| Mastering Robot Manipulation with Multimodal Prompts through Pretraining and Multi-task Fine-tuning | Oct 14, 2023 | In-Context LearningInstruction Following | —Unverified | 0 |
| Human-in-the-loop Machine Translation with Large Language Model | Oct 13, 2023 | In-Context LearningLanguage Modeling | CodeCode Available | 0 |
| Towards Informative Few-Shot Prompt with Maximum Information Gain for In-Context Learning | Oct 13, 2023 | In-Context Learning | —Unverified | 0 |
| SALM: Speech-augmented Language Model with In-context Learning for Speech Recognition and Translation | Oct 13, 2023 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| In-Context Learning for Few-Shot Molecular Property Prediction | Oct 13, 2023 | Few-Shot LearningIn-Context Learning | —Unverified | 0 |
| How Many Pretraining Tasks Are Needed for In-Context Learning of Linear Regression? | Oct 12, 2023 | In-Context Learningregression | —Unverified | 0 |
| Not All Demonstration Examples are Equally Beneficial: Reweighting Demonstration Examples for In-Context Learning | Oct 12, 2023 | AllIn-Context Learning | CodeCode Available | 1 |
| EIPE-text: Evaluation-Guided Iterative Plan Extraction for Long-Form Narrative Text Generation | Oct 12, 2023 | FormIn-Context Learning | —Unverified | 0 |
| Prompting Large Language Models with Chain-of-Thought for Few-Shot Knowledge Base Question Generation | Oct 12, 2023 | In-Context LearningQuestion Generation | —Unverified | 0 |
| Promptor: A Conversational and Autonomous Prompt Generation Agent for Intelligent Text Entry Techniques | Oct 12, 2023 | In-Context LearningLanguage Modelling | —Unverified | 0 |
| Ziya-Visual: Bilingual Large Vision-Language Model via Multi-Task Instruction Tuning | Oct 12, 2023 | Image CaptioningImage-text Retrieval | —Unverified | 0 |
| Is attention required for ICL? Exploring the Relationship Between Model Architecture and In-Context Learning Ability | Oct 12, 2023 | Causal Language ModelingIn-Context Learning | CodeCode Available | 0 |
| Do pretrained Transformers Learn In-Context by Gradient Descent? | Oct 12, 2023 | In-Context Learning | —Unverified | 0 |
| CrIBo: Self-Supervised Learning via Cross-Image Object-Level Bootstrapping | Oct 11, 2023 | In-Context LearningObject | CodeCode Available | 1 |
| OpsEval: A Comprehensive IT Operations Benchmark Suite for Large Language Models | Oct 11, 2023 | HallucinationIn-Context Learning | CodeCode Available | 1 |
| From Supervised to Generative: A Novel Paradigm for Tabular Deep Learning with Large Language Models | Oct 11, 2023 | In-Context LearningInstruction Following | CodeCode Available | 0 |
| SEER : A Knapsack approach to Exemplar Selection for In-Context HybridQA | Oct 10, 2023 | DiversityIn-Context Learning | CodeCode Available | 0 |
| Jailbreak and Guard Aligned Language Models with Only Few In-Context Demonstrations | Oct 10, 2023 | In-Context LearningLanguage Modelling | —Unverified | 0 |
| The Limits of ChatGPT in Extracting Aspect-Category-Opinion-Sentiment Quadruples: A Comparative Analysis | Oct 10, 2023 | Aspect-Based Sentiment AnalysisIn-Context Learning | —Unverified | 0 |
| Making Large Language Models Perform Better in Knowledge Graph Completion | Oct 10, 2023 | In-Context LearningKnowledge Graph Completion | CodeCode Available | 2 |
| Humans and language models diverge when predicting repeating text | Oct 10, 2023 | In-Context Learning | CodeCode Available | 0 |
| Selective Demonstrations for Cross-domain Text-to-SQL | Oct 10, 2023 | In-Context LearningText to SQL | CodeCode Available | 0 |
| LLMLingua: Compressing Prompts for Accelerated Inference of Large Language Models | Oct 9, 2023 | GSM8KIn-Context Learning | CodeCode Available | 5 |
| Glitter or Gold? Deriving Structured Insights from Sustainability Reports via Large Language Models | Oct 9, 2023 | In-Context LearningRAG | CodeCode Available | 1 |
