| RIDE: Enhancing Large Language Model Alignment through Restyled In-Context Learning Demonstration Exemplars | Feb 17, 2025 | Few-Shot LearningIn-Context Learning | CodeCode Available | 0 |
| Beyond Single-Task: Robust Multi-Task Length Generalization for LLMs | Feb 17, 2025 | In-Context LearningLogical Reasoning | —Unverified | 0 |
| Plant in Cupboard, Orange on Rably, Inat Aphone. Benchmarking Incremental Learning of Situation and Language Model using a Text-Simulated Situated Environment | Feb 17, 2025 | BenchmarkingCommon Sense Reasoning | —Unverified | 0 |
| Language Models Can See Better: Visual Contrastive Decoding For LLM Multimodal Reasoning | Feb 17, 2025 | In-Context LearningMultimodal Reasoning | CodeCode Available | 0 |
| JoLT: Joint Probabilistic Predictions on Tabular Data Using LLMs | Feb 17, 2025 | ImputationIn-Context Learning | CodeCode Available | 2 |
| SAFE-SQL: Self-Augmented In-Context Learning with Fine-grained Example Selection for Text-to-SQL | Feb 17, 2025 | In-Context LearningText to SQL | —Unverified | 0 |
| LogiDynamics: Unraveling the Dynamics of Logical Inference in Large Language Model Reasoning | Feb 16, 2025 | Analogical questionsIn-Context Learning | —Unverified | 0 |
| MemeSense: An Adaptive In-Context Framework for Social Commonsense Driven Meme Moderation | Feb 16, 2025 | In-Context Learning | CodeCode Available | 0 |
| BASE-SQL: A powerful open source Text-To-SQL baseline approach | Feb 15, 2025 | In-Context LearningLarge Language Model | CodeCode Available | 1 |
| Lost in the Passage: Passage-level In-context Learning Does Not Necessarily Need a "Passage" | Feb 15, 2025 | Distractor GenerationIn-Context Learning | —Unverified | 0 |
| Large Language Diffusion Models | Feb 14, 2025 | In-Context LearningInstruction Following | CodeCode Available | 7 |
| Solving Empirical Bayes via Transformers | Feb 14, 2025 | In-Context Learning | —Unverified | 0 |
| MIR-Bench: Can Your LLM Recognize Complicated Patterns via Many-Shot In-Context Reasoning? | Feb 14, 2025 | BenchmarkingIn-Context Learning | —Unverified | 0 |
| The Ann Arbor Architecture for Agent-Oriented Programming | Feb 14, 2025 | In-Context LearningPrompt Engineering | CodeCode Available | 0 |
| From Markov to Laplace: How Mamba In-Context Learns Markov Chains | Feb 14, 2025 | In-Context LearningLanguage Modeling | CodeCode Available | 0 |
| Tuning-Free Personalized Alignment via Trial-Error-Explain In-Context Learning | Feb 13, 2025 | ArticlesIn-Context Learning | —Unverified | 0 |
| What exactly has TabPFN learned to do? | Feb 13, 2025 | In-Context Learningtabular-classification | CodeCode Available | 0 |
| Task Generalization With AutoRegressive Compositional Structure: Can Learning From Tasks Generalize to ^T Tasks? | Feb 13, 2025 | ARCIn-Context Learning | —Unverified | 0 |
| Vision-Language In-Context Learning Driven Few-Shot Visual Inspection Model | Feb 13, 2025 | In-Context LearningLanguage Modeling | CodeCode Available | 0 |
| The Stochastic Parrot on LLM's Shoulder: A Summative Assessment of Physical Concept Understanding | Feb 13, 2025 | In-Context LearningMemorization | CodeCode Available | 0 |
| AuPair: Golden Example Pairs for Code Repair | Feb 12, 2025 | Code RepairIn-Context Learning | —Unverified | 0 |
| Explanation based In-Context Demonstrations Retrieval for Multilingual Grammatical Error Correction | Feb 12, 2025 | Grammatical Error CorrectionIn-Context Learning | CodeCode Available | 0 |
| In-Context Learning of Linear Dynamical Systems with Transformers: Error Bounds and Depth-Separation | Feb 12, 2025 | In-Context Learning | —Unverified | 0 |
| The Geometry of Prompting: Unveiling Distinct Mechanisms of Task Adaptation in Language Models | Feb 11, 2025 | DecoderIn-Context Learning | —Unverified | 0 |
| Elevating Legal LLM Responses: Harnessing Trainable Logical Structures and Semantic Knowledge with Legal Reasoning | Feb 11, 2025 | HallucinationIn-Context Learning | CodeCode Available | 0 |