cs.CL（2024-01-29）

📊 共 24 篇论文 | 🔗 5 篇有代码

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支柱九：具身大模型 (Embodied Foundation Models) (23 🔗5) 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 E-EVAL: A Comprehensive Chinese K-12 Education Evaluation Benchmark for Large Language Models 提出E-EVAL以解决中国K-12教育领域缺乏评估基准的问题 large language model chain-of-thought
2 Beyond Image-Text Matching: Verb Understanding in Multimodal Transformers Using Guided Masking 提出引导掩蔽策略以提升多模态变换器中的动词理解能力 multimodal ✅
3 Scaling Sparse Fine-Tuning to Large Language Models 提出SpIEL以解决大语言模型稀疏微调的效率问题 large language model ✅
4 Development and Testing of a Novel Large Language Model-Based Clinical Decision Support Systems for Medication Safety in 12 Clinical Specialties 提出基于RAG的大语言模型以提升临床用药安全性 large language model
5 Reducing Selection Bias in Large Language Models 提出方法以减少大语言模型中的选择偏差问题 large language model
6 LLaMandement: Large Language Models for Summarization of French Legislative Proposals 提出LLaMandement以解决法国立法提案总结效率问题 large language model
7 Assistive Large Language Model Agents for Socially-Aware Negotiation Dialogues 提出基于大语言模型的辅助代理以改善商业谈判对话 large language model ✅
8 Response Generation for Cognitive Behavioral Therapy with Large Language Models: Comparative Study with Socratic Questioning 利用大型语言模型提升认知行为疗法对话生成效果 large language model
9 Development and Testing of Retrieval Augmented Generation in Large Language Models -- A Case Study Report 提出基于检索增强生成的医疗领域大语言模型应用方案 large language model
10 Towards Red Teaming in Multimodal and Multilingual Translation 提出红队评估方法以提升多模态多语言翻译性能 multimodal
11 Mobile-Agent: Autonomous Multi-Modal Mobile Device Agent with Visual Perception 提出Mobile-Agent以解决多模态移动设备自主操作问题 large language model multimodal ✅
12 Leveraging Professional Radiologists' Expertise to Enhance LLMs' Evaluation for Radiology Reports 提出结合放射科医师专业知识以提升LLMs评估放射报告的准确性 large language model chain-of-thought
13 VIALM: A Survey and Benchmark of Visually Impaired Assistance with Large Models 提出VIALM以解决视障人士日常活动辅助问题 multimodal
14 OpenMoE: An Early Effort on Open Mixture-of-Experts Language Models 提出OpenMoE以提升混合专家语言模型的成本效益 large language model
15 LLMs as On-demand Customizable Service 提出分层分布式LLM架构以解决可访问性与可部署性问题 large language model
16 SelectLLM: Can LLMs Select Important Instructions to Annotate? 提出SelectLLM以有效选择重要指令进行标注 large language model ✅
17 GuReT: Distinguishing Guilt and Regret related Text 提出GuReT以区分内疚与遗憾相关文本 chain-of-thought
18 ToPro: Token-Level Prompt Decomposition for Cross-Lingual Sequence Labeling Tasks 提出ToPro以解决跨语言序列标注任务中的提示方法不足问题 large language model
19 Diverse, but Divisive: LLMs Can Exaggerate Gender Differences in Opinion Related to Harms of Misinformation 探讨大型语言模型在信息失实危害评估中的性别差异放大问题 large language model
20 Rephrasing the Web: A Recipe for Compute and Data-Efficient Language Modeling 提出WRAP以解决大规模语言模型训练中的数据与计算效率问题 large language model
21 CO2: Efficient Distributed Training with Full Communication-Computation Overlap 提出CO2以解决大规模分布式训练的通信带宽限制问题 large language model
22 "You tell me": A Dataset of GPT-4-Based Behaviour Change Support Conversations 提出基于GPT-4的行为改变支持对话数据集以解决用户行为影响问题 large language model
23 Corrective Retrieval Augmented Generation 提出纠正性检索增强生成方法以提升生成模型的鲁棒性 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 ConFit: Improving Resume-Job Matching using Data Augmentation and Contrastive Learning 提出ConFit以解决简历与职位匹配稀疏问题 contrastive learning

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