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Deep Learning
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Transfer Learning
2362 directly classified papers
Papers per year
2008: 1
2011: 1
2013: 6
2014: 4
2015: 11
2016: 21
2017: 48
2018: 83
2019: 184
2020: 296
2021: 309
2022: 356
2023: 320
2024: 366
2025: 348
2026: 8
Papers
Multi-Source (Pre-)Training for Cross-Domain Measurement, Unit and Context Extraction
ACL 2023
Biomedical Document Classification with Literature Graph Representations of Bibliographies and Entities
ACL 2023
Diversifying language models for lesser-studied languages and language-usage contexts: A case of second language Korean
EMNLP 2023
Boosting Inference Efficiency: Unleashing the Power of Parameter-Shared Pre-trained Language Models
EMNLP 2023
Towards Anytime Fine-tuning: Continually Pre-trained Language Models with Hypernetwork Prompts
EMNLP 2023
ELiRF-VRAIN at BioNLP Task 1B: Radiology Report Summarization
ACL 2023
Incorporating Syntactic Knowledge into Pre-trained Language Model using Optimization for Overcoming Catastrophic Forgetting
EMNLP 2023
One For All & All For One: Bypassing Hyperparameter Tuning with Model Averaging for Cross-Lingual Transfer
EMNLP 2023
The Less the Merrier? Investigating Language Representation in Multilingual Models
EMNLP 2023
GSAP-NER: A Novel Task, Corpus, and Baseline for Scholarly Entity Extraction Focused on Machine Learning Models and Datasets
EMNLP 2023
Isotropic Representation Can Improve Zero-Shot Cross-Lingual Transfer on Multilingual Language Models
EMNLP 2023
Multilingual Lottery Tickets to Pretrain Language Models
EMNLP 2023
TRIP: Accelerating Document-level Multilingual Pre-training via Triangular Document-level Pre-training on Parallel Data Triplets
EMNLP 2023
On the Transferability of Visually Grounded PCFGs
EMNLP 2023
Auto-Instruct: Automatic Instruction Generation and Ranking for Black-Box Language Models
EMNLP 2023
Multi-Stage Pre-training Enhanced by ChatGPT for Multi-Scenario Multi-Domain Dialogue Summarization
EMNLP 2023
Parameter-Efficient Cross-lingual Transfer of Vision and Language Models via Translation-based Alignment
EMNLP 2023
SINAI at RadSum23: Radiology Report Summarization Based on Domain-Specific Sequence-To-Sequence Transformer Model
ACL 2023
Flatness-Aware Prompt Selection Improves Accuracy and Sample Efficiency
EMNLP 2023
Investigating the Effect of Pre-finetuning BERT Models on NLI Involving Presuppositions
EMNLP 2023
Cultural Compass: Predicting Transfer Learning Success in Offensive Language Detection with Cultural Features
EMNLP 2023
Transitioning Representations between Languages for Cross-lingual Event Detection via Langevin Dynamics
EMNLP 2023
MUX-PLMs: Data Multiplexing for High-throughput Language Models
EMNLP 2023
Noisy Exemplars Make Large Language Models More Robust: A Domain-Agnostic Behavioral Analysis
EMNLP 2023
Co2PT: Mitigating Bias in Pre-trained Language Models through Counterfactual Contrastive Prompt Tuning
EMNLP 2023
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