| Enhancing Machine Translation through Advanced In-Context Learning: A Methodological Strategy for GPT-4 Improvement | Nov 15, 2023 | In-Context LearningMachine Translation | —Unverified | 0 |
| Enhancing Low-Resource LLMs Classification with PEFT and Synthetic Data | Apr 3, 2024 | In-Context Learningparameter-efficient fine-tuning | —Unverified | 0 |
| Language Models for Text Classification: Is In-Context Learning Enough? | Mar 26, 2024 | ClassificationIn-Context Learning | —Unverified | 0 |
| Enhancing Large Language Model with Decomposed Reasoning for Emotion Cause Pair Extraction | Jan 31, 2024 | Emotion-Cause Pair ExtractionIn-Context Learning | —Unverified | 0 |
| Enhancing Knowledge Retrieval with In-Context Learning and Semantic Search through Generative AI | Jun 13, 2024 | In-Context LearningInformation Retrieval | —Unverified | 0 |
| Can Many-Shot In-Context Learning Help LLMs as Evaluators? A Preliminary Empirical Study | Jun 17, 2024 | In-Context LearningSelection bias | —Unverified | 0 |
| Enhancing Input-Label Mapping in In-Context Learning with Contrastive Decoding | Feb 19, 2025 | In-Context LearningNatural Language Understanding | —Unverified | 0 |
| AMR-RE: Abstract Meaning Representations for Retrieval-Based In-Context Learning in Relation Extraction | Jun 14, 2024 | In-Context LearningRelation | —Unverified | 0 |
| To Err is Machine: Vulnerability Detection Challenges LLM Reasoning | Mar 25, 2024 | Code GenerationIn-Context Learning | —Unverified | 0 |
| Language Models "Grok" to Copy | Sep 14, 2024 | In-Context LearningLanguage Modelling | —Unverified | 0 |
| Language to Rewards for Robotic Skill Synthesis | Jun 14, 2023 | In-Context LearningLogical Reasoning | —Unverified | 0 |
| Can Looped Transformers Learn to Implement Multi-step Gradient Descent for In-context Learning? | Oct 10, 2024 | Few-Shot LearningIn-Context Learning | —Unverified | 0 |
| Enhancing In-Context Learning via Implicit Demonstration Augmentation | Jun 27, 2024 | In-Context Learning | —Unverified | 0 |
| Can LLMs Serve As Time Series Anomaly Detectors? | Aug 6, 2024 | Anomaly DetectionIn-Context Learning | —Unverified | 0 |
| Aspect-Based Summarization with Self-Aspect Retrieval Enhanced Generation | Apr 17, 2025 | HallucinationIn-Context Learning | —Unverified | 0 |
| Enhancing Few-shot Text-to-SQL Capabilities of Large Language Models: A Study on Prompt Design Strategies | May 21, 2023 | DiversityIn-Context Learning | —Unverified | 0 |
| A Soft Sensor Method with Uncertainty-Awareness and Self-Explanation Based on Large Language Models Enhanced by Domain Knowledge Retrieval | Jan 6, 2025 | In-Context LearningSensor Modeling | —Unverified | 0 |
| AIM: Let Any Multi-modal Large Language Models Embrace Efficient In-Context Learning | Jun 11, 2024 | In-Context Learning | —Unverified | 0 |
| Enhancing Cross-task Transfer of Large Language Models via Activation Steering | Jul 17, 2025 | Cross-Lingual TransferIn-Context Learning | —Unverified | 0 |
| Enhancing Collaborative Semantics of Language Model-Driven Recommendations via Graph-Aware Learning | Jun 19, 2024 | In-Context LearningLanguage Modeling | —Unverified | 0 |
| Language Modelling Approaches to Adaptive Machine Translation | Jan 25, 2024 | Data AugmentationDomain Adaptation | —Unverified | 0 |
| Enhancing Advanced Visual Reasoning Ability of Large Language Models | Sep 21, 2024 | In-Context LearningVisual Reasoning | —Unverified | 0 |
| Can LLMs Help Create Grammar?: Automating Grammar Creation for Endangered Languages with In-Context Learning | Dec 14, 2024 | In-Context Learning | —Unverified | 0 |
| PALM: Predicting Actions through Language Models | Nov 29, 2023 | Action AnticipationAction Recognition | —Unverified | 0 |
| Endless Jailbreaks with Bijection Learning | Oct 2, 2024 | In-Context Learning | —Unverified | 0 |