| Text as Images: Can Multimodal Large Language Models Follow Printed Instructions in Pixels? | Nov 29, 2023 | In-Context LearningInstruction Following | CodeCode Available | 1 |
| Eliciting In-Context Learning in Vision-Language Models for Videos Through Curated Data Distributional Properties | Nov 28, 2023 | In-Context LearningVideo Understanding | CodeCode Available | 1 |
| DP-OPT: Make Large Language Model Your Privacy-Preserving Prompt Engineer | Nov 27, 2023 | In-Context LearningLanguage Modeling | CodeCode Available | 1 |
| Knowledge Unlearning for LLMs: Tasks, Methods, and Challenges | Nov 27, 2023 | In-Context LearningMachine Unlearning | —Unverified | 0 |
| FreeAL: Towards Human-Free Active Learning in the Era of Large Language Models | Nov 27, 2023 | Active LearningIn-Context Learning | CodeCode Available | 1 |
| WorldSense: A Synthetic Benchmark for Grounded Reasoning in Large Language Models | Nov 27, 2023 | In-Context Learning | CodeCode Available | 1 |
| AlignedCoT: Prompting Large Language Models via Native-Speaking Demonstrations | Nov 22, 2023 | Common Sense ReasoningGSM8K | CodeCode Available | 0 |
| Multi-modal In-Context Learning Makes an Ego-evolving Scene Text Recognizer | Nov 22, 2023 | DiversityIn-Context Learning | CodeCode Available | 1 |
| In-Context Learning Functions with Varying Number of Minima | Nov 21, 2023 | In-Context Learning | CodeCode Available | 0 |
| Adapt in Contexts: Retrieval-Augmented Domain Adaptation via In-Context Learning | Nov 20, 2023 | Domain AdaptationIn-Context Learning | —Unverified | 0 |
| On the Potential and Limitations of Few-Shot In-Context Learning to Generate Metamorphic Specifications for Tax Preparation Software | Nov 20, 2023 | In-Context Learning | —Unverified | 0 |
| Few-Shot Classification & Segmentation Using Large Language Models Agent | Nov 19, 2023 | ClassificationFew-Shot Image Classification | —Unverified | 0 |
| TPTU-v2: Boosting Task Planning and Tool Usage of Large Language Model-based Agents in Real-world Systems | Nov 19, 2023 | In-Context LearningLanguage Modeling | —Unverified | 0 |
| Exploring the Relationship between In-Context Learning and Instruction Tuning | Nov 17, 2023 | In-Context Learning | —Unverified | 0 |
| Measuring and Improving Attentiveness to Partial Inputs with Counterfactuals | Nov 16, 2023 | counterfactualIn-Context Learning | —Unverified | 0 |
| More Samples or More Prompts? Exploring Effective In-Context Sampling for LLM Few-Shot Prompt Engineering | Nov 16, 2023 | In-Context LearningPrompt Engineering | —Unverified | 0 |
| SUQL: Conversational Search over Structured and Unstructured Data with Large Language Models | Nov 16, 2023 | Conversational SearchIn-Context Learning | CodeCode Available | 2 |
| Evaluating In-Context Learning of Libraries for Code Generation | Nov 16, 2023 | Code GenerationIn-Context Learning | CodeCode Available | 0 |
| What if you said that differently?: How Explanation Formats Affect Human Feedback Efficacy and User Perception | Nov 16, 2023 | In-Context LearningQuestion Answering | CodeCode Available | 0 |
| GistScore: Learning Better Representations for In-Context Example Selection with Gist Bottlenecks | Nov 16, 2023 | In-Context Learning | CodeCode Available | 0 |
| Leveraging Code to Improve In-context Learning for Semantic Parsing | Nov 16, 2023 | In-Context LearningSemantic Parsing | CodeCode Available | 0 |
| Multi-Step Dialogue Workflow Action Prediction | Nov 16, 2023 | In-Context LearningLanguage Modeling | —Unverified | 0 |
| ICXML: An In-Context Learning Framework for Zero-Shot Extreme Multi-Label Classification | Nov 16, 2023 | Extreme Multi-Label ClassificationIn-Context Learning | CodeCode Available | 0 |
| Hijacking Large Language Models via Adversarial In-Context Learning | Nov 16, 2023 | In-Context LearningSpecificity | CodeCode Available | 0 |
| Take One Step at a Time to Know Incremental Utility of Demonstration: An Analysis on Reranking for Few-Shot In-Context Learning | Nov 16, 2023 | In-Context LearningMulti-class Classification | —Unverified | 0 |
