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 341–350 of 447 papers

Title	Date	Tasks	Status
ACT-JEPA: Joint-Embedding Predictive Architecture Improves Policy Representation Learning	Jan 24, 2025	ChunkingDecision Making	—Unverified
Adapting the TTL Romanian POS Tagger to the Biomedical Domain	Sep 1, 2017	ChunkingDomain Adaptation	—Unverified
Adaptive Token Boundaries: Integrating Human Chunking Mechanisms into Multimodal LLMs	May 3, 2025	ChunkingQuestion Answering	—Unverified
A Data Efficient End-To-End Spoken Language Understanding Architecture	Feb 14, 2020	ChunkingLanguage Modeling	—Unverified
Advanced System Integration: Analyzing OpenAPI Chunking for Retrieval-Augmented Generation	Nov 29, 2024	ChunkingRAG	—Unverified
TOBUGraph: Knowledge Graph-Based Retrieval for Enhanced LLM Performance Beyond RAG	Dec 6, 2024	ChunkingHallucination	—Unverified
AILS-NTUA at SemEval-2025 Task 4: Parameter-Efficient Unlearning for Large Language Models using Data Chunking	Mar 4, 2025	ChunkingGeneral Knowledge	—Unverified
A Model of Vietnamese Person Named Entity Question Answering System	Nov 1, 2012	ChunkingQuestion Answering	—Unverified
An Algebra for Feature Extraction	Jul 1, 2017	ChunkingRelation Extraction	—Unverified
Analyzing the Impact of Spelling Errors on POS-Tagging and Chunking in Learner English	Dec 1, 2017	ChunkingGrammatical Error Correction	—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