cs.CL（2024-04-23）

📊 共 24 篇论文 | 🔗 2 篇有代码

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支柱九：具身大模型 (Embodied Foundation Models) (23 🔗2) 支柱二：RL算法与架构 (RL & Architecture) (1)

🔬 支柱九：具身大模型 (Embodied Foundation Models) (23 篇)

#题目一句话要点标签🔗⭐
1 Enhancing Chain of Thought Prompting in Large Language Models via Reasoning Patterns 通过推理模式增强大型语言模型的思维链提示 large language model chain-of-thought
2 LogicBench: Towards Systematic Evaluation of Logical Reasoning Ability of Large Language Models 提出LogicBench以系统评估大型语言模型的逻辑推理能力 large language model chain-of-thought ✅
3 Understanding Large Language Model Behaviors through Interactive Counterfactual Generation and Analysis 提出LLM分析器以解决大语言模型行为理解问题 large language model
4 Watch Out for Your Guidance on Generation! Exploring Conditional Backdoor Attacks against Large Language Models 提出BrieFool以解决大语言模型的条件后门攻击问题 large language model
5 ClinicalAgent: Clinical Trial Multi-Agent System with Large Language Model-based Reasoning 提出ClinicalAgent以解决临床试验多代理系统的知识获取问题 large language model
6 PRISM: Patient Records Interpretation for Semantic Clinical Trial Matching using Large Language Models 提出PRISM以解决临床试验匹配问题 large language model
7 ToM-LM: Delegating Theory of Mind Reasoning to External Symbolic Executors in Large Language Models 提出ToM-LM以解决大型语言模型的心智理论推理问题 large language model
8 Evaluating the Efficacy of Large Language Models in Identifying Phishing Attempts 评估大型语言模型在识别网络钓鱼中的有效性 large language model
9 Beyond the Speculative Game: A Survey of Speculative Execution in Large Language Models 提出投机执行方法以提升大语言模型推理效率 large language model
10 A Survey of Large Language Models on Generative Graph Analytics: Query, Learning, and Applications 调查大型语言模型在生成图分析中的应用与挑战 large language model
11 Evaluating Large Language Models for Material Selection 利用大型语言模型优化材料选择过程 large language model
12 Pillars of Grammatical Error Correction: Comprehensive Inspection Of Contemporary Approaches In The Era of Large Language Models 提出新方法提升语法错误纠正性能 large language model
13 Simulating Task-Oriented Dialogues with State Transition Graphs and Large Language Models 提出SynTOD以解决任务导向对话系统数据生成问题 large language model
14 Bias patterns in the application of LLMs for clinical decision support: A comprehensive study 评估LLMs在临床决策支持中的偏见模式 large language model chain-of-thought
15 Achieving >97% on GSM8K: Deeply Understanding the Problems Makes LLMs Better Solvers for Math Word Problems 提出DUP方法以解决LLMs在数学问题中的语义误解问题 large language model chain-of-thought
16 Bayesian Example Selection Improves In-Context Learning for Speech, Text, and Visual Modalities 提出Bayesian示例选择方法以提升多模态的上下文学习效果 large language model
17 XFT: Unlocking the Power of Code Instruction Tuning by Simply Merging Upcycled Mixture-of-Experts 提出XFT以提升代码指令调优的性能极限 large language model ✅
18 SHED: Shapley-Based Automated Dataset Refinement for Instruction Fine-Tuning 提出SHED框架以解决数据集精炼问题 large language model
19 From Complexity to Clarity: How AI Enhances Perceptions of Scientists and the Public's Understanding of Science 利用生成性AI简化科学传播以提升公众理解 large language model
20 Does Instruction Tuning Make LLMs More Consistent? 提出指令调优以提高大型语言模型的一致性 chain-of-thought
21 Student Data Paradox and Curious Case of Single Student-Tutor Model: Regressive Side Effects of Training LLMs for Personalized Learning 揭示学生数据悖论以优化个性化学习模型 large language model
22 Social Media and Artificial Intelligence for Sustainable Cities and Societies: A Water Quality Analysis Use-case 提出基于社交媒体的水质分析框架以解决水质监测问题 large language model
23 Language in Vivo vs. in Silico: Size Matters but Larger Language Models Still Do Not Comprehend Language on a Par with Humans Due to Impenetrable Semantic Reference 探讨模型规模对语言理解的影响及其局限性 large language model

🔬 支柱二：RL算法与架构 (RL & Architecture) (1 篇)

#题目一句话要点标签🔗⭐
24 Insights into Alignment: Evaluating DPO and its Variants Across Multiple Tasks 评估DPO及其变体以优化大语言模型对人类偏好的对齐 DPO direct preference optimization large language model

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