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Large Language Models

6,405 papers

Papers per year

Papers

AlphaPruning: Using Heavy-Tailed Self Regularization Theory for Improved Layer-wise Pruning of Large Language Models NIPS 2024
PrivAuditor: Benchmarking Data Protection Vulnerabilities in LLM Adaptation Techniques NIPS 2024
Exploring Context Window of Large Language Models via Decomposed Positional Vectors NIPS 2024
PertEval: Unveiling Real Knowledge Capacity of LLMs with Knowledge-Invariant Perturbations NIPS 2024
I Don't Know: Explicit Modeling of Uncertainty with an [IDK] Token NIPS 2024
Selective Attention: Enhancing Transformer through Principled Context Control NIPS 2024
EffiBench: Benchmarking the Efficiency of Automatically Generated Code NIPS 2024
Representation Noising: A Defence Mechanism Against Harmful Finetuning NIPS 2024
Learning to grok: Emergence of in-context learning and skill composition in modular arithmetic tasks NIPS 2024
BitDelta: Your Fine-Tune May Only Be Worth One Bit NIPS 2024
Alignment at Pre-training! Towards Native Alignment for Arabic LLMs NIPS 2024
Coevolving with the Other You: Fine-Tuning LLM with Sequential Cooperative Multi-Agent Reinforcement Learning NIPS 2024
Enhancing Multiple Dimensions of Trustworthiness in LLMs via Sparse Activation Control NIPS 2024
DPIC: Decoupling Prompt and Intrinsic Characteristics for LLM Generated Text Detection NIPS 2024
SpecExec: Massively Parallel Speculative Decoding For Interactive LLM Inference on Consumer Devices NIPS 2024
On the Noise Robustness of In-Context Learning for Text Generation NIPS 2024
VB-LoRA: Extreme Parameter Efficient Fine-Tuning with Vector Banks NIPS 2024
Ad Auctions for LLMs via Retrieval Augmented Generation NIPS 2024
Policy Learning from Tutorial Books via Understanding, Rehearsing and Introspecting NIPS 2024
ShareGPT4Video: Improving Video Understanding and Generation with Better Captions NIPS 2024
Metacognitive Capabilities of LLMs: An Exploration in Mathematical Problem Solving NIPS 2024
DropBP: Accelerating Fine-Tuning of Large Language Models by Dropping Backward Propagation NIPS 2024
Needle In A Multimodal Haystack NIPS 2024
Multimodal Task Vectors Enable Many-Shot Multimodal In-Context Learning NIPS 2024
Implicit Optimization Bias of Next-token Prediction in Linear Models NIPS 2024