SOTAVerified

Memorization

Papers

Showing 201225 of 1088 papers

TitleStatusHype
Self-Attentive Associative MemoryCode1
Generalization through Memorization: Nearest Neighbor Language ModelsCode1
Lifelong Sequential Modeling with Personalized Memorization for User Response PredictionCode1
Enhancing human learning via spaced repetition optimizationCode1
Learning to Remember More with Less MemorizationCode1
Co-teaching: Robust Training of Deep Neural Networks with Extremely Noisy LabelsCode1
Memorization Precedes Generation: Learning Unsupervised GANs with Memory NetworksCode1
mixup: Beyond Empirical Risk MinimizationCode1
Wide & Deep Learning for Recommender SystemsCode1
What Should LLMs Forget? Quantifying Personal Data in LLMs for Right-to-Be-Forgotten Requests0
Entropy-Memorization Law: Evaluating Memorization Difficulty of Data in LLMs0
MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGICode0
Listener-Rewarded Thinking in VLMs for Image Preferences0
Where to find Grokking in LLM Pretraining? Monitor Memorization-to-Generalization without Test0
Counterfactual Influence as a Distributional Quantity0
Leaner Training, Lower Leakage: Revisiting Memorization in LLM Fine-Tuning with LoRA0
Uncovering Conceptual Blindspots in Generative Image Models Using Sparse Autoencoders0
Robots and Children that Learn Together : Improving Knowledge Retention by Teaching Peer-Like Interactive Robots0
A Random Matrix Analysis of In-context Memorization for Nonlinear Attention0
In-Context Learning Strategies Emerge Rationally0
LexiMark: Robust Watermarking via Lexical Substitutions to Enhance Membership Verification of an LLM's Textual Training DataCode0
Dataset distillation for memorized data: Soft labels can leak held-out teacher knowledgeCode0
Less is More: Undertraining Experts Improves Model Upcycling0
Capacity Matters: a Proof-of-Concept for Transformer Memorization on Real-World DataCode0
Winter Soldier: Backdooring Language Models at Pre-Training with Indirect Data Poisoning0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PaLM-540B (few-shot, k=5)Accuracy95.4Unverified
2Gopher-280B (few-shot, k=5)Accuracy80Unverified
3PaLM-62B (few-shot, k=5)Accuracy77.7Unverified