in-context learning

1369 papers

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Also known as

ICL IC ICCG ICRL

Co-occurring keywords

large language model (12755) few-shot learning (3390) prompt engineering (1128) zero-shot learning (3637) language model (4573) retrieval-augmented generation (1459) text classification (6776) machine translation (2472) multimodal learning (4622) question answering (2904)

Papers

Exploring the Role of Reasoning Structures for Constructing Proofs in Multi-Step Natural Language Reasoning with Large Language Models EMNLP 2024

ECCO: Can We Improve Model-Generated Code Efficiency Without Sacrificing Functional Correctness? EMNLP 2024

Generating Demonstrations for In-Context Compositional Generalization in Grounded Language Learning EMNLP 2024

In-Context Compositional Generalization for Large Vision-Language Models EMNLP 2024

Tree of Problems: Improving structured problem solving with compositionality EMNLP 2024

Is C4 Dataset Optimal for Pruning? An Investigation of Calibration Data for LLM Pruning EMNLP 2024

Which Programming Language and What Features at Pre-training Stage Affect Downstream Logical Inference Performance? EMNLP 2024

DocCGen: Document-based Controlled Code Generation EMNLP 2024

Defending Jailbreak Prompts via In-Context Adversarial Game EMNLP 2024

Multi-expert Prompting Improves Reliability, Safety and Usefulness of Large Language Models EMNLP 2024

Will LLMs Replace the Encoder-Only Models in Temporal Relation Classification? EMNLP 2024

Bayesian Example Selection Improves In-Context Learning for Speech, Text and Visual Modalities EMNLP 2024

CoverICL: Selective Annotation for In-Context Learning via Active Graph Coverage EMNLP 2024

MIBench: Evaluating Multimodal Large Language Models over Multiple Images EMNLP 2024

TPTU-v2: Boosting Task Planning and Tool Usage of Large Language Model-based Agents in Real-world Industry Systems EMNLP 2024

Sample Design Engineering: An Empirical Study on Designing Better Fine-Tuning Samples for Information Extraction with LLMs EMNLP 2024

Athena: Safe Autonomous Agents with Verbal Contrastive Learning EMNLP 2024

Intent Detection in the Age of LLMs EMNLP 2024

SpeciaLex: A Benchmark for In-Context Specialized Lexicon Learning EMNLP 2024

Improving Demonstration Diversity by Human-Free Fusing for Text-to-SQL EMNLP 2024

Let’s Ask GNN: Empowering Large Language Model for Graph In-Context Learning EMNLP 2024

AlignedCoT: Prompting Large Language Models via Native-Speaking Demonstrations EMNLP 2024

Scaling Sentence Embeddings with Large Language Models EMNLP 2024

Exploring the Relationship between In-Context Learning and Instruction Tuning EMNLP 2024

In-Context Learning May Not Elicit Trustworthy Reasoning: A-Not-B Errors in Pretrained Language Models EMNLP 2024