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
ChunkRAG: Novel LLM-Chunk Filtering Method for RAG Systems—0
Chunk Twice, Embed Once: A Systematic Study of Segmentation and Representation Trade-offs in Chemistry-Aware Retrieval-Augmented Generation—0
ClearTK 2.0: Design Patterns for Machine Learning in UIMA—0
ClearTK-TimeML: A minimalist approach to TempEval 2013—0
CLI-RAG: A Retrieval-Augmented Framework for Clinically Structured and Context Aware Text Generation with LLMs—0
A Unified Framework for Structured Prediction: From Theory to Practice—0
A Retrieval-Augmented Generation Framework for Academic Literature Navigation in Data Science—0
Combining Top-down and Bottom-up Search for Unsupervised Induction of Transduction Grammars—0
Building Trainable Taggers in a Web-based, UIMA-Supported NLP Workbench—0
Concept-Guided Interpretability via Neural Chunking—0
context2vec: Learning Generic Context Embedding with Bidirectional LSTM—0
A Conditional Random Field-based Traditional Chinese Base Phrase Parser for SIGHAN Bake-off 2012 Evaluation—0
A Reranking Model for Discourse Segmentation using Subtree Features—0
A New HOPE: Domain-agnostic Automatic Evaluation of Text Chunking—0
Coreference Resolution for the Basque Language with BART—0
Counting What Counts: Decompounding for Keyphrase Extraction—0
CronusVLA: Transferring Latent Motion Across Time for Multi-Frame Prediction in Manipulation—0
Cross-lingual transfer parser from Hindi to Bengali using delexicalization and chunking—0
Cross-View Training for Semi-Supervised Learning—0
Crowd Prefers the Middle Path: A New IAA Metric for Crowdsourcing Reveals Turker Biases in Query Segmentation—0
Bayes Test of Precision, Recall, and F1 Measure for Comparison of Two Natural Language Processing Models—0
Bridging Industrial Expertise and XR with LLM-Powered Conversational Agents—0
TOBUGraph: Knowledge Graph-Based Retrieval for Enhanced LLM Performance Beyond RAG—0
Decoding with Finite-State Transducers on GPUs—0
Deep Semi-Supervised Learning with Linguistically Motivated Sequence Labeling Task Hierarchies—0
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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