cs.CL（2024-01-12）

📊 共 37 篇论文 | 🔗 4 篇有代码

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支柱九：具身大模型 (Embodied Foundation Models) (33 🔗4) 支柱二：RL算法与架构 (RL & Architecture) (4)

🔬 支柱九：具身大模型 (Embodied Foundation Models) (33 篇)

#题目一句话要点标签🔗⭐
1 Uncertainty Awareness of Large Language Models Under Code Distribution Shifts: A Benchmark Study 提出大规模基准数据集以解决代码分布转移下的语言模型不确定性问题 large language model
2 Revisiting Jailbreaking for Large Language Models: A Representation Engineering Perspective 提出自我保护机制以应对大型语言模型的越狱攻击 large language model
3 Misconfidence-based Demonstration Selection for LLM In-Context Learning 提出基于误置信度的示例选择方法以优化LLM的上下文学习 large language model
4 Enhancing Emotional Generation Capability of Large Language Models via Emotional Chain-of-Thought 提出情感链思维方法以提升大语言模型的情感生成能力 large language model chain-of-thought
5 A Survey on the Applications of Frontier AI, Foundation Models, and Large Language Models to Intelligent Transportation Systems 探讨前沿AI与大语言模型在智能交通系统中的应用 large language model foundation model
6 Generalizing Visual Question Answering from Synthetic to Human-Written Questions via a Chain of QA with a Large Language Model 提出CoQAH以解决人类书写问题的视觉问答挑战 large language model foundation model
7 Health-LLM: Large Language Models for Health Prediction via Wearable Sensor Data 提出Health-LLM以利用可穿戴传感器数据进行健康预测 large language model
8 An Experimental Design Framework for Label-Efficient Supervised Finetuning of Large Language Models 提出实验设计框架以提高大语言模型的标签效率 large language model
9 Lost in the Source Language: How Large Language Models Evaluate the Quality of Machine Translation 探讨大型语言模型在机器翻译评估中的信息利用 large language model
10 Cross-Attention Watermarking of Large Language Models 提出跨注意力水印技术以增强语言模型的隐私保护 large language model
11 PersianMind: A Cross-Lingual Persian-English Large Language Model 提出PersianMind以解决波斯语处理能力不足问题 large language model
12 WisdoM: Improving Multimodal Sentiment Analysis by Fusing Contextual World Knowledge 提出WisdoM框架以提升多模态情感分析效果 multimodal
13 OOP: Object-Oriented Programming Evaluation Benchmark for Large Language Models 提出OOP基准以解决现有编程评估忽视面向对象问题 large language model ✅
14 INTERS: Unlocking the Power of Large Language Models in Search with Instruction Tuning 提出INTERS数据集以提升大语言模型在信息检索中的表现 large language model ✅
15 Adapting Large Language Models for Document-Level Machine Translation 提出适应大型语言模型以解决文档级机器翻译问题 large language model
16 Zero-shot Generative Large Language Models for Systematic Review Screening Automation 提出零-shot生成大语言模型以实现系统评价筛选自动化 large language model
17 Kun: Answer Polishment for Chinese Self-Alignment with Instruction Back-Translation 提出Kun以解决中文自对齐指令数据集构建问题 large language model instruction following ✅
18 LLM-Assisted Crisis Management: Building Advanced LLM Platforms for Effective Emergency Response and Public Collaboration 提出基于LLAMA2的紧急响应辅助系统以提升公共安全管理 large language model
19 Few-Shot Detection of Machine-Generated Text using Style Representations 提出基于风格表示的少样本检测方法以识别机器生成文本 large language model ✅
20 Mission: Impossible Language Models 提出合成不可能语言以挑战大语言模型的学习能力 large language model
21 Structsum Generation for Faster Text Comprehension 提出结构化文本生成方法以提升文本理解效率 large language model
22 How Johnny Can Persuade LLMs to Jailbreak Them: Rethinking Persuasion to Challenge AI Safety by Humanizing LLMs 提出人性化沟通策略以破解大型语言模型的安全性问题 large language model
23 Human-AI Collaborative Essay Scoring: A Dual-Process Framework with LLMs 提出基于LLMs的人机协作作文评分系统以解决反馈不足问题 large language model
24 Comparing GPT-4 and Open-Source Language Models in Misinformation Mitigation 提出Zephyr-7b作为有效的开源模型以应对虚假信息检测问题 large language model
25 Promptly Predicting Structures: The Return of Inference 提出基于提示的框架以解决结构化输出预测问题 large language model
26 Fine-grained Hallucination Detection and Editing for Language Models 提出细粒度幻觉检测与编辑方法以提升语言模型的事实准确性 large language model
27 Mind Your Format: Towards Consistent Evaluation of In-Context Learning Improvements 提出模板集成方法以解决上下文学习评估不一致问题 large language model
28 APAR: LLMs Can Do Auto-Parallel Auto-Regressive Decoding 提出APAR方法以解决LLMs自回归解码效率问题 large language model
29 Multi-Candidate Speculative Decoding 提出多候选推测解码以提升语言模型生成效率 large language model
30 Effects of diversity incentives on sample diversity and downstream model performance in LLM-based text augmentation 提出多样性激励方法以提升LLM文本增强效果 large language model
31 Intention Analysis Makes LLMs A Good Jailbreak Defender 提出意图分析以增强大型语言模型的防越狱能力 large language model
32 AntEval: Evaluation of Social Interaction Competencies in LLM-Driven Agents 提出AntEval框架以评估LLM驱动代理的社交互动能力 large language model
33 AboutMe: Using Self-Descriptions in Webpages to Document the Effects of English Pretraining Data Filters 提出基于自我描述的数据集以优化英语预训练数据筛选 large language model

🔬 支柱二：RL算法与架构 (RL & Architecture) (4 篇)

#题目一句话要点标签🔗⭐
34 Large Language Models Can Learn Temporal Reasoning 提出TG-LLM框架以解决大语言模型的时间推理问题 distillation large language model chain-of-thought
35 Mutual Enhancement of Large Language and Reinforcement Learning Models through Bi-Directional Feedback Mechanisms: A Planning Case Study 提出双向反馈机制以增强大语言模型与强化学习模型的协作能力 reinforcement learning teacher-student large language model
36 MAPO: Advancing Multilingual Reasoning through Multilingual Alignment-as-Preference Optimization 提出MAPO框架以提升多语言推理能力 PPO DPO direct preference optimization
37 TransliCo: A Contrastive Learning Framework to Address the Script Barrier in Multilingual Pretrained Language Models 提出TransliCo以解决多语言预训练模型中的脚本障碍问题 contrastive learning

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