| Training Nonlinear Transformers for Chain-of-Thought Inference: A Theoretical Generalization Analysis | Oct 3, 2024 | In-Context Learning | —Unverified | 0 |
| Calibrate to Discriminate: Improve In-Context Learning with Label-Free Comparative Inference | Oct 3, 2024 | In-Context Learning | —Unverified | 0 |
| IoT-LLM: Enhancing Real-World IoT Task Reasoning with Large Language Models | Oct 3, 2024 | BenchmarkingIn-Context Learning | —Unverified | 0 |
| Large Language Models as Markov Chains | Oct 3, 2024 | Generalization BoundsIn-Context Learning | —Unverified | 0 |
| Long-range gene expression prediction with token alignment of large language model | Oct 2, 2024 | In-Context LearningLanguage Modeling | —Unverified | 0 |
| Disentangling Latent Shifts of In-Context Learning Through Self-Training | Oct 2, 2024 | In-Context Learning | —Unverified | 0 |
| Intent Detection in the Age of LLMs | Oct 2, 2024 | Data AugmentationIn-Context Learning | —Unverified | 0 |
| In-Context Transfer Learning: Demonstration Synthesis by Transferring Similar Tasks | Oct 2, 2024 | In-Context LearningTransfer Learning | CodeCode Available | 0 |
| Unleashing the Power of Large Language Models in Zero-shot Relation Extraction via Self-Prompting | Oct 2, 2024 | DiversityIn-Context Learning | —Unverified | 0 |
| Endless Jailbreaks with Bijection Learning | Oct 2, 2024 | In-Context Learning | —Unverified | 0 |
| Sparse Autoencoders Reveal Temporal Difference Learning in Large Language Models | Oct 2, 2024 | In-Context LearningReinforcement Learning (RL) | —Unverified | 0 |
| Bayes' Power for Explaining In-Context Learning Generalizations | Oct 2, 2024 | In-Context Learning | CodeCode Available | 0 |
| Mitigating Copy Bias in In-Context Learning through Neuron Pruning | Oct 2, 2024 | In-Context LearningState Space Models | —Unverified | 0 |
| Unveiling Language Skills via Path-Level Circuit Discovery | Oct 2, 2024 | DisentanglementIn-Context Learning | CodeCode Available | 0 |
| ENTP: Encoder-only Next Token Prediction | Oct 2, 2024 | DecoderIn-Context Learning | —Unverified | 0 |
| Agent-Driven Large Language Models for Mandarin Lyric Generation | Oct 2, 2024 | In-Context LearningLanguage Modeling | —Unverified | 0 |
| From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems | Oct 1, 2024 | Computational EfficiencyData Augmentation | —Unverified | 0 |
| Exploring the Learning Capabilities of Language Models using LEVERWORLDS | Oct 1, 2024 | In-Context Learning | —Unverified | 0 |
| Embedding-based statistical inference on generative models | Oct 1, 2024 | In-Context Learningparameter-efficient fine-tuning | —Unverified | 0 |
| Unsupervised Human Preference Learning | Sep 30, 2024 | In-Context LearningLanguage Modeling | —Unverified | 0 |
| Text Clustering as Classification with LLMs | Sep 30, 2024 | ClassificationClustering | CodeCode Available | 1 |
| Are Large Language Models In-Context Personalized Summarizers? Get an iCOPERNICUS Test Done! | Sep 30, 2024 | In-Context Learning | —Unverified | 0 |
| PersonalLLM: Tailoring LLMs to Individual Preferences | Sep 30, 2024 | In-Context LearningMeta-Learning | CodeCode Available | 1 |
| Reference Trustable Decoding: A Training-Free Augmentation Paradigm for Large Language Models | Sep 30, 2024 | Few-Shot LearningIn-Context Learning | CodeCode Available | 0 |
| TaskComplexity: A Dataset for Task Complexity Classification with In-Context Learning, FLAN-T5 and GPT-4o Benchmarks | Sep 30, 2024 | In-Context Learning | CodeCode Available | 0 |
