Let's Synthesize Step by Step: Iterative Dataset Synthesis with Large Language Models by Extrapolating Errors from Small Models
Paper
• 2310.13671 • Published
• 19
Contrastive
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Contrastive Prefence Learning: Learning from Human Feedback without RL
Paper • 2310.13639 • Published • 25 -
SILC: Improving Vision Language Pretraining with Self-Distillation
Paper • 2310.13355 • Published • 9 -
Ranking LLM-Generated Loop Invariants for Program Verification
Paper • 2310.09342 • Published • 3 -
CIEM: Contrastive Instruction Evaluation Method for Better Instruction Tuning
Paper • 2309.02301 • Published • 1 -
Unsupervised Dense Information Retrieval with Contrastive Learning
Paper • 2112.09118 • Published • 1 -
DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models
Paper • 2309.03883 • Published • 36 -
Contrastive Learning for Prompt-Based Few-Shot Language Learners
Paper • 2205.01308 • Published • 1 -
LM-CPPF: Paraphrasing-Guided Data Augmentation for Contrastive Prompt-Based Few-Shot Fine-Tuning
Paper • 2305.18169 • Published • 1 -
Pre-training with Large Language Model-based Document Expansion for Dense Passage Retrieval
Paper • 2308.08285 • Published • 1 -
ConsPrompt: Easily Exploiting Contrastive Samples for Few-shot Prompt Learning
Paper • 2211.04118 • Published • 1 -
Contrastive Demonstration Tuning for Pre-trained Language Models
Paper • 2204.04392 • Published • 1 -
Contrastive Decoding Improves Reasoning in Large Language Models
Paper • 2309.09117 • Published • 40 -
Linking Representations with Multimodal Contrastive Learning
Paper • 2304.03464 • Published • 1 -
SC-MIL: Supervised Contrastive Multiple Instance Learning for Imbalanced Classification in Pathology
Paper • 2303.13405 • Published • 2 -
CoCoSoDa: Effective Contrastive Learning for Code Search
Paper • 2204.03293 • Published • 1 -
ContraBERT: Enhancing Code Pre-trained Models via Contrastive Learning
Paper • 2301.09072 • Published • 1 -
HPCR: Holistic Proxy-based Contrastive Replay for Online Continual Learning
Paper • 2309.15038 • Published • 1 -
PCR: Proxy-based Contrastive Replay for Online Class-Incremental Continual Learning
Paper • 2304.04408 • Published • 1 -
Continual Semi-Supervised Learning through Contrastive Interpolation Consistency
Paper • 2108.06552 • Published • 1 -
Sy-CON: Symmetric Contrastive Loss for Continual Self-Supervised Representation Learning
Paper • 2306.05101 • Published • 1 -
Contrastive Learning for Online Semi-Supervised General Continual Learning
Paper • 2207.05615 • Published • 1 -
Improving Continual Relation Extraction through Prototypical Contrastive Learning
Paper • 2210.04513 • Published • 1 -
Contrastive Chain-of-Thought Prompting
Paper • 2311.09277 • Published • 35 -
Speculative Contrastive Decoding
Paper • 2311.08981 • Published • 2 -
CoLES: Contrastive Learning for Event Sequences with Self-Supervision
Paper • 2002.08232 • Published • 2 -
COSMO: COntrastive Streamlined MultimOdal Model with Interleaved Pre-Training
Paper • 2401.00849 • Published • 17 -
Look-back Decoding for Open-Ended Text Generation
Paper • 2305.13477 • Published