Improving Low-Resource Sequence Labeling with Knowledge Fusion and Contextual Label Explanations
Fuente:
arXiv
Saved in:
| Main Authors: | Lai, Peichao, Gan, Jiaxin, Ye, Feiyang, Wang, Yilei, Cui, Bin |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Enhancing Unsupervised Sentence Embeddings via Knowledge-Driven Data Augmentation and Gaussian-Decayed Contrastive Learning
by: Lai, Peichao, et al.
Published: (2024)
by: Lai, Peichao, et al.
Published: (2024)
SAS-Bench: A Fine-Grained Benchmark for Evaluating Short Answer Scoring with Large Language Models
by: Lai, Peichao, et al.
Published: (2025)
by: Lai, Peichao, et al.
Published: (2025)
PromptRad: Knowledge-Enhanced Multi-Label Prompt-Tuning for Low-Resource Radiology Report Labeling
by: Lin, Ying-Jia, et al.
Published: (2026)
by: Lin, Ying-Jia, et al.
Published: (2026)
An Effective Incorporating Heterogeneous Knowledge Curriculum Learning for Sequence Labeling
by: Tang, Xuemei, et al.
Published: (2024)
by: Tang, Xuemei, et al.
Published: (2024)
Sequence Repetition Enhances Token Embeddings and Improves Sequence Labeling with Decoder-only Language Models
by: Kukić, Matija Luka, et al.
Published: (2026)
by: Kukić, Matija Luka, et al.
Published: (2026)
SciAnnotate: A Tool for Integrating Weak Labeling Sources for Sequence Labeling
by: Liu, Mengyang, et al.
Published: (2022)
by: Liu, Mengyang, et al.
Published: (2022)
Dependency Graph Parsing as Sequence Labeling
by: Ezquerro, Ana, et al.
Published: (2024)
by: Ezquerro, Ana, et al.
Published: (2024)
Contextual Label Projection for Cross-Lingual Structured Prediction
by: Parekh, Tanmay, et al.
Published: (2023)
by: Parekh, Tanmay, et al.
Published: (2023)
BETA-Labeling for Multilingual Dataset Construction in Low-Resource IR
by: Hasan, Md. Najib, et al.
Published: (2026)
by: Hasan, Md. Najib, et al.
Published: (2026)
Bringing Emerging Architectures to Sequence Labeling in NLP
by: Ezquerro, Ana, et al.
Published: (2025)
by: Ezquerro, Ana, et al.
Published: (2025)
A Global Context Mechanism for Sequence Labeling
by: Xu, Conglei, et al.
Published: (2023)
by: Xu, Conglei, et al.
Published: (2023)
Textless Dependency Parsing by Labeled Sequence Prediction
by: Kando, Shunsuke, et al.
Published: (2024)
by: Kando, Shunsuke, et al.
Published: (2024)
Improving Transfer Learning for Sequence Labeling Tasks by Adapting Pre-trained Neural Language Models
by: Dukić, David
Published: (2025)
by: Dukić, David
Published: (2025)
Reasoning Beyond Labels: Measuring LLM Sentiment in Low-Resource, Culturally Nuanced Contexts
by: Ochieng, Millicent, et al.
Published: (2025)
by: Ochieng, Millicent, et al.
Published: (2025)
Supervised In-Context Fine-Tuning for Generative Sequence Labeling
by: Dukić, David, et al.
Published: (2025)
by: Dukić, David, et al.
Published: (2025)
Time is Not a Label: Continuous Phase Rotation for Temporal Knowledge Graphs and Agentic Memory
by: Li, Weixian Waylon, et al.
Published: (2026)
by: Li, Weixian Waylon, et al.
Published: (2026)
Understanding QA generation: Extracting Parametric and Contextual Knowledge with CQA for Low Resource Bangla Language
by: Azmary, Umme Abira, et al.
Published: (2026)
by: Azmary, Umme Abira, et al.
Published: (2026)
Incremental Sequence Labeling: A Tale of Two Shifts
by: Qiu, Shengjie, et al.
Published: (2024)
by: Qiu, Shengjie, et al.
Published: (2024)
BinaryAlign: Word Alignment as Binary Sequence Labeling
by: Latouche, Gaetan Lopez, et al.
Published: (2024)
by: Latouche, Gaetan Lopez, et al.
Published: (2024)
Agree, Disagree, Explain: Decomposing Human Label Variation in NLI through the Lens of Explanations
by: Hong, Pingjun, et al.
Published: (2025)
by: Hong, Pingjun, et al.
Published: (2025)
Towards a Diagnostic and Predictive Evaluation Methodology for Sequence Labeling Tasks
by: Alvarez-Mellado, Elena, et al.
Published: (2026)
by: Alvarez-Mellado, Elena, et al.
Published: (2026)
Empowering Low-Resource Language ASR via Large-Scale Pseudo Labeling
by: Bhogale, Kaushal Santosh, et al.