| SALMON: Self-Alignment with Instructable Reward Models | Oct 9, 2023 | In-Context LearningLanguage Modelling | CodeCode Available | 1 |
| In-Context Explainers: Harnessing LLMs for Explaining Black Box Models | Oct 9, 2023 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| Lightweight In-Context Tuning for Multimodal Unified Models | Oct 8, 2023 | Image CaptioningIn-Context Learning | —Unverified | 0 |
| In-Context Convergence of Transformers | Oct 8, 2023 | In-Context Learning | —Unverified | 0 |
| Harnessing the Power of Large Language Models for Empathetic Response Generation: Empirical Investigations and Improvements | Oct 8, 2023 | Empathetic Response GenerationIn-Context Learning | CodeCode Available | 0 |
| Explainable Claim Verification via Knowledge-Grounded Reasoning with Large Language Models | Oct 8, 2023 | Claim VerificationDecision Making | CodeCode Available | 1 |
| Guideline Learning for In-context Information Extraction | Oct 8, 2023 | Active LearningEvent Extraction | —Unverified | 0 |
| Improving the Reliability of Large Language Models by Leveraging Uncertainty-Aware In-Context Learning | Oct 7, 2023 | HallucinationIn-Context Learning | —Unverified | 0 |
| Uncovering Model Processing Strategies with Non-Negative Per-Example Fisher Factorization | Oct 7, 2023 | Dictionary LearningIn-Context Learning | —Unverified | 0 |
| The Cost of Down-Scaling Language Models: Fact Recall Deteriorates before In-Context Learning | Oct 7, 2023 | In-Context Learning | —Unverified | 0 |
| Ada-Instruct: Adapting Instruction Generators for Complex Reasoning | Oct 6, 2023 | Code CompletionIn-Context Learning | CodeCode Available | 1 |
| Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models | Oct 6, 2023 | Code GenerationDecision Making | CodeCode Available | 2 |
| An In-Context Learning Agent for Formal Theorem-Proving | Oct 6, 2023 | Automated Theorem ProvingIn-Context Learning | CodeCode Available | 1 |
| Fine-tune Language Models to Approximate Unbiased In-context Learning | Oct 5, 2023 | In-Context Learning | —Unverified | 0 |
| Procedural Text Mining with Large Language Models | Oct 5, 2023 | Few-Shot LearningIn-Context Learning | CodeCode Available | 0 |
| Understanding In-Context Learning in Transformers and LLMs by Learning to Learn Discrete Functions | Oct 4, 2023 | In-Context Learning | —Unverified | 0 |
| DQ-LoRe: Dual Queries with Low Rank Approximation Re-ranking for In-Context Learning | Oct 4, 2023 | Dimensionality ReductionIn-Context Learning | CodeCode Available | 1 |
| Improving Automatic VQA Evaluation Using Large Language Models | Oct 4, 2023 | In-Context LearningQuestion Answering | —Unverified | 0 |
| How FaR Are Large Language Models From Agents with Theory-of-Mind? | Oct 4, 2023 | In-Context LearningQuestion Answering | CodeCode Available | 0 |
| Fool Your (Vision and) Language Model With Embarrassingly Simple Permutations | Oct 2, 2023 | In-Context LearningInstruction Following | CodeCode Available | 1 |
| GraphText: Graph Reasoning in Text Space | Oct 2, 2023 | In-Context LearningText Generation | CodeCode Available | 0 |
| Synthetic Data Generation in Low-Resource Settings via Fine-Tuning of Large Language Models | Oct 2, 2023 | Data AugmentationIn-Context Learning | —Unverified | 0 |
| Beyond Task Performance: Evaluating and Reducing the Flaws of Large Multimodal Models with In-Context Learning | Oct 1, 2023 | In-Context LearningInstruction Following | CodeCode Available | 1 |
| Towards LLM-based Fact Verification on News Claims with a Hierarchical Step-by-Step Prompting Method | Sep 30, 2023 | Claim VerificationFact Verification | CodeCode Available | 1 |
| Understanding In-Context Learning from Repetitions | Sep 30, 2023 | In-Context LearningText Generation | CodeCode Available | 0 |
| Decoding In-Context Learning: Neuroscience-inspired Analysis of Representations in Large Language Models | Sep 30, 2023 | In-Context LearningReading Comprehension | —Unverified | 0 |
