cs.CL（2023-11-13）

📊 共 33 篇论文 | 🔗 9 篇有代码

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支柱九：具身大模型 (Embodied Foundation Models) (30 🔗8) 支柱七：动作重定向 (Motion Retargeting) (1) 支柱一：机器人控制 (Robot Control) (1 🔗1) 支柱二：RL算法与架构 (RL & Architecture) (1)

🔬 支柱九：具身大模型 (Embodied Foundation Models) (30 篇)

#题目一句话要点标签🔗⭐
1 WaterBench: Towards Holistic Evaluation of Watermarks for Large Language Models 提出WaterBench以解决大语言模型水印评估的全面性问题 large language model instruction following ✅
2 It's Not Easy Being Wrong: Large Language Models Struggle with Process of Elimination Reasoning 提出过程消除推理以增强大语言模型的推理能力 large language model chain-of-thought
3 MEGAVERSE: Benchmarking Large Language Models Across Languages, Modalities, Models and Tasks 提出MEGAVERSE基准以评估多语言大语言模型的能力 large language model multimodal
4 Danish Foundation Models 提出丹麦基础模型以解决小语种训练成本高的问题 large language model foundation model
5 Volcano: Mitigating Multimodal Hallucination through Self-Feedback Guided Revision 提出Volcano以解决多模态幻觉问题 multimodal ✅
6 Psychometric Predictive Power of Large Language Models 探讨大语言模型的心理测量预测能力与人类阅读行为的关系 large language model
7 InCA: Rethinking In-Car Conversational System Assessment Leveraging Large Language Models 提出针对汽车对话系统评估的新指标以解决现有方法不足问题 large language model
8 Think Before You Speak: Cultivating Communication Skills of Large Language Models via Inner Monologue 通过内心独白提升大语言模型的沟通能力 large language model
9 The Impact of Large Language Models on Scientific Discovery: a Preliminary Study using GPT-4 探讨GPT-4在科学发现中的应用潜力 large language model
10 Semi-automatic Data Enhancement for Document-Level Relation Extraction with Distant Supervision from Large Language Models 提出半自动数据增强方法以解决文档级关系抽取问题 large language model
11 Explanation-aware Soft Ensemble Empowers Large Language Model In-context Learning 提出解释感知软集成框架以增强大语言模型的上下文学习能力 large language model
12 ExpNote: Black-box Large Language Models are Better Task Solvers with Experience Notebook 提出ExpNote以提升黑箱大语言模型的任务解决能力 large language model ✅
13 A Step Closer to Comprehensive Answers: Constrained Multi-Stage Question Decomposition with Large Language Models 提出D&Q框架以解决多跳问题的回答准确性 large language model ✅
14 Speech-based Slot Filling using Large Language Models 提出基于大语言模型的槽位填充方法以应对噪声ASR转录问题 large language model
15 Exploring the Factual Consistency in Dialogue Comprehension of Large Language Models 提出对话摘要任务以评估大语言模型的事实一致性 large language model
16 On the Discussion of Large Language Models: Symmetry of Agents and Interplay with Prompts 提出多代理讨论机制以提升大语言模型推理能力 large language model
17 On Measuring Faithfulness or Self-consistency of Natural Language Explanations 提出自一致性测量方法以评估语言模型解释的可信度 large language model chain-of-thought ✅
18 In-context Learning Generalizes, But Not Always Robustly: The Case of Syntax 探讨上下文学习在语法敏感性上的局限性与改进方法 large language model chain-of-thought
19 MART: Improving LLM Safety with Multi-round Automatic Red-Teaming 提出MART方法以提升大型语言模型的安全性 large language model instruction following
20 AMBER: An LLM-free Multi-dimensional Benchmark for MLLMs Hallucination Evaluation 提出AMBER基准以解决多模态大语言模型的幻觉评估问题 large language model ✅
21 AuthentiGPT: Detecting Machine-Generated Text via Black-Box Language Models Denoising 提出AuthentiGPT以解决机器生成文本检测问题 large language model
22 Language Model-In-The-Loop: Data Optimal Approach to Learn-To-Recommend Actions in Text Games 提出更新语言模型以优化文本游戏中的行动推荐 large language model
23 An Analysis and Mitigation of the Reversal Curse 分析并缓解大型语言模型中的反转诅咒问题 large language model
24 LM-Polygraph: Uncertainty Estimation for Language Models 提出LM-Polygraph以解决语言模型的不确定性估计问题 large language model
25 In Search of the Long-Tail: Systematic Generation of Long-Tail Inferential Knowledge via Logical Rule Guided Search 提出LINK框架以系统生成长尾推理知识 large language model
26 To Tell The Truth: Language of Deception and Language Models 提出基于语言模型的欺骗检测方法以应对信息误导问题 large language model
27 Using Natural Language Explanations to Improve Robustness of In-context Learning 通过自然语言解释提升上下文学习的鲁棒性 large language model
28 Finding and Editing Multi-Modal Neurons in Pre-Trained Transformers 提出一种新方法识别和编辑多模态神经元以提升可解释性 large language model
29 Controlled Text Generation for Black-box Language Models via Score-based Progressive Editor 提出ScoPE以解决黑箱语言模型的文本生成控制问题 large language model ✅
30 VerityMath: Advancing Mathematical Reasoning by Self-Verification Through Unit Consistency 提出Unit Consistency程序以解决数学推理中的单位一致性问题 large language model ✅

🔬 支柱七：动作重定向 (Motion Retargeting) (1 篇)

#题目一句话要点标签🔗⭐
31 Assessing Logical Puzzle Solving in Large Language Models: Insights from a Minesweeper Case Study 提出Minesweeper任务以评估大语言模型的逻辑推理能力 spatial relationship large language model

🔬 支柱一：机器人控制 (Robot Control) (1 篇)

#题目一句话要点标签🔗⭐
32 Do large language models and humans have similar behaviors in causal inference with script knowledge? 探讨大型语言模型与人类在因果推理中的相似性 manipulation 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🔗⭐
33 Teach me with a Whisper: Enhancing Large Language Models for Analyzing Spoken Transcripts using Speech Embeddings 提出音频语言知识蒸馏以提升语言模型分析口语转录的能力 distillation large language model

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