In-Context Learning

Multi-modal In-Context Learning Makes an Ego-evolving Scene Text Recognizer CVPR 2024 Multimodal Task Vectors Enable Many-Shot Multimodal In-Context Learning NeurIPS 2024 MVBench: A Comprehensive Multi-modal Video Understanding Benchmark CVPR 2024 Narrative-of-Thought: Improving Temporal Reasoning of Large Language Models via Recounted Narratives EMNLP 2024 On Mesa-Optimization in Autoregressively Trained Transformers: Emergence and Capability NeurIPS 2024 On the In-context Generation of Language Models EMNLP 2024 Ontology-guided Knowledge Graph Construction from Maintenance Short Texts ACL 2024 PACIT: Unlocking the Power of Examples for Better In-Context Instruction Tuning ACL 2024 Pin-Tuning: Parameter-Efficient In-Context Tuning for Few-Shot Molecular Property Prediction NeurIPS 2024 Pretrained Transformer Efficiently Learns Low-Dimensional Target Functions In-Context NeurIPS 2024 Provably Transformers Harness Multi-Concept Word Semantics for Efficient In-Context Learning NeurIPS 2024 Python is Not Always the Best Choice: Embracing Multilingual Program of Thoughts EMNLP 2024 Reference Trustable Decoding: A Training-Free Augmentation Paradigm for Large Language Models NeurIPS 2024 Rethinking the Evaluation of In-Context Learning for LLMs EMNLP 2024 Retrieval-Augmented Code Generation for Situated Action Generation: A Case Study on Minecraft EMNLP 2024 Retrieved In-Context Principles from Previous Mistakes EMNLP 2024 Revisiting Demonstration Selection Strategies in In-Context Learning ACL 2024 RSA-Control: A Pragmatics-Grounded Lightweight Controllable Text Generation Framework EMNLP 2024 Rule Extrapolation in Language Modeling: A Study of Compositional Generalization on OOD Prompts NeurIPS 2024 Scaling Sentence Embeddings with Large Language Models EMNLP 2024 SCOI: Syntax-augmented Coverage-based In-context Example Selection for Machine Translation EMNLP 2024 Se2: Sequential Example Selection for In-Context Learning ACL 2024 SecCoder: Towards Generalizable and Robust Secure Code Generation EMNLP 2024 Self-AMPLIFY: Improving Small Language Models with Self Post Hoc Explanations EMNLP 2024 Self-Augmented In-Context Learning for Unsupervised Word Translation ACL 2024