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Methodology
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Machine Learning
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Transfer Learning
3884 directly classified papers
Papers per year
2002: 1
2003: 1
2006: 3
2007: 2
2008: 3
2009: 3
2010: 4
2011: 7
2012: 5
2013: 28
2014: 14
2015: 14
2016: 50
2017: 119
2018: 136
2019: 254
2020: 371
2021: 481
2022: 497
2023: 584
2024: 538
2025: 735
2026: 34
Papers
When and How to Augment Your Input: Question Routing Helps Balance the Accuracy and Efficiency of Large Language Models
NAACL 2025
Huatuo-26M, a Large-scale Chinese Medical QA Dataset
NAACL 2025
How Much Knowledge Can You Pack into a LoRA Adapter without Harming LLM?
NAACL 2025
Music for All: Representational Bias and Cross-Cultural Adaptability of Music Generation Models
NAACL 2025
From Text to Emoji: How PEFT-Driven Personality Manipulation Unleashes the Emoji Potential in LLMs
NAACL 2025
MoLA: MoE LoRA with Layer-wise Expert Allocation
NAACL 2025
Multi-Stage LLM Fine-Tuning with a Continual Learning Setting
NAACL 2025
Systematic Knowledge Injection into Large Language Models via Diverse Augmentation for Domain-Specific RAG
NAACL 2025
Automatic Annotation Augmentation Boosts Translation between Molecules and Natural Language
NAACL 2025
Selective Self-to-Supervised Fine-Tuning for Generalization in Large Language Models
NAACL 2025
Personalize Your LLM: Fake it then Align it
NAACL 2025
LITERA: An LLM Based Approach to Latin-to-English Translation
NAACL 2025
GAIfE: Using GenAI to Improve Literacy in Low-resourced Settings
NAACL 2025
Enabling Natural Zero-Shot Prompting on Encoder Models via Statement-Tuning
NAACL 2025
Variable Extraction for Model Recovery in Scientific Literature
NAACL 2025
LLM’s Weakness in NER Doesn’t Stop It from Enhancing a Stronger SLM
NAACL 2025
Multi-Domain Ancient Chinese Named Entity Recognition Based on Attention-Enhanced Pre-trained Language Model
NAACL 2025
EvaCun 2025 Shared Task: Lemmatization and Token Prediction in Akkadian and Sumerian using LLMs
NAACL 2025
Text-to-speech system for low-resource languages: A case study in Shipibo-Konibo (a Panoan language from Peru)
NAACL 2025
A hybrid Approach to low-resource machine translation for Ojibwe verbs
NAACL 2025
Beyond Monolingual Limits: Fine-Tuning Monolingual ASR for Yoruba-English Code-Switching
NAACL 2025
A Systematic Evaluation of LLM Strategies for Mental Health Text Analysis: Fine-tuning vs. Prompt Engineering vs. RAG
NAACL 2025
Incepto@DravidianLangTech 2025: Detecting Abusive Tamil and Malayalam Text Targeting Women on YouTube
NAACL 2025
Eureka-CIOL@DravidianLangTech 2025: Using Customized BERTs for Sentiment Analysis of Tamil Political Comments
NAACL 2025
MysticCIOL@DravidianLangTech 2025: A Hybrid Framework for Sentiment Analysis in Tamil and Tulu Using Fine-Tuned SBERT Embeddings and Custom MLP Architectures
NAACL 2025
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