation in Data Science	Dec 19, 2024	ChunkingDecision Making	—Unverified
A Review on Part-of-Speech Technologies	Oct 11, 2021	ChunkingPart-Of-Speech Tagging	—Unverified
Artificially Evolved Chunks for Morphosyntactic Analysis	Aug 9, 2019	ChunkingDependency Parsing	—Unverified
A Sequential Neural Encoder with Latent Structured Description for Modeling Sentences	Nov 15, 2017	ChunkingNatural Language Inference	—Unverified
CUSIDE-array: A Streaming Multi-Channel End-to-End Speech Recognition System with Realistic Evaluations	Jul 13, 2024	Chunkingspeech-recognition	—Unverified
A Survey on Recent Advances in Sequence Labeling from Deep Learning Models	Nov 13, 2020	ChunkingGraph Embedding	—Unverified
At a Glance: The Impact of Gaze Aggregation Views on Syntactic Tagging	Nov 1, 2019	ChunkingPart-Of-Speech Tagging	—Unverified

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#	Model	Metric	Claimed	Verified	Status
1	ACE	Exact Span F1	97.3	—	Unverified
2	BERT-CRF (Replicated in AdaSeq)	Exact Span F1	97.18	—	Unverified
3	ELMo + MAT + Multi-Task	Exact Span F1	97.04	—	Unverified
4	CVT+Multi-Task+Large	Exact Span F1	96.98	—	Unverified
5	ELMo + Multi-Task	Exact Span F1	96.83	—	Unverified
6	Flair	Exact Span F1	96.72	—	Unverified
7	SeqVAT	Exact Span F1	95.45	—	Unverified
8	Adversarial Training	Exact Span F1	95.25	—	Unverified
9	BiLSTM-CRF	Exact Span F1	95.18	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ACE	F1 score	97.3	—	Unverified
2	Flair embeddings	F1 score	96.72	—	Unverified
3	JMT	F1 score	95.77	—	Unverified
4	Low supervision	F1 score	95.57	—	Unverified
5	IntNet + BiLSTM-CRF	F1 score	95.29	—	Unverified
6	Suzuki and Isozaki	F1 score	95.15	—	Unverified
7	NCRF++	F1 score	95.06	—	Unverified
8	BI-LSTM-CRF (Senna) (ours)	F1 score	94.46	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ACE	F1	95	—	Unverified
2	Wang et al., 2020	F1	94.4	—	Unverified
3	AIN	F1	94.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Wang et al., 2020	F1	92	—	Unverified
2	AIN	F1	91.71	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Def2Vec	AUC	93.07	—	Unverified