cs.CL（2024-04-18）

📊 共 24 篇论文 | 🔗 8 篇有代码

🎯 兴趣领域导航

支柱九：具身大模型 (Embodied Foundation Models) (19 🔗5) 支柱二：RL算法与架构 (RL & Architecture) (4 🔗2) 支柱六：视频提取与匹配 (Video Extraction) (1 🔗1)

🔬 支柱九：具身大模型 (Embodied Foundation Models) (19 篇)

#题目一句话要点标签🔗⭐
1 RAGAR, Your Falsehood Radar: RAG-Augmented Reasoning for Political Fact-Checking using Multimodal Large Language Models 提出RAGAR以解决政治领域虚假信息检测问题 large language model multimodal
2 Large Language Models in Targeted Sentiment Analysis 利用大语言模型进行针对性情感分析 large language model chain-of-thought ✅
3 Reka Core, Flash, and Edge: A Series of Powerful Multimodal Language Models 提出Reka系列多模态语言模型以提升多种输入处理能力 multimodal
4 Simultaneous Interpretation Corpus Construction by Large Language Models in Distant Language Pair 提出LLM-SI-Corpus以解决同声传译语料不足问题 large language model ✅
5 Augmenting emotion features in irony detection with Large language modeling 提出基于大语言模型的情感特征增强方法以提升讽刺检测能力 large language model
6 Advancing the Robustness of Large Language Models through Self-Denoised Smoothing 提出自去噪平滑方法以增强大语言模型的鲁棒性 large language model ✅
7 NormAd: A Framework for Measuring the Cultural Adaptability of Large Language Models 提出NormAd框架以评估大型语言模型的文化适应性 large language model
8 Enhancing Embedding Performance through Large Language Model-based Text Enrichment and Rewriting 通过大语言模型文本增强与重写提升嵌入性能 large language model
9 Stance Detection on Social Media with Fine-Tuned Large Language Models 利用微调的大型语言模型提升社交媒体立场检测能力 large language model
10 Uncovering Safety Risks of Large Language Models through Concept Activation Vector 提出安全概念激活向量框架以揭示大型语言模型的安全风险 large language model ✅
11 Parallel Decoding via Hidden Transfer for Lossless Large Language Model Acceleration 提出隐转移方法以加速无损大语言模型解码 large language model
12 RAGCache: Efficient Knowledge Caching for Retrieval-Augmented Generation 提出RAGCache以解决RAG系统中的高计算和内存成本问题 large language model
13 Toward Self-Improvement of LLMs via Imagination, Searching, and Criticizing 提出AlphaLLM以解决LLMs自我改进问题 large language model
14 TriForce: Lossless Acceleration of Long Sequence Generation with Hierarchical Speculative Decoding 提出TriForce以解决长序列生成中的KV缓存瓶颈问题 large language model ✅
15 Autoformalizing Natural Language to First-Order Logic: A Case Study in Logical Fallacy Detection 提出NL2FOL框架以解决自然语言到一阶逻辑的自动形式化问题 large language model
16 From Form(s) to Meaning: Probing the Semantic Depths of Language Models Using Multisense Consistency 提出多感知一致性测试以评估语言模型的理解能力 large language model
17 A Survey of Automatic Hallucination Evaluation on Natural Language Generation 提出系统化框架以解决自动幻觉评估的挑战 large language model
18 CrossIn: An Efficient Instruction Tuning Approach for Cross-Lingual Knowledge Alignment 提出CrossIn以解决多语言模型的知识对齐问题 large language model
19 EVIT: Event-Oriented Instruction Tuning for Event Reasoning 提出事件导向指令调优方法以提升事件推理能力 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🔗⭐
20 Token-level Direct Preference Optimization 提出Token级直接偏好优化以解决LLM对人类偏好的对齐问题 PPO RLHF DPO ✅
21 BIRD: A Trustworthy Bayesian Inference Framework for Large Language Models 提出BIRD框架以提高大语言模型的概率估计准确性 predictive model large language model
22 When LLMs are Unfit Use FastFit: Fast and Effective Text Classification with Many Classes 提出FastFit以解决多类文本分类的速度与准确性问题 contrastive learning large language model
23 OpenBezoar: Small, Cost-Effective and Open Models Trained on Mixes of Instruction Data 提出OpenBezoar以解决小型模型训练成本高的问题 RLHF DPO ✅

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

#题目一句话要点标签🔗⭐
24 Sequential Compositional Generalization in Multimodal Models 提出CompAct数据集以解决多模态模型的序列组合泛化问题 egocentric multimodal ✅

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