| Calibrate to Discriminate: Improve In-Context Learning with Label-Free Comparative Inference | Oct 3, 2024 | In-Context Learning | —Unverified | 0 |
| Simplicity bias and optimization threshold in two-layer ReLU networks | Oct 3, 2024 | In-Context Learning | —Unverified | 0 |
| Large Language Models as Markov Chains | Oct 3, 2024 | Generalization BoundsIn-Context Learning | —Unverified | 0 |
| IoT-LLM: Enhancing Real-World IoT Task Reasoning with Large Language Models | Oct 3, 2024 | BenchmarkingIn-Context Learning | —Unverified | 0 |
| Long-range gene expression prediction with token alignment of large language model | Oct 2, 2024 | In-Context LearningLanguage Modeling | —Unverified | 0 |
| Disentangling Latent Shifts of In-Context Learning Through Self-Training | Oct 2, 2024 | In-Context Learning | —Unverified | 0 |
| Intent Detection in the Age of LLMs | Oct 2, 2024 | Data AugmentationIn-Context Learning | —Unverified | 0 |
| In-Context Transfer Learning: Demonstration Synthesis by Transferring Similar Tasks | Oct 2, 2024 | In-Context LearningTransfer Learning | CodeCode Available | 0 |
| Unleashing the Power of Large Language Models in Zero-shot Relation Extraction via Self-Prompting | Oct 2, 2024 | DiversityIn-Context Learning | —Unverified | 0 |
| Endless Jailbreaks with Bijection Learning | Oct 2, 2024 | In-Context Learning | —Unverified | 0 |
| Bayes' Power for Explaining In-Context Learning Generalizations | Oct 2, 2024 | In-Context Learning | CodeCode Available | 0 |
| Sparse Autoencoders Reveal Temporal Difference Learning in Large Language Models | Oct 2, 2024 | In-Context LearningReinforcement Learning (RL) | —Unverified | 0 |
| Mitigating Copy Bias in In-Context Learning through Neuron Pruning | Oct 2, 2024 | In-Context LearningState Space Models | —Unverified | 0 |
| ENTP: Encoder-only Next Token Prediction | Oct 2, 2024 | DecoderIn-Context Learning | —Unverified | 0 |
| Agent-Driven Large Language Models for Mandarin Lyric Generation | Oct 2, 2024 | In-Context LearningLanguage Modeling | —Unverified | 0 |
| Unveiling Language Skills via Path-Level Circuit Discovery | Oct 2, 2024 | DisentanglementIn-Context Learning | CodeCode Available | 0 |
| Exploring the Learning Capabilities of Language Models using LEVERWORLDS | Oct 1, 2024 | In-Context Learning | —Unverified | 0 |
| Embedding-based statistical inference on generative models | Oct 1, 2024 | In-Context Learningparameter-efficient fine-tuning | —Unverified | 0 |
| From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems | Oct 1, 2024 | Computational EfficiencyData Augmentation | —Unverified | 0 |
| Unsupervised Human Preference Learning | Sep 30, 2024 | In-Context LearningLanguage Modeling | —Unverified | 0 |
| Are Large Language Models In-Context Personalized Summarizers? Get an iCOPERNICUS Test Done! | Sep 30, 2024 | In-Context Learning | —Unverified | 0 |
| Text Clustering as Classification with LLMs | Sep 30, 2024 | ClassificationClustering | CodeCode Available | 1 |
| TaskComplexity: A Dataset for Task Complexity Classification with In-Context Learning, FLAN-T5 and GPT-4o Benchmarks | Sep 30, 2024 | In-Context Learning | CodeCode Available | 0 |
| Reference Trustable Decoding: A Training-Free Augmentation Paradigm for Large Language Models | Sep 30, 2024 | Few-Shot LearningIn-Context Learning | CodeCode Available | 0 |
| PersonalLLM: Tailoring LLMs to Individual Preferences | Sep 30, 2024 | In-Context LearningMeta-Learning | CodeCode Available | 1 |
| Evaluating and explaining training strategies for zero-shot cross-lingual news sentiment analysis | Sep 30, 2024 | Cross-Lingual TransferIn-Context Learning | —Unverified | 0 |
