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Large Language Models

6,405 papers

Papers per year

Papers

Talking Heads: Understanding Inter-Layer Communication in Transformer Language Models NIPS 2024
The Fine-Grained Complexity of Gradient Computation for Training Large Language Models NIPS 2024
Make Your LLM Fully Utilize the Context NIPS 2024
Regularizing Hidden States Enables Learning Generalizable Reward Model for LLMs NIPS 2024
The Mamba in the Llama: Distilling and Accelerating Hybrid Models NIPS 2024
SGLang: Efficient Execution of Structured Language Model Programs NIPS 2024
The Closeness of In-Context Learning and Weight Shifting for Softmax Regression NIPS 2024
Are Large Language Models Good Statisticians? NIPS 2024
SelfCodeAlign: Self-Alignment for Code Generation NIPS 2024
JourneyBench: A Challenging One-Stop Vision-Language Understanding Benchmark of Generated Images NIPS 2024
Provably Transformers Harness Multi-Concept Word Semantics for Efficient In-Context Learning NIPS 2024
Alignment for Honesty NIPS 2024
Efficient Multi-task LLM Quantization and Serving for Multiple LoRA Adapters NIPS 2024
Me, Myself, and AI: The Situational Awareness Dataset (SAD) for LLMs NIPS 2024
Fight Back Against Jailbreaking via Prompt Adversarial Tuning NIPS 2024
The Evolution of Statistical Induction Heads: In-Context Learning Markov Chains NIPS 2024
Paloma: A Benchmark for Evaluating Language Model Fit NIPS 2024
Memory-Efficient LLM Training with Online Subspace Descent NIPS 2024
ReST-MCTS*: LLM Self-Training via Process Reward Guided Tree Search NIPS 2024
Safe LoRA: The Silver Lining of Reducing Safety Risks when Finetuning Large Language Models NIPS 2024
Microstructures and Accuracy of Graph Recall by Large Language Models NIPS 2024
CulturePark: Boosting Cross-cultural Understanding in Large Language Models NIPS 2024
cPAPERS: A Dataset of Situated and Multimodal Interactive Conversations in Scientific Papers NIPS 2024
RouterDC: Query-Based Router by Dual Contrastive Learning for Assembling Large Language Models NIPS 2024
Chain-of-Thought Reasoning Without Prompting NIPS 2024