SOTAVerified

Memorization

Papers

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Showing 326–350 of 1088 papers

TitleStatusHype
Building an Ethical and Trustworthy Biomedical AI Ecosystem for the Translational and Clinical Integration of Foundational Models—0
Training Foundation Models as Data Compression: On Information, Model Weights and Copyright Law—0
Unveiling Structural Memorization: Structural Membership Inference Attack for Text-to-Image Diffusion Models—0
Learning Camouflaged Object Detection from Noisy Pseudo Label—0
Bootstrapped Pre-training with Dynamic Identifier Prediction for Generative Retrieval—0
Counting in Small Transformers: The Delicate Interplay between Attention and Feed-Forward LayersCode0
Mix-CPT: A Domain Adaptation Framework via Decoupling Knowledge Learning and Format Alignment—0
Extracting Training Data from Document-Based VQA Models—0
MUSE: Machine Unlearning Six-Way Evaluation for Language ModelsCode4
UnSeenTimeQA: Time-Sensitive Question-Answering Beyond LLMs' Memorization—0
PII-Compass: Guiding LLM training data extraction prompts towards the target PII via grounding—0
Towards More Realistic Extraction Attacks: An Adversarial PerspectiveCode0
Deciphering the Factors Influencing the Efficacy of Chain-of-Thought: Probability, Memorization, and Noisy ReasoningCode1
We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning?Code2
Detection and Measurement of Syntactic Templates in Generated Text—0
Hierarchical Deconstruction of LLM Reasoning: A Graph-Based Framework for Analyzing Knowledge UtilizationCode1
Advancing Cross-domain Discriminability in Continual Learning of Vision-Language ModelsCode1
Sonnet or Not, Bot? Poetry Evaluation for Large Models and DatasetsCode1
Generative artificial intelligence in ophthalmology: multimodal retinal images for the diagnosis of Alzheimer's disease with convolutional neural networks—0
Enhancing Data Privacy in Large Language Models through Private Association Editing—0
SoK: Membership Inference Attacks on LLMs are Rushing Nowhere (and How to Fix It)Code1
Recite, Reconstruct, Recollect: Memorization in LMs as a Multifaceted PhenomenonCode1
AlleNoise: large-scale text classification benchmark dataset with real-world label noiseCode1
modeLing: A Novel Dataset for Testing Linguistic Reasoning in Language Models—0
Learning with Noisy Ground Truth: From 2D Classification to 3D Reconstruction—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