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Low-Resource Learning

14 papers

Papers per year

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Papers

Efficient Low-Resource Language Adaptation via Multi-Source Dynamic Logit Fusion ACL 2026
RSDA: Restoring Stale Data Affinity via Dynamic Renovation Strategy for Mitigating Data Scarcity ACL 2026
Multilingual and Cross-Lingual Citation Needed Detection on Wikipedia for Lower-Resource Languages ACL 2026
BEFT: Bias-Efficient Fine-Tuning of Language Models in Low-Data Regimes ACL 2026
The African Languages Lab: A Collaborative Approach to Advancing Low-Resource African NLP ACL 2026
Thesis Proposal: Diagnosing and Mitigating Semantic Interference in Script-Sharing Low-Resource Language Models: A Case Study on Square Bai Script ACL 2026
Validator-Guided Hard Negative Mining for Masked Language Modeling in Low-Resource Ancient Languages ACL 2026
OxEnsemble: Fair Ensembles for Low-Data Classification MIDL 2026
Challenges and Limitations in Gathering Resources for Low-Resource Languages: The Case of Medumba ACL 2025
Classifier identification in Ancient Egyptian as a low-resource sequence-labelling task ACL 2024
Reasoning Makes Good Annotators : An Automatic Task-specific Rules Distilling Framework for Low-resource Relation Extraction EMNLP 2023
Not always about you: Prioritizing community needs when developing endangered language technology ACL 2022
Minimal Supervision for Morphological Inflection EMNLP 2021
OCR Post Correction for Endangered Language Texts EMNLP 2020