| Hallucination, Monofacts, and Miscalibration: An Empirical Investigation | Feb 11, 2025 | DecoderHallucination | CodeCode Available | 0 |
| EquiTabPFN: A Target-Permutation Equivariant Prior Fitted Networks | Feb 10, 2025 | In-Context Learning | —Unverified | 0 |
| DebateBench: A Challenging Long Context Reasoning Benchmark For Large Language Models | Feb 10, 2025 | In-Context Learning | —Unverified | 0 |
| MATH-Perturb: Benchmarking LLMs' Math Reasoning Abilities against Hard Perturbations | Feb 10, 2025 | BenchmarkingIn-Context Learning | —Unverified | 0 |
| Investigating the Zone of Proximal Development of Language Models for In-Context Learning | Feb 10, 2025 | In-Context Learning | CodeCode Available | 0 |
| Few-shot_LLM_Synthetic_Data_with_Distribution_Matching | Feb 9, 2025 | AttributeEfficient Exploration | CodeCode Available | 0 |
| Emergence of Episodic Memory in Transformers: Characterizing Changes in Temporal Structure of Attention Scores During Training | Feb 9, 2025 | In-Context Learning | —Unverified | 0 |
| TabICL: A Tabular Foundation Model for In-Context Learning on Large Data | Feb 8, 2025 | In-Context Learning | —Unverified | 0 |
| OntoTune: Ontology-Driven Self-training for Aligning Large Language Models | Feb 8, 2025 | Hypernym DiscoveryIn-Context Learning | CodeCode Available | 1 |
| Extracting and Understanding the Superficial Knowledge in Alignment | Feb 7, 2025 | In-Context Learning | CodeCode Available | 0 |
| LLM-Supported Natural Language to Bash Translation | Feb 7, 2025 | In-Context LearningTranslation | CodeCode Available | 1 |
| Efficient Knowledge Feeding to Language Models: A Novel Integrated Encoder-Decoder Architecture | Feb 7, 2025 | DecoderIn-Context Learning | —Unverified | 0 |
| Technical Debt in In-Context Learning: Diminishing Efficiency in Long Context | Feb 7, 2025 | In-Context Learning | —Unverified | 0 |
| In-context denoising with one-layer transformers: connections between attention and associative memory retrieval | Feb 7, 2025 | DenoisingIn-Context Learning | —Unverified | 0 |
| Exploring Imbalanced Annotations for Effective In-Context Learning | Feb 6, 2025 | In-Context Learning | —Unverified | 0 |
| BOLT: Bootstrap Long Chain-of-Thought in Language Models without Distillation | Feb 6, 2025 | In-Context LearningKnowledge Distillation | —Unverified | 0 |
| Short-length Adversarial Training Helps LLMs Defend Long-length Jailbreak Attacks: Theoretical and Empirical Evidence | Feb 6, 2025 | In-Context Learning | CodeCode Available | 0 |
| Analyzing limits for in-context learning | Feb 5, 2025 | In-Context Learning | —Unverified | 0 |
| Scalable In-Context Learning on Tabular Data via Retrieval-Augmented Large Language Models | Feb 5, 2025 | In-Context LearningRetrieval | —Unverified | 0 |
| OmniRL: In-Context Reinforcement Learning by Large-Scale Meta-Training in Randomized Worlds | Feb 5, 2025 | Few-Shot LearningImitation Learning | —Unverified | 0 |
| Enhancing Reasoning to Adapt Large Language Models for Domain-Specific Applications | Feb 5, 2025 | In-Context LearningLanguage Modeling | CodeCode Available | 1 |
| Is In-Context Universality Enough? MLPs are Also Universal In-Context | Feb 5, 2025 | In-Context LearningInductive Bias | —Unverified | 0 |
| Path Planning for Masked Diffusion Model Sampling | Feb 5, 2025 | Code GenerationIn-Context Learning | —Unverified | 0 |
| Transformers Boost the Performance of Decision Trees on Tabular Data across Sample Sizes | Feb 4, 2025 | In-Context LearningNatural Language Understanding | CodeCode Available | 1 |
| TabPFN Unleashed: A Scalable and Effective Solution to Tabular Classification Problems | Feb 4, 2025 | Computational EfficiencyIn-Context Learning | —Unverified | 0 |
