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 331–340 of 447 papers

Title	Date	Tasks	Status
A Boosting-based Algorithm for Classification of Semi-Structured Text using the Frequency of Substructures	Sep 1, 2013	ChunkingGeneral Classification	—Unverified
Abstractive Summarization of Large Document Collections Using GPT	Oct 9, 2023	Abstractive Text SummarizationChunking	—Unverified
Accelerating Vision-Language-Action Model Integrated with Action Chunking via Parallel Decoding	Mar 4, 2025	ChunkingVision-Language-Action	—Unverified
AccelGen: Heterogeneous SLO-Guaranteed High-Throughput LLM Inference Serving for Diverse Applications	Mar 17, 2025	ChunkingGPU	—Unverified
A Cognitive Account of the Puzzle of Ideography	Apr 29, 2023	Chunking	—Unverified
A Concise Query Language with Search and Transform Operations for Corpora with Multiple Levels of Annotation	May 1, 2012	ChunkingPart-Of-Speech Tagging	—Unverified
A Conditional Random Field-based Traditional Chinese Base Phrase Parser for SIGHAN Bake-off 2012 Evaluation	Dec 1, 2012	ChunkingLanguage Modelling	—Unverified
A Cost Sensitive Part-of-Speech Tagging: Differentiating Serious Errors from Minor Errors	Jul 1, 2012	ChunkingNamed Entity Recognition (NER)	—Unverified
A CRF Method of Identifying Prepositional Phrases in Chinese Patent Texts	Jul 1, 2015	ChunkingMachine Translation	—Unverified
Action abstractions for amortized sampling	Oct 19, 2024	ChunkingReinforcement Learning (RL)	—Unverified

Show:10 25 50

#	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