SOTAVerified

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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 101–125 of 447 papers

TitleStatusHype
Two eyes, Two views, and finally, One summary! Towards Multi-modal Multi-tasking Knowledge-Infused Medical Dialogue SummarizationCode0
CUSIDE-array: A Streaming Multi-Channel End-to-End Speech Recognition System with Realistic EvaluationsCode0
Strengthening Structural Inductive Biases by Pre-training to Perform Syntactic TransformationsCode0
LumberChunker: Long-Form Narrative Document SegmentationCode2
LongRAG: Enhancing Retrieval-Augmented Generation with Long-context LLMs—0
Learning Variable Compliance Control From a Few Demonstrations for Bimanual Robot with Haptic Feedback Teleoperation SystemCode1
Leveraging Large Language Models for Web Scraping—0
Separate and Reconstruct: Asymmetric Encoder-Decoder for Speech SeparationCode3
Demystifying AI Platform Design for Distributed Inference of Next-Generation LLM modelsCode2
Mix-of-Granularity: Optimize the Chunking Granularity for Retrieval-Augmented GenerationCode0
Dataset Decomposition: Faster LLM Training with Variable Sequence Length CurriculumCode1
Equipping Transformer with Random-Access Reading for Long-Context Understanding—0
PathOCL: Path-Based Prompt Augmentation for OCL Generation with GPT-4—0
ExACT: An End-to-End Autonomous Excavator System Using Action Chunking With Transformers—0
Sequence Compression Speeds Up Credit Assignment in Reinforcement LearningCode0
Multi-view Content-aware Indexing for Long Document Retrieval—0
Improving Retrieval for RAG based Question Answering Models on Financial Documents—0
Opening the black box of language acquisitionCode0
BGE Landmark Embedding: A Chunking-Free Embedding Method For Retrieval Augmented Long-Context Large Language Models—0
Grounding Language Model with Chunking-Free In-Context Retrieval—0
Punctuation Restoration Improves Structure Understanding Without SupervisionCode0
Benchmarking and Building Long-Context Retrieval Models with LoCo and M2-BERT—0
Financial Report Chunking for Effective Retrieval Augmented GenerationCode0
Def2Vec: Extensible Word Embeddings from Dictionary DefinitionsCode0
Releasing the CRaQAn (Coreference Resolution in Question-Answering): An open-source dataset and dataset creation methodology using instruction-following models—0
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All datasetsCoNLL-2000Penn TreebankCoNLL 2003 (German)CoNLL 2003 (English)CoNLL 2003

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ACEExact Span F197.3—Unverified
2BERT-CRF (Replicated in AdaSeq)Exact Span F197.18—Unverified
3ELMo + MAT + Multi-TaskExact Span F197.04—Unverified
4CVT+Multi-Task+LargeExact Span F196.98—Unverified
5ELMo + Multi-TaskExact Span F196.83—Unverified
6FlairExact Span F196.72—Unverified
7SeqVATExact Span F195.45—Unverified
8Adversarial TrainingExact Span F195.25—Unverified
9BiLSTM-CRFExact Span F195.18—Unverified
#ModelMetricClaimedVerifiedStatus
1ACEF1 score97.3—Unverified
2Flair embeddingsF1 score96.72—Unverified
3JMTF1 score95.77—Unverified
4Low supervisionF1 score95.57—Unverified
5IntNet + BiLSTM-CRFF1 score95.29—Unverified
6Suzuki and IsozakiF1 score95.15—Unverified
7NCRF++F1 score95.06—Unverified
8BI-LSTM-CRF (Senna) (ours)F1 score94.46—Unverified
#ModelMetricClaimedVerifiedStatus
1ACEF195—Unverified
2Wang et al., 2020F194.4—Unverified
3AINF194.04—Unverified
#ModelMetricClaimedVerifiedStatus
1Wang et al., 2020F192—Unverified
2AINF191.71—Unverified
#ModelMetricClaimedVerifiedStatus
1Def2VecAUC93.07—Unverified