cs.CL（2024-03-21）

📊 共 32 篇论文 | 🔗 7 篇有代码

🎯 兴趣领域导航

支柱九：具身大模型 (Embodied Foundation Models) (27 🔗5) 支柱二：RL算法与架构 (RL & Architecture) (5 🔗2)

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

#题目一句话要点标签🔗⭐
1 A Multimodal Approach to Device-Directed Speech Detection with Large Language Models 提出多模态方法以提升设备导向语音检测性能 large language model multimodal
2 ChainLM: Empowering Large Language Models with Improved Chain-of-Thought Prompting 提出CoTGenius框架以提升大语言模型的推理能力 large language model chain-of-thought ✅
3 LayoutLLM: Large Language Model Instruction Tuning for Visually Rich Document Understanding 提出LayoutLLM以解决视觉丰富文档理解问题 large language model multimodal
4 Lexicon-Level Contrastive Visual-Grounding Improves Language Modeling 提出LexiContrastive Grounding以提升语言模型的表现 multimodal visual grounding
5 RakutenAI-7B: Extending Large Language Models for Japanese 提出RakutenAI-7B以优化日语大语言模型性能 large language model foundation model
6 A Chain-of-Thought Prompting Approach with LLMs for Evaluating Students' Formative Assessment Responses in Science 提出基于链式思维提示的LLMs评估学生科学形成性评估响应 large language model chain-of-thought
7 Improving the Robustness of Large Language Models via Consistency Alignment 提出一致性对齐方法以增强大语言模型的鲁棒性 large language model instruction following
8 Dermacen Analytica: A Novel Methodology Integrating Multi-Modal Large Language Models with Machine Learning in tele-dermatology 提出Dermacen Analytica以解决皮肤病远程诊断问题 large language model
9 The opportunities and risks of large language models in mental health 探讨大型语言模型在心理健康领域的机遇与风险 large language model
10 MOGAM: A Multimodal Object-oriented Graph Attention Model for Depression Detection 提出MOGAM以解决社交媒体抑郁症早期检测问题 multimodal
11 Multi-Level Feedback Generation with Large Language Models for Empowering Novice Peer Counselors 利用大型语言模型生成多层次反馈以支持新手同伴辅导员 large language model
12 Protected group bias and stereotypes in Large Language Models 研究大型语言模型中的保护群体偏见与刻板印象 large language model
13 AutoRE: Document-Level Relation Extraction with Large Language Models 提出AutoRE以解决文档级关系抽取问题 large language model ✅
14 Large Language Models for Multi-Choice Question Classification of Medical Subjects 提出MQ Sequence-BERT以解决医学主题多选题分类问题 large language model
15 ChatGPT Alternative Solutions: Large Language Models Survey 综述大型语言模型的研究进展与未来方向 large language model
16 Locating and Mitigating Gender Bias in Large Language Models 提出LSDM方法以解决大型语言模型中的性别偏见问题 large language model
17 Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question Complexity 提出自适应QA框架以解决查询复杂性问题 large language model ✅
18 EDT: Improving Large Language Models' Generation by Entropy-based Dynamic Temperature Sampling 提出基于熵的动态温度采样方法以提升大语言模型生成效果 large language model
19 M$^3$AV: A Multimodal, Multigenre, and Multipurpose Audio-Visual Academic Lecture Dataset 提出M$^3$AV数据集以解决多模态学术视频理解问题 multimodal
20 Building Accurate Translation-Tailored LLMs with Language Aware Instruction Tuning 提出双阶段微调算法以解决低资源语言翻译问题 large language model instruction following ✅
21 Benchmarking Chinese Commonsense Reasoning of LLMs: From Chinese-Specifics to Reasoning-Memorization Correlations 提出CHARM基准以评估中文LLMs的常识推理能力 large language model chain-of-thought ✅
22 ERD: A Framework for Improving LLM Reasoning for Cognitive Distortion Classification 提出ERD框架以提升LLM在认知扭曲分类中的推理能力 large language model
23 Sequence-to-Sequence Language Models for Character and Emotion Detection in Dream Narratives 提出序列到序列语言模型以自动检测梦境叙述中的角色与情感 large language model
24 Open Conversational LLMs do not know most Spanish words 评估开放对话LLM对西班牙词汇的掌握能力 large language model
25 Learning and communication pressures in neural networks: Lessons from emergent communication 通过引入归纳偏差解决神经网络的语言学习与沟通压力问题 large language model
26 WikiFactDiff: A Large, Realistic, and Temporally Adaptable Dataset for Atomic Factual Knowledge Update in Causal Language Models 提出WikiFactDiff数据集以解决语言模型知识更新问题 large language model
27 K-Act2Emo: Korean Commonsense Knowledge Graph for Indirect Emotional Expression 提出K-Act2Emo以解决间接情感表达推理问题 large language model

🔬 支柱二：RL算法与架构 (RL & Architecture) (5 篇)

#题目一句话要点标签🔗⭐
28 MMIDR: Teaching Large Language Model to Interpret Multimodal Misinformation via Knowledge Distillation 提出MMIDR框架以解决多模态虚假信息检测问题 distillation large language model multimodal
29 Detoxifying Large Language Models via Knowledge Editing 通过知识编辑技术去毒化大型语言模型 DPO large language model ✅
30 Reinforcement Learning from Reflective Feedback (RLRF): Aligning and Improving LLMs via Fine-Grained Self-Reflection 提出反思反馈强化学习框架以提升大语言模型性能 reinforcement learning RLHF
31 From Large to Tiny: Distilling and Refining Mathematical Expertise for Math Word Problems with Weakly Supervision 提出两阶段框架以解决数学文字问题的弱监督学习挑战 distillation large language model
32 M3: A Multi-Task Mixed-Objective Learning Framework for Open-Domain Multi-Hop Dense Sentence Retrieval 提出M3框架以解决开放域多跳密集句子检索问题 representation learning contrastive learning ✅

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