cs.CL（2023-10-11）

📊 共 27 篇论文 | 🔗 6 篇有代码

🎯 兴趣领域导航

支柱九：具身大模型 (Embodied Foundation Models) (23 🔗6) 支柱二：RL算法与架构 (RL & Architecture) (3) 支柱六：视频提取与匹配 (Video Extraction) (1)

🔬 支柱九：具身大模型 (Embodied Foundation Models) (23 篇)

#题目一句话要点标签🔗⭐
1 Evaluating Large Language Models at Evaluating Instruction Following 提出LLMBar基准以评估大语言模型的指令遵循能力 large language model instruction following
2 Parrot: Enhancing Multi-Turn Instruction Following for Large Language Models 提出Parrot以增强大语言模型的多轮指令跟随能力 large language model instruction following
3 Composite Backdoor Attacks Against Large Language Models 提出复合后门攻击以增强大语言模型的安全性 large language model foundation model multimodal
4 GenTKG: Generative Forecasting on Temporal Knowledge Graph with Large Language Models 提出GenTKG以解决时序知识图谱预测问题 large language model foundation model ✅
5 An Empirical Study of Instruction-tuning Large Language Models in Chinese 深入研究中文指令调优大型语言模型的有效性 large language model chain-of-thought ✅
6 Does Synthetic Data Make Large Language Models More Efficient? 探讨合成数据在提升大型语言模型效率中的作用 large language model
7 Found in the Middle: Permutation Self-Consistency Improves Listwise Ranking in Large Language Models 提出置换自一致性以改善大语言模型的列表排名问题 large language model ✅
8 A Resilient and Accessible Distribution-Preserving Watermark for Large Language Models 提出DiPmark以解决水印技术在语言模型中的分布保持问题 large language model
9 Synthetic Data Generation with Large Language Models for Text Classification: Potential and Limitations 利用大型语言模型生成合成数据以提升文本分类性能 large language model
10 On the Relationship between Sentence Analogy Identification and Sentence Structure Encoding in Large Language Models 探讨大语言模型中句子类比识别与句子结构编码的关系 large language model
11 The Past, Present and Better Future of Feedback Learning in Large Language Models for Subjective Human Preferences and Values 综述人类反馈在大语言模型中的应用与挑战 large language model
12 Survey on Factuality in Large Language Models: Knowledge, Retrieval and Domain-Specificity 调查大型语言模型中的事实性问题及其解决方案 large language model
13 How Do Large Language Models Capture the Ever-changing World Knowledge? A Review of Recent Advances 综述大语言模型如何应对快速变化的世界知识问题 large language model ✅
14 Beyond Factuality: A Comprehensive Evaluation of Large Language Models as Knowledge Generators 提出CONNER框架以全面评估大型语言模型的知识生成能力 large language model
15 Do Large Language Models have Shared Weaknesses in Medical Question Answering? 评估大型语言模型在医学问答中的共性弱点 large language model
16 Empowering Psychotherapy with Large Language Models: Cognitive Distortion Detection through Diagnosis of Thought Prompting 提出思维诊断方法以解决心理治疗中的认知扭曲检测问题 large language model
17 Argumentative Stance Prediction: An Exploratory Study on Multimodality and Few-Shot Learning 提出多模态与少样本学习结合的方法以解决立场预测问题 multimodal
18 InstructRetro: Instruction Tuning post Retrieval-Augmented Pretraining 提出InstructRetro以提升检索增强预训练模型的指令调优效果 large language model foundation model ✅
19 On the Impact of Cross-Domain Data on German Language Models 提出跨域数据集以提升德语语言模型性能 large language model ✅
20 QFT: Quantized Full-parameter Tuning of LLMs with Affordable Resources 提出QFT框架以降低LLMs全参数调优的资源需求 large language model
21 Diversity of Thought Improves Reasoning Abilities of LLMs 提出DIVSE方法以提升大语言模型的推理能力 large language model
22 Typing to Listen at the Cocktail Party: Text-Guided Target Speaker Extraction 提出文本引导的目标说话人提取方法以解决隐私问题 large language model
23 PHALM: Building a Knowledge Graph from Scratch by Prompting Humans and a Language Model 提出PHALM以低成本构建知识图谱解决常识知识不足问题 large language model

🔬 支柱二：RL算法与架构 (RL & Architecture) (3 篇)

#题目一句话要点标签🔗⭐
24 KwaiYiiMath: Technical Report 提出KwaiYiiMath以提升数学推理能力 RLHF large language model
25 DASpeech: Directed Acyclic Transformer for Fast and High-quality Speech-to-Speech Translation 提出DASpeech以解决快速高质量语音翻译问题 distillation multimodal
26 Adaptive Gating in Mixture-of-Experts based Language Models 提出自适应门控机制以优化混合专家语言模型的计算效率 curriculum learning large language model

🔬 支柱六：视频提取与匹配 (Video Extraction) (1 篇)

#题目一句话要点标签🔗⭐
27 A general mechanism of humor: reformulating the semantic overlap 提出一种普适幽默机制以解决非语言交流中的幽默表达问题 HuMoR

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