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
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
Learning Variable Compliance Control From a Few Demonstrations for Bimanual Robot with Haptic Feedback Teleoperation SystemCode1
LongRAG: Enhancing Retrieval-Augmented Generation with Long-context LLMs—0
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
A recurrent connectionist model of melody perception : An exploration using TRACX2—0
Breaking the Token Barrier: Chunking and Convolution for Efficient Long Text Classification with BERT—0
Fast and Accurate Factual Inconsistency Detection Over Long DocumentsCode1
Symmetrical SyncMap for Imbalanced General Chunking Problems—0
Abstractive Summarization of Large Document Collections Using GPT—0
Chunking: Continual Learning is not just about Distribution ShiftCode0
Fine-tuned vs. Prompt-tuned Supervised Representations: Which Better Account for Brain Language Representations?—0
Exploring RWKV for Memory Efficient and Low Latency Streaming ASR—0
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
Sparse Modular Activation for Efficient Sequence ModelingCode1
Recurrent Attention Networks for Long-text ModelingCode1
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
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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