cs.CL（2024-01-24）

📊 共 18 篇论文 | 🔗 2 篇有代码

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支柱九：具身大模型 (Embodied Foundation Models) (13 🔗1) 支柱二：RL算法与架构 (RL & Architecture) (5 🔗1)

🔬 支柱九：具身大模型 (Embodied Foundation Models) (13 篇)

#题目一句话要点标签🔗⭐
1 Towards Explainable Harmful Meme Detection through Multimodal Debate between Large Language Models 提出一种可解释的有害表情包检测方法以应对社交媒体挑战 large language model multimodal
2 MM-LLMs: Recent Advances in MultiModal Large Language Models 综述多模态大语言模型的最新进展与应用 large language model multimodal
3 Fine-grained Stateful Knowledge Exploration: Effective and Efficient Graph Retrieval with Large Language Models 提出FiSKE以解决知识图谱与LLM间的细粒度知识探索问题 large language model chain-of-thought
4 LPNL: Scalable Link Prediction with Large Language Models 提出LPNL框架以解决大规模异构图的链接预测问题 large language model
5 Evaluation of General Large Language Models in Contextually Assessing Semantic Concepts Extracted from Adult Critical Care Electronic Health Record Notes 提出综合评估框架以提升LLMs在临床环境中的应用效果 large language model
6 MaLA-500: Massive Language Adaptation of Large Language Models 提出MaLA-500以解决低资源语言处理问题 large language model ✅
7 MF-AED-AEC: Speech Emotion Recognition by Leveraging Multimodal Fusion, Asr Error Detection, and Asr Error Correction 提出MF-AED-AEC以解决语音情感识别中的ASR错误问题 multimodal
8 Better Call GPT, Comparing Large Language Models Against Lawyers 比较大型语言模型与传统法律审查者的表现 large language model
9 From Random to Informed Data Selection: A Diversity-Based Approach to Optimize Human Annotation and Few-Shot Learning 提出基于多样性的智能数据选择方法以优化人类标注与少样本学习 large language model
10 AgentBoard: An Analytical Evaluation Board of Multi-turn LLM Agents 提出AgentBoard以解决多轮LLM代理评估问题 large language model
11 UniMS-RAG: A Unified Multi-source Retrieval-Augmented Generation for Personalized Dialogue Systems 提出UniMS-RAG以解决个性化对话系统中的多源信息整合问题 large language model
12 Consistency Guided Knowledge Retrieval and Denoising in LLMs for Zero-shot Document-level Relation Triplet Extraction 提出ZeroDocRTE框架以解决文档级关系三元组提取问题 large language model
13 ULTRA: Unleash LLMs' Potential for Event Argument Extraction through Hierarchical Modeling and Pair-wise Self-Refinement 提出ULTRA框架以高效解决文档级事件论元提取问题 large language model

🔬 支柱二：RL算法与架构 (RL & Architecture) (5 篇)

#题目一句话要点标签🔗⭐
14 MambaByte: Token-free Selective State Space Model 提出MambaByte以解决长序列建模效率问题 Mamba SSM state space model
15 Large language model empowered participatory urban planning 提出大型语言模型助力参与式城市规划以解决传统方法的不足 reinforcement learning large language model
16 Language-Guided World Models: A Model-Based Approach to AI Control 提出语言引导的世界模型以提升AI控制能力 world model world models
17 TPD: Enhancing Student Language Model Reasoning via Principle Discovery and Guidance 提出TPD框架以提升学生语言模型推理能力 teacher-student large language model chain-of-thought
18 DenoSent: A Denoising Objective for Self-Supervised Sentence Representation Learning 提出DenoSent以解决句子表示学习中的细粒度语义捕捉问题 representation learning contrastive learning ✅

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