| Towards Graph Foundation Models: Learning Generalities Across Graphs via Task-Trees | Dec 21, 2024 | Graph Neural NetworkIn-Context Learning | CodeCode Available | 0 |
| Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification | Dec 20, 2024 | In-Context Learningintent-classification | —Unverified | 0 |
| Can Input Attributions Interpret the Inductive Reasoning Process Elicited in In-Context Learning? | Dec 20, 2024 | DiagnosticIn-Context Learning | —Unverified | 0 |
| In-context Continual Learning Assisted by an External Continual Learner | Dec 20, 2024 | Continual LearningIn-Context Learning | CodeCode Available | 0 |
| DS^2-ABSA: Dual-Stream Data Synthesis with Label Refinement for Few-Shot Aspect-Based Sentiment Analysis | Dec 19, 2024 | Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA) | CodeCode Available | 1 |
| Conceptual In-Context Learning and Chain of Concepts: Solving Complex Conceptual Problems Using Large Language Models | Dec 19, 2024 | In-Context LearningMath | —Unverified | 0 |
| LongBench v2: Towards Deeper Understanding and Reasoning on Realistic Long-context Multitasks | Dec 19, 2024 | 8kIn-Context Learning | CodeCode Available | 5 |
| Relational Programming with Foundation Models | Dec 19, 2024 | In-Context LearningInformation Retrieval | —Unverified | 0 |
| Associative memory inspires improvements for in-context learning using a novel attention residual stream architecture | Dec 19, 2024 | In-Context Learning | CodeCode Available | 0 |
| LIFT: Improving Long Context Understanding Through Long Input Fine-Tuning | Dec 18, 2024 | In-Context LearningLong-Context Understanding | —Unverified | 0 |