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Showing 1–34 of 34 papers

TitleStatusHype
TEncDM: Understanding the Properties of the Diffusion Model in the Space of Language Model EncodingsCode1
Abstract Meaning Representation-Based Logic-Driven Data Augmentation for Logical ReasoningCode1
Linear Connectivity Reveals Generalization StrategiesCode1
Contrastive Representation Learning for Exemplar-Guided Paraphrase GenerationCode1
LEAP: Learnable Pruning for Transformer-based ModelsCode1
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language UnderstandingCode1
Optimizing Large Language Models with an Enhanced LoRA Fine-Tuning Algorithm for Efficiency and Robustness in NLP Tasks—0
Generating Synthetic Datasets for Few-shot Prompt Tuning—0
A General and Flexible Multi-concept Parsing Framework for Multilingual Semantic Matching—0
BatchPrompt: Accomplish more with lessCode0
Sensi-BERT: Towards Sensitivity Driven Fine-Tuning for Parameter-Efficient BERT—0
CausalAPM: Generalizable Literal Disentanglement for NLU Debiasing—0
Enhancing Text Generation with Cooperative TrainingCode0
Few-shot Multimodal Multitask Multilingual Learning—0
Privacy Adhering Machine Un-learning in NLP—0
CKG: Dynamic Representation Based on Context and Knowledge Graph—0
AGRO: Adversarial Discovery of Error-prone groups for Robust OptimizationCode0
From Dense to Sparse: Contrastive Pruning for Better Pre-trained Language Model CompressionCode0
DAWSON: Data Augmentation using Weak Supervision On Natural Language—0
BERMo: What can BERT learn from ELMo?—0
Cross-Architecture Distillation Using Bidirectional CMOW Embeddings—0
Are Larger Pretrained Language Models Uniformly Better? Comparing Performance at the Instance LevelCode0
KI-BERT: Infusing Knowledge Context for Better Language and Domain Understanding—0
Have Attention Heads in BERT Learned Constituency Grammar?—0
Applying Transfer Learning for Improving Domain-Specific Search Experience Using Query to Question Similarity—0
Feedforward Legendre Memory Unit—0
Increasing Robustness to Spurious Correlations using Forgettable Examples—0
Unsupervised Paraphrasing with Pretrained Language Models—0
On the Importance of Adaptive Data Collection for Extremely Imbalanced Pairwise Tasks—0
On the Importance of Adaptive Data Collection for Extremely Imbalanced Pairwise TasksCode0
Margin-Based Regularization and Selective Sampling in Deep Neural Networks—0
On the Importance of Local Information in Transformer Based Models—0
Multi-level Head-wise Match and Aggregation in Transformer for Textual Sequence Matching—0
Increasing Robustness to Spurious Correlations using Forgettable Examples—0
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