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 71–80 of 447 papers

Title	Date	Tasks	Status	Hype
TeleOracle: Fine-Tuned Retrieval-Augmented Generation with Long-Context Support for Network	Nov 4, 2024	ChunkingLanguage Modelling	CodeCode Available	1
LLM-Ref: Enhancing Reference Handling in Technical Writing with Large Language Models	Nov 1, 2024	ArticlesChunking	—Unverified	0
ChunkRAG: Novel LLM-Chunk Filtering Method for RAG Systems	Oct 25, 2024	ChunkingFact Checking	—Unverified	0
LongRAG: A Dual-Perspective Retrieval-Augmented Generation Paradigm for Long-Context Question Answering	Oct 23, 2024	ChunkingQuestion Answering	CodeCode Available	2
ProveRAG: Provenance-Driven Vulnerability Analysis with Automated Retrieval-Augmented LLMs	Oct 22, 2024	ChunkingHallucination	CodeCode Available	0
EPIC: Efficient Position-Independent Caching for Serving Large Language Models	Oct 20, 2024	ChunkingFew-Shot Learning	—Unverified	0
Action abstractions for amortized sampling	Oct 19, 2024	ChunkingReinforcement Learning (RL)	—Unverified	0
Meta-Chunking: Learning Text Segmentation and Semantic Completion via Logical Perception	Oct 16, 2024	Binary ClassificationChunking	CodeCode Available	3
CoFE-RAG: A Comprehensive Full-chain Evaluation Framework for Retrieval-Augmented Generation with Enhanced Data Diversity	Oct 16, 2024	ChunkingDiversity	CodeCode Available	1
Is Semantic Chunking Worth the Computational Cost?	Oct 16, 2024	Answer GenerationChunking	—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