cs.CL（2024-03-13）

📊 共 31 篇论文 | 🔗 4 篇有代码

🎯 兴趣领域导航

支柱九：具身大模型 (Embodied Foundation Models) (27 🔗3) 支柱二：RL算法与架构 (RL & Architecture) (4 🔗1)

🔬 支柱九：具身大模型 (Embodied Foundation Models) (27 篇)

#题目一句话要点标签🔗⭐
1 Rich Semantic Knowledge Enhanced Large Language Models for Few-shot Chinese Spell Checking 提出RS-LLM以解决少样本中文拼写检查问题 large language model foundation model
2 AutoGuide: Automated Generation and Selection of Context-Aware Guidelines for Large Language Model Agents 提出AutoGuide以解决大语言模型在新领域决策指导问题 large language model
3 The Human Factor in Detecting Errors of Large Language Models: A Systematic Literature Review and Future Research Directions 探讨人因因素以提升大型语言模型错误检测能力 large language model
4 Prompting Fairness: Integrating Causality to Debias Large Language Models 提出因果引导的去偏见框架以解决大型语言模型的偏见问题 large language model
5 Evaluating the Application of Large Language Models to Generate Feedback in Programming Education 利用GPT-4提升编程教育反馈质量 large language model
6 Evaluating Large Language Models as Generative User Simulators for Conversational Recommendation 提出新协议评估大语言模型在对话推荐中的用户模拟能力 large language model
7 The Garden of Forking Paths: Observing Dynamic Parameters Distribution in Large Language Models 通过观察参数分布动态演变提升Transformer模型理解 large language model
8 MedInsight: A Multi-Source Context Augmentation Framework for Generating Patient-Centric Medical Responses using Large Language Models 提出MedInsight以解决医疗领域LLM生成响应的知识不足问题 large language model
9 Do Large Language Models Solve ARC Visual Analogies Like People Do? 比较大型语言模型与人类在视觉类比推理中的表现 large language model
10 OverleafCopilot: Empowering Academic Writing in Overleaf with Large Language Models 提出OverleafCopilot以解决学术写作效率低下问题 large language model ✅
11 Large Language Models are Contrastive Reasoners 提出对比提示方法以提升大语言模型的推理能力 large language model ✅
12 Prompting Large Language Models to Tackle the Full Software Development Lifecycle: A Case Study 提出DevEval以评估大型语言模型在软件开发全生命周期中的表现 large language model
13 Automatic Interactive Evaluation for Large Language Models with State Aware Patient Simulator 提出自动交互评估框架以解决医疗领域LLM评估不足问题 large language model
14 Towards Personalized Evaluation of Large Language Models with An Anonymous Crowd-Sourcing Platform 提出BingJian平台以解决大语言模型个性化评估问题 large language model ✅
15 Boosting Disfluency Detection with Large Language Model as Disfluency Generator 利用大型语言模型生成不流畅句子以提升不流畅检测 large language model
16 Can Large Language Models Identify Authorship? 提出利用大型语言模型进行无监督作者身份验证 large language model
17 PAPERCLIP: Associating Astronomical Observations and Natural Language with Multi-Modal Models 提出PAPERCLIP以关联天文观测与自然语言 large language model foundation model
18 Zero-shot and Few-shot Generation Strategies for Artificial Clinical Records 提出零-shot与少-shot生成策略以解决临床记录隐私问题 large language model chain-of-thought
19 Knowledge Conflicts for LLMs: A Survey 深入分析大语言模型的知识冲突以提升其鲁棒性 large language model
20 Call Me When Necessary: LLMs can Efficiently and Faithfully Reason over Structured Environments 提出Reasoning-Path-Editing框架以高效推理结构化环境 large language model
21 StreamingDialogue: Prolonged Dialogue Learning via Long Context Compression with Minimal Losses 提出StreamingDialogue以解决长对话学习中的信息损失问题 large language model
22 Mastering Text, Code and Math Simultaneously via Fusing Highly Specialized Language Models 提出UltraFuser以同时掌握文本、代码和数学领域 large language model
23 From "um" to "yeah": Producing, predicting, and regulating information flow in human conversation 利用大语言模型研究人类对话中的信息流动 large language model
24 Targeted Efficient Fine-tuning: Optimizing Parameter Updates with Data-Driven Sample Selection 提出迭代范围减少算法以优化参数更新与样本选择 large language model
25 From human experts to machines: An LLM supported approach to ontology and knowledge graph construction 提出一种基于LLM的半自动本体与知识图谱构建方法 large language model
26 Is Context Helpful for Chat Translation Evaluation? 提出Context-MQM以提升聊天翻译质量评估 large language model
27 Embedded Translations for Low-resource Automated Glossing 提出嵌入式翻译以解决低资源自动注释问题 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🔗⭐
28 Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization 提出自举偏好优化以解决多模态语言模型偏见问题 preference learning large language model multimodal
29 Distilling Named Entity Recognition Models for Endangered Species from Large Language Models 通过大语言模型蒸馏命名实体识别模型以保护濒危物种 distillation large language model
30 TeaMs-RL: Teaching LLMs to Generate Better Instruction Datasets via Reinforcement Learning 提出TeaMs-RL以解决LLMs生成指令数据集的挑战 reinforcement learning RLHF large language model ✅
31 SOTOPIA-$π$: Interactive Learning of Socially Intelligent Language Agents 提出SOTOPIA-$π$以提升语言智能体的社会交互能力 behavior cloning large language model

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