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 231–240 of 447 papers

Title	Date	Tasks	Status
Niyama : Breaking the Silos of LLM Inference Serving	Mar 28, 2025	ChunkingFairness	—Unverified
Noun Group and Verb Group Identification for Hindi	Dec 1, 2012	Chunking	—Unverified
Noun Phrase Chunking for Marathi using Distant Supervision	Dec 1, 2015	ChunkingText Summarization	—Unverified
Obituary: George A. Miller	Jan 1, 2013	Chunking	—Unverified
One ACT Play: Single Demonstration Behavior Cloning with Action Chunking Transformers	Sep 18, 2023	Chunking	—Unverified
On the Hidden Negative Transfer in Sequential Transfer Learning for Domain Adaptation from News to Tweets	Apr 1, 2021	ChunkingDomain Adaptation	—Unverified
On the Importance of Ezafe Construction in Persian Parsing	Jul 1, 2015	ChunkingDependency Parsing	—Unverified
Open-Source Boundary-Annotated Corpus for Arabic Speech and Language Processing	May 1, 2012	ChunkingDescriptive	—Unverified
Optimizing Retrieval-Augmented Generation: Analysis of Hyperparameter Impact on Performance and Efficiency	May 13, 2025	ChunkingRAG	—Unverified
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning	May 30, 2025	Chunkinggraph construction	—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