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Few-Shot Learning

1,837 papers

Papers per year

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117
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Papers

Inverse is Better! Fast and Accurate Prompt for Few-shot Slot Tagging ACL 2022
A Simple yet Effective Relation Information Guided Approach for Few-Shot Relation Extraction ACL 2022
Decomposed Meta-Learning for Few-Shot Named Entity Recognition ACL 2022
N-Shot Learning for Augmenting Task-Oriented Dialogue State Tracking ACL 2022
Zero-shot Learning for Grapheme to Phoneme Conversion with Language Ensemble ACL 2022
Hierarchical Recurrent Aggregative Generation for Few-Shot NLG ACL 2022
Dialogue Summaries as Dialogue States (DS2), Template-Guided Summarization for Few-shot Dialogue State Tracking ACL 2022
Exploring the Capacity of a Large-scale Masked Language Model to Recognize Grammatical Errors ACL 2022
Towards Few-shot Entity Recognition in Document Images: A Label-aware Sequence-to-Sequence Framework ACL 2022
Few-Shot Cross-lingual Transfer for Coarse-grained De-identification of Code-Mixed Clinical Texts ACL 2022
Fast Few-shot Debugging for NLU Test Suites ACL 2022
DEFTri: A Few-Shot Label Fused Contextual Representation Learning For Product Defect Triage in e-Commerce ACL 2022
Data Augmentation for Intent Classification with Off-the-shelf Large Language Models ACL 2022
Knowledge Distillation Meets Few-Shot Learning: An Approach for Few-Shot Intent Classification Within and Across Domains ACL 2022
A Comparative Study of Pre-trained Encoders for Low-Resource Named Entity Recognition ACL 2022
Improving Social Meaning Detection with Pragmatic Masking and Surrogate Fine-Tuning ACL 2022
LINGUIST: Language Model Instruction Tuning to Generate Annotated Utterances for Intent Classification and Slot Tagging COLING 2022
Continual Few-shot Intent Detection COLING 2022
A Closer Look at Few-Shot Out-of-Distribution Intent Detection COLING 2022
ConnPrompt: Connective-cloze Prompt Learning for Implicit Discourse Relation Recognition COLING 2022
Prompt Combines Paraphrase: Teaching Pre-trained Models to Understand Rare Biomedical Words COLING 2022
Case-Based Abductive Natural Language Inference COLING 2022
Unsupervised Question Answering via Answer Diversifying COLING 2022
Few-shot Named Entity Recognition with Entity-level Prototypical Network Enhanced by Dispersedly Distributed Prototypes COLING 2022
Prompt-based Text Entailment for Low-Resource Named Entity Recognition COLING 2022