cs.CL（2024-11-05）

📊 共 17 篇论文 | 🔗 3 篇有代码

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支柱九：具身大模型 (Embodied Foundation Models) (14 🔗3) 支柱二：RL算法与架构 (RL & Architecture) (3)

🔬 支柱九：具身大模型 (Embodied Foundation Models) (14 篇)

#题目一句话要点标签🔗⭐
1 Exploring the Benefits of Domain-Pretraining of Generative Large Language Models for Chemistry 化学领域预训练大语言模型：提升化学任务性能，优于通用模型 large language model foundation model
2 Benchmarking Multimodal Retrieval Augmented Generation with Dynamic VQA Dataset and Self-adaptive Planning Agent 提出OmniSearch，一种自适应多模态检索增强生成方法，解决动态VQA任务中现有方法的不足。 large language model multimodal ✅
3 A Natural Language Processing Approach to Support Biomedical Data Harmonization: Leveraging Large Language Models 利用大型语言模型进行生物医学数据协调的自然语言处理方法 large language model
4 Automatic Generation of Question Hints for Mathematics Problems using Large Language Models in Educational Technology 利用大型语言模型自动生成数学问题提示，提升智能辅导系统效果 large language model
5 Leveraging Large Language Models in Code Question Answering: Baselines and Issues 利用大型语言模型解决代码问答，分析基线方法与问题 large language model ✅
6 Exploring Large Language Models for Specialist-level Oncology Care 利用大型语言模型AMIE探索肿瘤专科级别的乳腺癌诊疗辅助 large language model
7 Growing a Tail: Increasing Output Diversity in Large Language Models 通过增加输出多样性，提升大型语言模型生成结果的长尾效应 large language model
8 On the Loss of Context-awareness in General Instruction Fine-tuning 通用指令微调中上下文感知能力丧失问题研究与缓解方案 large language model instruction following
9 MetRex: A Benchmark for Verilog Code Metric Reasoning Using LLMs 提出MetRex基准数据集，评估LLM在Verilog代码综合后指标推理中的能力。 large language model chain-of-thought
10 Change Is the Only Constant: Dynamic LLM Slicing based on Layer Redundancy 提出动态层切片方法以提升大语言模型的压缩效率 large language model ✅
11 TokenSelect: Efficient Long-Context Inference and Length Extrapolation for LLMs via Dynamic Token-Level KV Cache Selection TokenSelect：通过动态Token级KV缓存选择实现LLM的高效长上下文推理和长度外推 large language model
12 Graph-DPEP: Decomposed Plug and Ensemble Play for Few-Shot Document Relation Extraction with Graph-of-Thoughts Reasoning 提出Graph-DPEP框架，利用图推理增强LLM在少样本文档关系抽取中的性能。 large language model
13 Usefulness of LLMs as an Author Checklist Assistant for Scientific Papers: NeurIPS'24 Experiment 利用LLM作为作者自检助手提升科研论文质量：NeurIPS'24实验分析 large language model
14 LLMs for Domain Generation Algorithm Detection 利用大型语言模型检测域名生成算法，提升恶意域名识别能力 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🔗⭐
15 Multimodal Commonsense Knowledge Distillation for Visual Question Answering 提出基于图的跨模态常识知识蒸馏框架，提升视觉问答模型性能。 teacher-student distillation large language model
16 Toward Robust Incomplete Multimodal Sentiment Analysis via Hierarchical Representation Learning 提出HRLF框架，解决不确定模态缺失下的鲁棒多模态情感分析问题 representation learning multimodal
17 Textual Aesthetics in Large Language Models 提出TAPO：一种基于文本美学偏好优化的LLM微调方法，提升文本生成质量。 direct preference optimization large language model

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