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 101–150 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
AILS-NTUA at SemEval-2025 Task 4: Parameter-Efficient Unlearning for Large Language Models using Data Chunking—0
Combining Top-down and Bottom-up Search for Unsupervised Induction of Transduction Grammars—0
A Retrieval-Augmented Generation Framework for Academic Literature Navigation in Data Science—0
Concept-Guided Interpretability via Neural Chunking—0
Building Trainable Taggers in a Web-based, UIMA-Supported NLP Workbench—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
Evaluating distributed word representations for capturing semantics of biomedical concepts—0
Deep Learning Transformer Architecture for Named Entity Recognition on Low Resourced Languages: State of the art results—0
Evaluation of Domain-specific Word Embeddings using Knowledge Resources—0
ExACT: An End-to-End Autonomous Excavator System Using Action Chunking With Transformers—0
Breaking the Token Barrier: Chunking and Convolution for Efficient Long Text Classification with BERT—0
A Recursive Recurrent Neural Network for Statistical Machine Translation—0
A Concise Query Language with Search and Transform Operations for Corpora with Multiple Levels of Annotation—0
Boundary-based MWE segmentation with text partitioning—0
Bootstrapping a historical commodities lexicon with SKOS and DBpedia—0
A recurrent connectionist model of melody perception : An exploration using TRACX2—0
A Boosting-based Algorithm for Classification of Semi-Structured Text using the Frequency of Substructures—0
Boosting Named Entity Recognition with Neural Character Embeddings—0
A Quantitative Comparative Study of Prosodic and Discourse Units, the Case of French and Taiwan Mandarin—0
Enrichir et raisonner sur des espaces s\'emantiques pour l'attribution de mots-cl\'es (Enriching and reasoning on semantic spaces for keyword extraction) [in French]—0
BLAZE: Cross-Language and Cross-Project Bug Localization via Dynamic Chunking and Hard Example Learning—0
Domain Adaptation with Filtering for Named Entity Extraction of Japanese Anime-Related Words—0
BIT-Xiaomi’s System for AutoSimTrans 2022—0
Apprentissage automatique d'un chunker pour le fran (Machine Learning of a chunker for French) [in French]—0
Advanced System Integration: Analyzing OpenAPI Chunking for Retrieval-Augmented Generation—0
Entailment: An Effective Metric for Comparing and Evaluating Hierarchical and Non-hierarchical Annotation Schemes—0
DTSim at SemEval-2016 Task 1: Semantic Similarity Model Including Multi-Level Alignment and Vector-Based Compositional Semantics—0
DTSim at SemEval-2016 Task 2: Interpreting Similarity of Texts Based on Automated Chunking, Chunk Alignment and Semantic Relation Prediction—0
Duluth: Word Sense Discrimination in the Service of Lexicography—0
Boosting Named Entity Recognition with Neural Character Embeddings—0
Dynamic Chunking for End-to-End Hierarchical Sequence Modeling—0
EPIC: Efficient Position-Independent Caching for Serving Large Language 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