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 121–130 of 447 papers

Title	Date	Tasks	Status	Hype
Punctuation Restoration Improves Structure Understanding Without Supervision	Feb 13, 2024	ChunkingLanguage Modeling	CodeCode Available	0
Benchmarking and Building Long-Context Retrieval Models with LoCo and M2-BERT	Feb 12, 2024	BenchmarkingChunking	—Unverified	0
Financial Report Chunking for Effective Retrieval Augmented Generation	Feb 5, 2024	Chunkingdocument understanding	CodeCode Available	0
Def2Vec: Extensible Word Embeddings from Dictionary Definitions	Dec 16, 2023	Chunkingnamed-entity-recognition	CodeCode Available	0
Releasing the CRaQAn (Coreference Resolution in Question-Answering): An open-source dataset and dataset creation methodology using instruction-following models	Nov 27, 2023	Chunkingcoreference-resolution	—Unverified	0
A recurrent connectionist model of melody perception : An exploration using TRACX2	Nov 21, 2023	ChunkingSegmentation	—Unverified	0
Breaking the Token Barrier: Chunking and Convolution for Efficient Long Text Classification with BERT	Oct 31, 2023	Binary ClassificationChunking	—Unverified	0
Fast and Accurate Factual Inconsistency Detection Over Long Documents	Oct 19, 2023	ChunkingNatural Language Inference	CodeCode Available	1
Symmetrical SyncMap for Imbalanced General Chunking Problems	Oct 16, 2023	Chunking	—Unverified	0
Abstractive Summarization of Large Document Collections Using GPT	Oct 9, 2023	Abstractive Text SummarizationChunking	—Unverified	0

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