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 351–400 of 447 papers

TitleStatusHype
A New HOPE: Domain-agnostic Automatic Evaluation of Text Chunking—0
A New Recurrent Neural CRF for Learning Non-linear Edge Features—0
An Experimental Comparison of Active Learning Strategies for Partially Labeled Sequences—0
An Experimental Investigation of Part-Of-Speech Taggers for Vietnamese—0
Annotation of Clinical Narratives in Bulgarian language—0
An Online Algorithm for Learning over Constrained Latent Representations using Multiple Views—0
A Novel Fast Framework for Topic Labeling Based on Similarity-preserved Hashing—0
Application of Prize based on Sentence Length in Chunk-based Automatic Evaluation of Machine Translation—0
Apprentissage automatique d'un chunker pour le fran (Machine Learning of a chunker for French) [in French]—0
A Quantitative Comparative Study of Prosodic and Discourse Units, the Case of French and Taiwan Mandarin—0
A recurrent connectionist model of melody perception : An exploration using TRACX2—0
A Recursive Recurrent Neural Network for Statistical Machine Translation—0
A Reranking Model for Discourse Segmentation using Subtree Features—0
A Retrieval-Augmented Generation Framework for Academic Literature Navigation in Data Science—0
A Review on Part-of-Speech Technologies—0
Artificially Evolved Chunks for Morphosyntactic Analysis—0
A Sequential Neural Encoder with Latent Structured Description for Modeling Sentences—0
CUSIDE-array: A Streaming Multi-Channel End-to-End Speech Recognition System with Realistic Evaluations—0
A Survey on Recent Advances in Sequence Labeling from Deep Learning Models—0
At a Glance: The Impact of Gaze Aggregation Views on Syntactic Tagging—0
Attending to Characters in Neural Sequence Labeling Models—0
A Unified Framework for Discourse Argument Identification via Shallow Semantic Parsing—0
A Unified Framework for Structured Prediction: From Theory to Practice—0
A Unified Tagging Solution: Bidirectional LSTM Recurrent Neural Network with Word Embedding—0
Automatic Morphological Enrichment of a Morphologically Underspecified Treebank—0
A Web Service for Pre-segmenting Very Long Transcribed Speech Recordings—0
Linguistic Resources for Bhojpuri, Magahi and Maithili: Statistics about them, their Similarity Estimates, and Baselines for Three Applications—0
Bayesian Induction of Bracketing Inversion Transduction Grammars—0
Bayes Test of Precision, Recall, and F1 Measure for Comparison of Two Natural Language Processing Models—0
Benchmarking and Building Long-Context Retrieval Models with LoCo and M2-BERT—0
BGE Landmark Embedding: A Chunking-Free Embedding Method For Retrieval Augmented Long-Context Large Language Models—0
Big Data Small Data, In Domain Out-of Domain, Known Word Unknown Word: The Impact of Word Representations on Sequence Labelling Tasks—0
Big Data Small Data, In Domain Out-of Domain, Known Word Unknown Word: The Impact of Word Representation on Sequence Labelling Tasks—0
Bi-LAT: Bilateral Control-Based Imitation Learning via Natural Language and Action Chunking with Transformers—0
Bilingual Word Representations with Monolingual Quality in Mind—0
BIT-Xiaomi’s System for AutoSimTrans 2022—0
BLAZE: Cross-Language and Cross-Project Bug Localization via Dynamic Chunking and Hard Example Learning—0
Boosting Named Entity Recognition with Neural Character Embeddings—0
Boosting Named Entity Recognition with Neural Character Embeddings—0
Bootstrapping a historical commodities lexicon with SKOS and DBpedia—0
Boundary-based MWE segmentation with text partitioning—0
Breaking the Token Barrier: Chunking and Convolution for Efficient Long Text Classification with BERT—0
Bridging Industrial Expertise and XR with LLM-Powered Conversational Agents—0
Building Trainable Taggers in a Web-based, UIMA-Supported NLP Workbench—0
Can LLMs Replace Humans During Code Chunking?—0
Can we chunk well with bad POS labels? (Peut-on bien chunker avec de mauvaises \'etiquettes POS ?) [in French]—0
Caption Generation of Robot Behaviors based on Unsupervised Learning of Action Segments—0
Capturing Long-distance Dependencies in Sequence Models: A Case Study of Chinese Part-of-speech Tagging—0
CarbonChat: Large Language Model-Based Corporate Carbon Emission Analysis and Climate Knowledge Q&A System—0
CausalRAG: Integrating Causal Graphs into Retrieval-Augmented Generation—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