SOTAVerified

Memorization

Papers

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Showing 226–250 of 1088 papers

TitleStatusHype
Measuring Non-Adversarial Reproduction of Training Data in Large Language Models—0
Memorization in Attention-only TransformersCode0
What Do Learning Dynamics Reveal About Generalization in LLM Reasoning?Code1
Model Editing for LLMs4Code: How Far are We?Code0
Continual Memorization of Factoids in Large Language ModelsCode1
Unlearning in- vs. out-of-distribution data in LLMs under gradient-based method—0
LSHBloom: Memory-efficient, Extreme-scale Document Deduplication—0
Extracting Unlearned Information from LLMs with Activation Steering—0
Generalizability of Memorization Neural Networks—0
A Geometric Framework for Understanding Memorization in Generative Models—0
Dynamic Uncertainty Ranking: Enhancing In-Context Learning for Long-Tail Knowledge in LLMs—0
Understanding Generalizability of Diffusion Models Requires Rethinking the Hidden Gaussian StructureCode1
DASH: Warm-Starting Neural Network Training in Stationary Settings without Loss of PlasticityCode1
Provably Optimal Memory Capacity for Modern Hopfield Models: Transformer-Compatible Dense Associative Memories as Spherical Codes—0
On Memorization of Large Language Models in Logical Reasoning—0
Exploring Local Memorization in Diffusion Models via Bright Ending Attention—0
Investigating Memorization in Video Diffusion Models—0
Capacity Control is an Effective Memorization Mitigation Mechanism in Text-Conditional Diffusion ModelsCode0
Arithmetic Without Algorithms: Language Models Solve Math With a Bag of HeuristicsCode1
Historical Test-time Prompt Tuning for Vision Foundation Models—0
Measuring memorization through probabilistic discoverable extraction—0
Mixture of Parrots: Experts improve memorization more than reasoning—0
Dual-Model Defense: Safeguarding Diffusion Models from Membership Inference Attacks through Disjoint Data Splitting—0
Scalability of memorization-based machine unlearningCode1
A Simple Model of Inference Scaling Laws—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PaLM-540B (few-shot, k=5)Accuracy95.4—Unverified
2Gopher-280B (few-shot, k=5)Accuracy80—Unverified
3PaLM-62B (few-shot, k=5)Accuracy77.7—Unverified