| Efficient Long-Form Speech Recognition for General Speech In-Context Learning | Sep 29, 2024 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| T2Vs Meet VLMs: A Scalable Multimodal Dataset for Visual Harmfulness Recognition | Sep 29, 2024 | In-Context LearningQuestion Answering | CodeCode Available | 1 |
| AER-LLM: Ambiguity-aware Emotion Recognition Leveraging Large Language Models | Sep 26, 2024 | Emotional IntelligenceEmotion Recognition | —Unverified | 0 |
| Pioneering Reliable Assessment in Text-to-Image Knowledge Editing: Leveraging a Fine-Grained Dataset and an Innovative Criterion | Sep 26, 2024 | Image GenerationIn-Context Learning | CodeCode Available | 0 |
| Enhancing Post-Hoc Attributions in Long Document Comprehension via Coarse Grained Answer Decomposition | Sep 25, 2024 | In-Context LearningQuestion Answering | —Unverified | 0 |
| A Few Hypocrites: Few-Shot Learning and Subtype Definitions for Detecting Hypocrisy Accusations in Online Climate Change Debates | Sep 25, 2024 | Few-Shot LearningIn-Context Learning | —Unverified | 0 |
| Can Vision Language Models Learn from Visual Demonstrations of Ambiguous Spatial Reasoning? | Sep 25, 2024 | In-Context LearningNovel Concepts | CodeCode Available | 0 |
| Do the Right Thing, Just Debias! Multi-Category Bias Mitigation Using LLMs | Sep 24, 2024 | In-Context LearningSentence | —Unverified | 0 |
| Making Text Embedders Few-Shot Learners | Sep 24, 2024 | DecoderIn-Context Learning | —Unverified | 0 |
| Zero-shot forecasting of chaotic systems | Sep 24, 2024 | AttributeIn-Context Learning | CodeCode Available | 4 |
| In-Context Ensemble Learning from Pseudo Labels Improves Video-Language Models for Low-Level Workflow Understanding | Sep 24, 2024 | Ensemble LearningIn-Context Learning | CodeCode Available | 1 |
| Small Language Models: Survey, Measurements, and Insights | Sep 24, 2024 | BenchmarkingDecoder | CodeCode Available | 2 |
| In-Context Learning May Not Elicit Trustworthy Reasoning: A-Not-B Errors in Pretrained Language Models | Sep 23, 2024 | In-Context Learning | CodeCode Available | 1 |
| Revise, Reason, and Recognize: LLM-Based Emotion Recognition via Emotion-Specific Prompts and ASR Error Correction | Sep 23, 2024 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 0 |
| PALLM: Evaluating and Enhancing PALLiative Care Conversations with Large Language Models | Sep 23, 2024 | In-Context Learning | CodeCode Available | 0 |
| Inferring Scientific Cross-Document Coreference and Hierarchy with Definition-Augmented Relational Reasoning | Sep 23, 2024 | graph constructionIn-Context Learning | CodeCode Available | 0 |
| Instruction Tuning Vs. In-Context Learning: Revisiting Large Language Models in Few-Shot Computational Social Science | Sep 23, 2024 | In-Context Learning | —Unverified | 0 |
| Evaluating the Performance and Robustness of LLMs in Materials Science Q&A and Property Predictions | Sep 22, 2024 | Band GapIn-Context Learning | —Unverified | 0 |
| StateAct: State Tracking and Reasoning for Acting and Planning with Large Language Models | Sep 21, 2024 | In-Context Learning | CodeCode Available | 1 |
| One-shot World Models Using a Transformer Trained on a Synthetic Prior | Sep 21, 2024 | In-Context Learning | CodeCode Available | 0 |
| Enhancing Advanced Visual Reasoning Ability of Large Language Models | Sep 21, 2024 | In-Context LearningVisual Reasoning | —Unverified | 0 |
| LLM for Everyone: Representing the Underrepresented in Large Language Models | Sep 20, 2024 | In-Context Learning | —Unverified | 0 |
| FoodPuzzle: Developing Large Language Model Agents as Flavor Scientists | Sep 19, 2024 | In-Context LearningLanguage Modeling | —Unverified | 0 |
| Exploring Large Language Models for Product Attribute Value Identification | Sep 19, 2024 | AttributeIn-Context Learning | —Unverified | 0 |