| Crafting In-context Examples according to LMs' Parametric Knowledge | Nov 16, 2023 | HallucinationIn-Context Learning | CodeCode Available | 0 |
| Enhancing Machine Translation through Advanced In-Context Learning: A Methodological Strategy for GPT-4 Improvement | Nov 15, 2023 | In-Context LearningMachine Translation | —Unverified | 0 |
| Auto-ICL: In-Context Learning without Human Supervision | Nov 15, 2023 | In-Context Learning | CodeCode Available | 0 |
| When does In-context Learning Fall Short and Why? A Study on Specification-Heavy Tasks | Nov 15, 2023 | In-Context Learning | —Unverified | 0 |
| Assessing Translation capabilities of Large Language Models involving English and Indian Languages | Nov 15, 2023 | In-Context LearningLanguage Modelling | —Unverified | 0 |
| Self-Improving for Zero-Shot Named Entity Recognition with Large Language Models | Nov 15, 2023 | In-Context Learningnamed-entity-recognition | CodeCode Available | 1 |
| XplainLLM: A Knowledge-Augmented Dataset for Reliable Grounded Explanations in LLMs | Nov 15, 2023 | Decision MakingDecoder | CodeCode Available | 1 |
| Few-shot Transfer Learning for Knowledge Base Question Answering: Fusing Supervised Models with In-Context Learning | Nov 15, 2023 | In-Context LearningKnowledge Base Question Answering | CodeCode Available | 0 |
| On the Calibration of Multilingual Question Answering LLMs | Nov 15, 2023 | Cross-Lingual TransferData Augmentation | —Unverified | 0 |
| Explore Spurious Correlations at the Concept Level in Language Models for Text Classification | Nov 15, 2023 | counterfactualIn-Context Learning | CodeCode Available | 0 |
| Selecting Shots for Demographic Fairness in Few-Shot Learning with Large Language Models | Nov 14, 2023 | FairnessFew-Shot Learning | —Unverified | 0 |
| On-the-Fly Fusion of Large Language Models and Machine Translation | Nov 14, 2023 | In-Context LearningMachine Translation | —Unverified | 0 |
| Improving In-context Learning of Multilingual Generative Language Models with Cross-lingual Alignment | Nov 14, 2023 | Contrastive LearningIn-Context Learning | CodeCode Available | 0 |
| Language Models are Better Bug Detector Through Code-Pair Classification | Nov 14, 2023 | Code GenerationIn-Context Learning | CodeCode Available | 0 |
| Are Large Language Models Temporally Grounded? | Nov 14, 2023 | Common Sense ReasoningIn-Context Learning | CodeCode Available | 1 |
| Bring Your Own KG: Self-Supervised Program Synthesis for Zero-Shot KGQA | Nov 14, 2023 | In-Context LearningProgram Synthesis | CodeCode Available | 1 |
| How good are Large Language Models on African Languages? | Nov 14, 2023 | In-Context LearningLanguage Modelling | —Unverified | 0 |
| The Transient Nature of Emergent In-Context Learning in Transformers | Nov 14, 2023 | Bayesian InferenceIn-Context Learning | CodeCode Available | 1 |
| Anti-LM Decoding for Zero-shot In-context Machine Translation | Nov 14, 2023 | In-Context LearningLanguage Modeling | CodeCode Available | 0 |
| In-context Learning Generalizes, But Not Always Robustly: The Case of Syntax | Nov 13, 2023 | In-Context LearningOut-of-Distribution Generalization | CodeCode Available | 0 |
| In-context Learning and Gradient Descent Revisited | Nov 13, 2023 | Few-Shot LearningIn-Context Learning | CodeCode Available | 0 |
| Using Natural Language Explanations to Improve Robustness of In-context Learning | Nov 13, 2023 | In-Context LearningNatural Language Inference | CodeCode Available | 0 |
| How are Prompts Different in Terms of Sensitivity? | Nov 13, 2023 | In-Context LearningPrompt Engineering | CodeCode Available | 0 |
| Speech-based Slot Filling using Large Language Models | Nov 13, 2023 | In-Context Learningslot-filling | —Unverified | 0 |
| Think Before You Speak: Cultivating Communication Skills of Large Language Models via Inner Monologue | Nov 13, 2023 | Dialogue GenerationIn-Context Learning | CodeCode Available | 0 |