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 151–200 of 447 papers

TitleStatusHype
One ACT Play: Single Demonstration Behavior Cloning with Action Chunking Transformers—0
Unsupervised Chunking with Hierarchical RNNCode0
RoboAgent: Generalization and Efficiency in Robot Manipulation via Semantic Augmentations and Action Chunking—0
Geo-Encoder: A Chunk-Argument Bi-Encoder Framework for Chinese Geographic Re-RankingCode0
Chunked Lists versus Extensible Arrays for Text Inversion—0
MultiSChuBERT: Effective Multimodal Fusion for Scholarly Document Quality Prediction—0
TBIN: Modeling Long Textual Behavior Data for CTR Prediction—0
Habits of Mind: Reusing Action Sequences for Efficient Planning—0
The ACL OCL Corpus: Advancing Open Science in Computational Linguistics—0
Open Information Extraction via ChunksCode0
A Cognitive Account of the Puzzle of Ideography—0
Learning Fine-Grained Bimanual Manipulation with Low-Cost Hardware—0
Tracking by Associating Clips—0
Prompting Language Models for Linguistic Structure—0
Technology Pipeline for Large Scale Cross-Lingual Dubbing of Lecture Videos into Multiple Indian Languages—0
Experiential Explanations for Reinforcement LearningCode0
Repairing Bugs in Python Assignments Using Large Language Models—0
BIT-Xiaomi’s System for AutoSimTrans 2022—0
An Experimental Investigation of Part-Of-Speech Taggers for Vietnamese—0
Fine-Grained Error Analysis and Fair Evaluation of Labeled SpansCode0
Query-Based Keyphrase Extraction from Long DocumentsCode0
Introduction to Soar—0
Shallow Parsing for Nepal Bhasa Complement Clauses—0
The HW-TSC’s Simultaneous Speech Translation System for IWSLT 2022 Evaluation—0
Sketching a Linguistically-Driven Reasoning Dialog Model for Social Talk—0
Building Odia Shallow ParserCode0
CUSIDE: Chunking, Simulating Future Context and Decoding for Streaming ASRCode0
Pretraining without Wordpieces: Learning Over a Vocabulary of Millions of Words—0
Shallow Parsing for Nepal Bhasa Complement Clauses—0
Deep Learning Transformer Architecture for Named Entity Recognition on Low Resourced Languages: State of the art results—0
Prepare your video for streaming with Segue—0
Unsupervised Chunking as Syntactic Structure Induction with a Knowledge-Transfer ApproachCode0
Importance Estimation from Multiple Perspectives for Keyphrase Extraction—0
A Review on Part-of-Speech Technologies—0
The Inductive Bias of In-Context Learning: Rethinking Pretraining Example Design—0
Learning Structure from the Ground up---Hierarchical Representation Learning by Chunking—0
Evaluating Relaxations of Logic for Neural Networks: A Comprehensive StudyCode0
Large-scale image segmentation based on distributed clustering algorithmsCode0
Neural Supervised Domain Adaptation by Augmenting Pre-trained Models with Random Units—0
Weighted Training for Cross-Task LearningCode0
Chunking Historical GermanCode0
Neural Sequence Segmentation as Determining the Leftmost SegmentsCode0
On the Hidden Negative Transfer in Sequential Transfer Learning for Domain Adaptation from News to Tweets—0
Locally-Contextual Nonlinear CRFs for Sequence Labeling—0
Evaluation of Morphological Embeddings for the Russian Language—0
Highly Fast Text Segmentation With Pairwise Markov Chains—0
Introducing the Hidden Neural Markov Chain framework—0
Segmenting Natural Language Sentences via Lexical Unit Analysis—0
A Survey on Recent Advances in Sequence Labeling from Deep Learning Models—0
Enhance Robustness of Sequence Labelling with Masked Adversarial Training—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