| In-Context Learning with Iterative Demonstration Selection | Oct 15, 2023 | Few-Shot LearningIn-Context Learning | CodeCode Available | 1 |
| Not All Demonstration Examples are Equally Beneficial: Reweighting Demonstration Examples for In-Context Learning | Oct 12, 2023 | AllIn-Context Learning | CodeCode Available | 1 |
| OpsEval: A Comprehensive IT Operations Benchmark Suite for Large Language Models | Oct 11, 2023 | HallucinationIn-Context Learning | CodeCode Available | 1 |
| CrIBo: Self-Supervised Learning via Cross-Image Object-Level Bootstrapping | Oct 11, 2023 | In-Context LearningObject | CodeCode Available | 1 |
| SALMON: Self-Alignment with Instructable Reward Models | Oct 9, 2023 | In-Context LearningLanguage Modelling | CodeCode Available | 1 |
| Glitter or Gold? Deriving Structured Insights from Sustainability Reports via Large Language Models | Oct 9, 2023 | In-Context LearningRAG | 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 |
| Explainable Claim Verification via Knowledge-Grounded Reasoning with Large Language Models | Oct 8, 2023 | Claim VerificationDecision Making | CodeCode Available | 1 |
| Ada-Instruct: Adapting Instruction Generators for Complex Reasoning | Oct 6, 2023 | Code CompletionIn-Context Learning | CodeCode Available | 1 |
| An In-Context Learning Agent for Formal Theorem-Proving | Oct 6, 2023 | Automated Theorem ProvingIn-Context Learning | CodeCode Available | 1 |
| DQ-LoRe: Dual Queries with Low Rank Approximation Re-ranking for In-Context Learning | Oct 4, 2023 | Dimensionality ReductionIn-Context Learning | CodeCode Available | 1 |
| Fool Your (Vision and) Language Model With Embarrassingly Simple Permutations | Oct 2, 2023 | In-Context LearningInstruction Following | CodeCode Available | 1 |
| 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 |
| Improving Planning with Large Language Models: A Modular Agentic Architecture | Sep 30, 2023 | In-Context LearningReinforcement Learning (RL) | CodeCode Available | 1 |
| Benchmarking Cognitive Biases in Large Language Models as Evaluators | Sep 29, 2023 | BenchmarkingIn-Context Learning | CodeCode Available | 1 |
| Are Human-generated Demonstrations Necessary for In-context Learning? | Sep 26, 2023 | Arithmetic ReasoningCode Generation | CodeCode Available | 1 |
| Privacy-Preserving In-Context Learning with Differentially Private Few-Shot Generation | Sep 21, 2023 | In-Context LearningPrivacy Preserving | CodeCode Available | 1 |
| Language Modeling Is Compression | Sep 19, 2023 | In-Context LearningLanguage Modeling | CodeCode Available | 1 |
| Understanding Catastrophic Forgetting in Language Models via Implicit Inference | Sep 18, 2023 | In-Context Learning | CodeCode Available | 1 |
| Hypothesis Search: Inductive Reasoning with Language Models | Sep 11, 2023 | ARCIn-Context Learning | CodeCode Available | 1 |
| Code-Style In-Context Learning for Knowledge-Based Question Answering | Sep 9, 2023 | Code GenerationIn-Context Learning | CodeCode Available | 1 |
| Are Emergent Abilities in Large Language Models just In-Context Learning? | Sep 4, 2023 | In-Context LearningInstruction Following | CodeCode Available | 1 |
| Taken out of context: On measuring situational awareness in LLMs | Sep 1, 2023 | Data AugmentationIn-Context Learning | CodeCode Available | 1 |
| Knowledge-Driven CoT: Exploring Faithful Reasoning in LLMs for Knowledge-intensive Question Answering | Aug 25, 2023 | In-Context LearningQuestion Answering | CodeCode Available | 1 |
| From system models to class models: An in-context learning paradigm | Aug 25, 2023 | DecoderIn-Context Learning | CodeCode Available | 1 |
