Foundation Models

LLM-Based Offline Learning for Embodied Agents via Consistency-Guided Reward Ensemble EMNLP 2024 LLM-based Skill Diffusion for Zero-shot Policy Adaptation NeurIPS 2024 LLMEval: A Preliminary Study on How to Evaluate Large Language Models AAAI 2024 LLMFactor: Extracting Profitable Factors through Prompts for Explainable Stock Movement Prediction ACL 2024 LLMs are Good Sign Language Translators CVPR 2024 LLMs Are Prone to Fallacies in Causal Inference EMNLP 2024 LLMs cannot find reasoning errors, but can correct them given the error location ACL 2024 LLMSegm: Surface-level Morphological Segmentation Using Large Language Model COLING 2024 LLM Self-Correction with DeCRIM: Decompose, Critique, and Refine for Enhanced Following of Instructions with Multiple Constraints EMNLP 2024 LLMs learn governing principles of dynamical systems, revealing an in-context neural scaling law EMNLP 2024 LLMs Learn Task Heuristics from Demonstrations: A Heuristic-Driven Prompting Strategy for Document-Level Event Argument Extraction ACL 2024 LLM vs Small Model? Large Language Model Based Text Augmentation Enhanced Personality Detection Model AAAI 2024 LMDX: Language Model-based Document Information Extraction and Localization ACL 2024 LMFlow: An Extensible Toolkit for Finetuning and Inference of Large Foundation Models NAACL 2024 Local Curvature Smoothing with Stein's Identity for Efficient Score Matching NeurIPS 2024 Locating What You Need: Towards Adapting Diffusion Models to OOD Concepts In-the-Wild NeurIPS 2024 LocMoE: A Low-overhead MoE for Large Language Model Training IJCAI 2024 LogicBench: Towards Systematic Evaluation of Logical Reasoning Ability of Large Language Models ACL 2024 LOGIC-LM++: Multi-Step Refinement for Symbolic Formulations ACL 2024 Loki: Low-rank Keys for Efficient Sparse Attention NeurIPS 2024 LomonosovMSU at SemEval-2024 Task 4: Comparing LLMs and embedder models to identifying propaganda techniques in the content of memes in English for subtasks No1, No2a, and No2b SemEval 2024 Long-form evaluation of model editing NAACL 2024 Longform Multimodal Lay Summarization of Scientific Papers: Towards Automatically Generating Science Blogs from Research Articles COLING 2024 Long-Tail Learning with Foundation Model: Heavy Fine-Tuning Hurts ICML 2024 Lorentz-Equivariant Geometric Algebra Transformers for High-Energy Physics NeurIPS 2024