Published: (2024)
by: Bhogale, Kaushal Santosh, et al.
Published: (2024)
A Rose by Any Other Name: LLM-Generated Explanations Are Good Proxies for Human Explanations to Collect Label Distributions on NLI
by: Chen, Beiduo, et al.
Published: (2024)
by: Chen, Beiduo, et al.
Published: (2024)
Leveraging Label Semantics and Meta-Label Refinement for Multi-Label Question Classification
by: Dong, Shi, et al.
Published: (2024)
by: Dong, Shi, et al.
Published: (2024)
End-to-End Speech Translation for Low-Resource Languages Using Weakly Labeled Data
by: Pothula, Aishwarya, et al.
Published: (2025)
by: Pothula, Aishwarya, et al.
Published: (2025)
Information Extraction from Heterogeneous Documents without Ground Truth Labels using Synthetic Label Generation and Knowledge Distillation
by: Bhattacharyya, Aniket, et al.
Published: (2024)
by: Bhattacharyya, Aniket, et al.
Published: (2024)
Take It Easy: Label-Adaptive Self-Rationalization for Fact Verification and Explanation Generation
by: Yang, Jing, et al.
Published: (2024)
by: Yang, Jing, et al.
Published: (2024)
Auxiliary Knowledge-Induced Learning for Automatic Multi-Label Medical Document Classification
by: Wang, Xindi, et al.
Published: (2024)
by: Wang, Xindi, et al.
Published: (2024)
Curriculum Learning and Pseudo-Labeling Improve the Generalization of Multi-Label Arabic Dialect Identification Models
by: Mekky, Ali, et al.
Published: (2026)
by: Mekky, Ali, et al.
Published: (2026)
Addressing Data Imbalance in Transformer-Based Multi-Label Emotion Detection with Weighted Loss
by: Cui, Xia
Published: (2025)
by: Cui, Xia
Published: (2025)
LiTEx: A Linguistic Taxonomy of Explanations for Understanding Within-Label Variation in Natural Language Inference
by: Hong, Pingjun, et al.
Published: (2025)
by: Hong, Pingjun, et al.
Published: (2025)
Chinese Sequence Labeling with Semi-Supervised Boundary-Aware Language Model Pre-training
by: Zhang, Longhui, et al.
Published: (2024)
by: Zhang, Longhui, et al.
Published: (2024)
Looking Right is Sometimes Right: Investigating the Capabilities of Decoder-only LLMs for Sequence Labeling
by: Dukić, David, et al.
Published: (2024)
by: Dukić, David, et al.
Published: (2024)
ToPro: Token-Level Prompt Decomposition for Cross-Lingual Sequence Labeling Tasks
by: Ma, Bolei, et al.
Published: (2024)
by: Ma, Bolei, et al.
Published: (2024)
Bregman Conditional Random Fields: Sequence Labeling with Parallelizable Inference Algorithms
by: Corro, Caio, et al.
Published: (2025)
by: Corro, Caio, et al.
Published: (2025)
Multi-layer Sequence Labeling-based Joint Biomedical Event Extraction
by: Chen, Gongchi, et al.
Published: (2024)
by: Chen, Gongchi, et al.
Published: (2024)
KDH-MLTC: Knowledge Distillation for Healthcare Multi-Label Text Classification
by: Sakai, Hajar, et al.
Published: (2025)
by: Sakai, Hajar, et al.
Published: (2025)
Improving LLM-based Document-level Machine Translation with Multi-Knowledge Fusion
by: Liu, Bin, et al.
Published: (2025)
by: Liu, Bin, et al.
Published: (2025)
Two Directions for Clinical Data Generation with Large Language Models: Data-to-Label and Label-to-Data
by: Li, Rumeng, et al.
Published: (2023)
by: Li, Rumeng, et al.
Published: (2023)
WisdoM: Improving Multimodal Sentiment Analysis by Fusing Contextual World Knowledge
by: Wang, Wenbin, et al.
Published: (2024)
by: Wang, Wenbin, et al.
Published: (2024)
Similar Items
-
Enhancing Unsupervised Sentence Embeddings via Knowledge-Driven Data Augmentation and Gaussian-Decayed Contrastive Learning
by: Lai, Peichao, et al.
Published: (2024) -
SAS-Bench: A Fine-Grained Benchmark for Evaluating Short Answer Scoring with Large Language Models
by: Lai, Peichao, et al.
Published: (2025) -
PromptRad: Knowledge-Enhanced Multi-Label Prompt-Tuning for Low-Resource Radiology Report Labeling
by: Lin, Ying-Jia, et al.
Published: (2026) -
An Effective Incorporating Heterogeneous Knowledge Curriculum Learning for Sequence Labeling
by: Tang, Xuemei, et al.
Published: (2024) -
Sequence Repetition Enhances Token Embeddings and Improves Sequence Labeling with Decoder-only Language Models
by: Kukić, Matija Luka, et al.
Published: (2026)