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Machine Learning
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Transfer Learning
3,884 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
A survey on improving NLP models with human explanations
ACL 2022
The Best of both Worlds: Dual Channel Language modeling for Hope Speech Detection in low-resourced Kannada
ACL 2022
Beyond Static models and test sets: Benchmarking the potential of pre-trained models across tasks and languages
ACL 2022
A Vocabulary-Free Multilingual Neural Tokenizer for End-to-End Task Learning
ACL 2022
A Study on Entity Linking Across Domains: Which Data is Best for Fine-Tuning?
ACL 2022
Zero-shot Cross-lingual Transfer is Under-specified Optimization
ACL 2022
Domain-Aware Contrastive Knowledge Transfer for Multi-domain Imbalanced Data
ACL 2022
Can Pretext-Based Self-Supervised Learning Be Boosted by Downstream Data? A Theoretical Analysis
AISTATS 2022
Using time-series privileged information for provably efficient learning of prediction models
AISTATS 2022
Transfer Learning with Gaussian Processes for Bayesian Optimization
AISTATS 2022
An Information-theoretical Approach to Semi-supervised Learning under Covariate-shift
AISTATS 2022
Schema Encoding for Transferable Dialogue State Tracking
COLING 2022
Pan More Gold from the Sand: Refining Open-domain Dialogue Training with Noisy Self-Retrieval Generation
COLING 2022
Improving Commonsense Contingent Reasoning by Pseudo-data and Its Application to the Related Tasks
COLING 2022
ConnPrompt: Connective-cloze Prompt Learning for Implicit Discourse Relation Recognition
COLING 2022
A Domain Knowledge Enhanced Pre-Trained Language Model for Vertical Search: Case Study on Medicinal Products
COLING 2022
Attribute Injection for Pretrained Language Models: A New Benchmark and an Efficient Method
COLING 2022
Towards Robust Neural Retrieval with Source Domain Synthetic Pre-Finetuning
COLING 2022
Parameter-Efficient Neural Reranking for Cross-Lingual and Multilingual Retrieval
COLING 2022
Complicate Then Simplify: A Novel Way to Explore Pre-trained Models for Text Classification
COLING 2022
DPTDR: Deep Prompt Tuning for Dense Passage Retrieval
COLING 2022
Prompt Combines Paraphrase: Teaching Pre-trained Models to Understand Rare Biomedical Words
COLING 2022
Can We Guide a Multi-Hop Reasoning Language Model to Incrementally Learn at Each Single-Hop?
COLING 2022
Addressing Limitations of Encoder-Decoder Based Approach to Text-to-SQL
COLING 2022
Prompt-based Conservation Learning for Multi-hop Question Answering
COLING 2022
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