| Diffusion Language Models Can Perform Many Tasks with Scaling and Instruction-Finetuning | Aug 23, 2023 | In-Context LearningLanguage Modeling | CodeCode Available | 1 |
| Exploring Parameter-Efficient Fine-Tuning Techniques for Code Generation with Large Language Models | Aug 21, 2023 | Code GenerationIn-Context Learning | CodeCode Available | 1 |
| Time Travel in LLMs: Tracing Data Contamination in Large Language Models | Aug 16, 2023 | In-Context LearningWNLI | CodeCode Available | 1 |
| Link-Context Learning for Multimodal LLMs | Aug 15, 2023 | Few-Shot LearningIn-Context Learning | CodeCode Available | 1 |
| CausalLM is not optimal for in-context learning | Aug 14, 2023 | In-Context LearningLanguage Modeling | CodeCode Available | 1 |
| LLMeBench: A Flexible Framework for Accelerating LLMs Benchmarking | Aug 9, 2023 | BenchmarkingFew-Shot Learning | CodeCode Available | 1 |
| JEN-1: Text-Guided Universal Music Generation with Omnidirectional Diffusion Models | Aug 9, 2023 | Computational EfficiencyIn-Context Learning | CodeCode Available | 1 |
| LayoutLLM-T2I: Eliciting Layout Guidance from LLM for Text-to-Image Generation | Aug 9, 2023 | Image GenerationIn-Context Learning | CodeCode Available | 1 |
| In-Context Alignment: Chat with Vanilla Language Models Before Fine-Tuning | Aug 8, 2023 | In-Context LearningLanguage Modeling | CodeCode Available | 1 |
| Baby's CoThought: Leveraging Large Language Models for Enhanced Reasoning in Compact Models | Aug 3, 2023 | In-Context LearningNatural Language Understanding | CodeCode Available | 1 |
| Scaling Sentence Embeddings with Large Language Models | Jul 31, 2023 | Contrastive LearningIn-Context Learning | CodeCode Available | 1 |
| OUTFOX: LLM-Generated Essay Detection Through In-Context Learning with Adversarially Generated Examples | Jul 21, 2023 | Adversarial AttackAdversarial Attack Detection | CodeCode Available | 1 |
| Do Emergent Abilities Exist in Quantized Large Language Models: An Empirical Study | Jul 16, 2023 | In-Context LearningInstruction Following | CodeCode Available | 1 |
| Leveraging Large Language Models to Generate Answer Set Programs | Jul 15, 2023 | Formal LogicIn-Context Learning | CodeCode Available | 1 |
| Controllable Data Augmentation for Few-Shot Text Mining with Chain-of-Thought Attribute Manipulation | Jul 14, 2023 | Aspect-Based Sentiment AnalysisAttribute | CodeCode Available | 1 |
| Learning to Retrieve In-Context Examples for Large Language Models | Jul 14, 2023 | In-Context LearningKnowledge Distillation | CodeCode Available | 1 |
| Trainable Transformer in Transformer | Jul 3, 2023 | AttributeIn-Context Learning | CodeCode Available | 1 |
| Could Small Language Models Serve as Recommenders? Towards Data-centric Cold-start Recommendations | Jun 29, 2023 | In-Context LearningLanguage Modeling | CodeCode Available | 1 |
| Kosmos-2: Grounding Multimodal Large Language Models to the World | Jun 26, 2023 | Image CaptioningIn-Context Learning | CodeCode Available | 1 |
| Pretraining task diversity and the emergence of non-Bayesian in-context learning for regression | Jun 26, 2023 | DiversityIn-Context Learning | CodeCode Available | 1 |
| Generative Multimodal Entity Linking | Jun 22, 2023 | Entity LinkingIn-Context Learning | CodeCode Available | 1 |
| Explore In-Context Learning for 3D Point Cloud Understanding | Jun 14, 2023 | In-Context Learning | CodeCode Available | 1 |
| Synapse: Trajectory-as-Exemplar Prompting with Memory for Computer Control | Jun 13, 2023 | Decision MakingIn-Context Learning | CodeCode Available | 1 |
| Empowering Molecule Discovery for Molecule-Caption Translation with Large Language Models: A ChatGPT Perspective | Jun 11, 2023 | In-Context LearningMolecule Captioning | CodeCode Available | 1 |
