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Large Language Models

6405 directly classified papers

Papers per year

Papers

Mixture of Demonstrations for In-Context Learning NIPS 2024
DeTeCtive: Detecting AI-generated Text via Multi-Level Contrastive Learning NIPS 2024
IDGen: Item Discrimination Induced Prompt Generation for LLM Evaluation NIPS 2024
Perception of Knowledge Boundary for Large Language Models through Semi-open-ended Question Answering NIPS 2024
Once Read is Enough: Domain-specific Pretraining-free Language Models with Cluster-guided Sparse Experts for Long-tail Domain Knowledge NIPS 2024
Compressing Large Language Models using Low Rank and Low Precision Decomposition NIPS 2024
A Theoretical Understanding of Self-Correction through In-context Alignment NIPS 2024
Octopus: A Multi-modal LLM with Parallel Recognition and Sequential Understanding NIPS 2024
Mind's Eye of LLMs: Visualization-of-Thought Elicits Spatial Reasoning in Large Language Models NIPS 2024
Towards a Theoretical Understanding of the 'Reversal Curse' via Training Dynamics NIPS 2024
MAmmoTH2: Scaling Instructions from the Web NIPS 2024
Imitating Language via Scalable Inverse Reinforcement Learning NIPS 2024
Aligner: Efficient Alignment by Learning to Correct NIPS 2024
On the Effects of Data Scale on UI Control Agents NIPS 2024
ConStat: Performance-Based Contamination Detection in Large Language Models NIPS 2024
Multi-Head Mixture-of-Experts NIPS 2024
Grokking of Implicit Reasoning in Transformers: A Mechanistic Journey to the Edge of Generalization NIPS 2024
MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark NIPS 2024
Would I Lie To You? Inference Time Alignment of Language Models using Direct Preference Heads NIPS 2024
Navigating the Safety Landscape: Measuring Risks in Finetuning Large Language Models NIPS 2024
dLoRA: Dynamically Orchestrating Requests and Adapters for LoRA LLM Serving OSDI 2024
Parrot: Efficient Serving of LLM-based Applications with Semantic Variable OSDI 2024
Fairness in Serving Large Language Models OSDI 2024
EVIT: Event-Oriented Instruction Tuning for Event Reasoning ACL 2024
InstructCMP: Length Control in Sentence Compression through Instruction-based Large Language Models ACL 2024