cs.CL（2023-10-19）

📊 共 26 篇论文 | 🔗 6 篇有代码

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支柱九：具身大模型 (Embodied Foundation Models) (25 🔗6) 支柱二：RL算法与架构 (RL & Architecture) (1)

🔬 支柱九：具身大模型 (Embodied Foundation Models) (25 篇)

#题目一句话要点标签🔗⭐
1 An Emulator for Fine-Tuning Large Language Models using Small Language Models 提出一种新方法以优化大语言模型的微调过程 large language model instruction following
2 ReEval: Automatic Hallucination Evaluation for Retrieval-Augmented Large Language Models via Transferable Adversarial Attacks 提出ReEval框架以解决LLM的幻觉评估问题 large language model
3 Attack Prompt Generation for Red Teaming and Defending Large Language Models 提出集成方法以高效生成攻击提示并防御大型语言模型 large language model ✅
4 Better to Ask in English: Cross-Lingual Evaluation of Large Language Models for Healthcare Queries 提出XlingEval框架以评估医疗领域多语言对话系统的有效性 large language model
5 Reliable Academic Conference Question Answering: A Study Based on Large Language Model 提出STAR方法以解决学术会议问答系统的信息更新问题 large language model ✅
6 GraphGPT: Graph Instruction Tuning for Large Language Models 提出GraphGPT以解决图结构理解与零样本学习问题 large language model ✅
7 Not All Countries Celebrate Thanksgiving: On the Cultural Dominance in Large Language Models 提出文化多样性方法以解决大型语言模型的文化主导性问题 large language model
8 PoisonPrompt: Backdoor Attack on Prompt-based Large Language Models 提出POISONPROMPT以解决提示基础大语言模型的后门攻击问题 large language model
9 MAF: Multi-Aspect Feedback for Improving Reasoning in Large Language Models 提出多方面反馈以改善大型语言模型的推理能力 large language model
10 StoryAnalogy: Deriving Story-level Analogies from Large Language Models to Unlock Analogical Understanding 构建StoryAnalogy以提升故事类类比理解能力 large language model
11 GestureGPT: Toward Zero-Shot Free-Form Hand Gesture Understanding with Large Language Model Agents 提出GestureGPT以实现零-shot自由形式手势理解 large language model
12 Large Language Models Help Humans Verify Truthfulness -- Except When They Are Convincingly Wrong 提出对比性解释以减少对大型语言模型的过度依赖 large language model
13 ExtractGPT: Exploring the Potential of Large Language Models for Product Attribute Value Extraction 提出ExtractGPT以解决电商产品属性值提取问题 large language model
14 Lost in Translation: When GPT-4V(ision) Can't See Eye to Eye with Text. A Vision-Language-Consistency Analysis of VLLMs and Beyond 提出跨模态一致性分析框架以提升VLLMs性能 large language model multimodal
15 NameGuess: Column Name Expansion for Tabular Data 提出NameGuess以解决表格数据列名扩展问题 large language model ✅
16 AgentTuning: Enabling Generalized Agent Abilities for LLMs 提出AgentTuning以增强LLM的智能体能力 large language model ✅
17 Loop Copilot: Conducting AI Ensembles for Music Generation and Iterative Editing 提出Loop Copilot以解决AI音乐生成与编辑的多样化需求 large language model
18 Towards Robust Pruning: An Adaptive Knowledge-Retention Pruning Strategy for Language Models 提出自适应知识保留剪枝策略以提升语言模型的鲁棒性 large language model
19 AutoMix: Automatically Mixing Language Models 提出AutoMix以优化语言模型的计算成本与性能 large language model
20 Experimental Narratives: A Comparison of Human Crowdsourced Storytelling and AI Storytelling 提出一种框架以比较人类与AI的叙事能力 large language model
21 Auto-Instruct: Automatic Instruction Generation and Ranking for Black-Box Language Models 提出Auto-Instruct以自动生成和排名黑箱语言模型的指令 large language model
22 SEGO: Sequential Subgoal Optimization for Mathematical Problem-Solving 提出SEGO框架以优化数学问题求解中的子目标 large language model ✅
23 Are Structural Concepts Universal in Transformer Language Models? Towards Interpretable Cross-Lingual Generalization 提出显式对齐概念空间以提升跨语言模型的泛化能力 large language model
24 ICU: Conquering Language Barriers in Vision-and-Language Modeling by Dividing the Tasks into Image Captioning and Language Understanding 提出ICU以解决多语言视觉与语言建模中的语言障碍问题 multimodal
25 The Shifted and The Overlooked: A Task-oriented Investigation of User-GPT Interactions 提出用户导向的GPT交互分析以解决NLP研究与用户需求的脱节问题 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🔗⭐
26 Contrastive Learning for Inference in Dialogue 提出对比学习方法以改善对话中的推理能力 contrastive learning large language model

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