cs.CL（2024-04-10）

📊 共 22 篇论文 | 🔗 3 篇有代码

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支柱九：具身大模型 (Embodied Foundation Models) (18 🔗3) 支柱二：RL算法与架构 (RL & Architecture) (4)

🔬 支柱九：具身大模型 (Embodied Foundation Models) (18 篇)

#题目一句话要点标签🔗⭐
1 Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on Graphs 提出Graph Chain-of-Thought以解决大型语言模型的知识幻觉问题 large language model chain-of-thought ✅
2 Lossless Acceleration of Large Language Model via Adaptive N-gram Parallel Decoding 提出自适应N-gram并行解码以加速大语言模型推理 large language model
3 Exploring Concept Depth: How Large Language Models Acquire Knowledge and Concept at Different Layers? 提出概念深度理论以揭示大语言模型知识获取机制 large language model ✅
4 A Mathematical Theory for Learning Semantic Languages by Abstract Learners 提出数学理论以解释语义语言学习中的技能出现机制 large language model foundation model Aloha
5 Dynamic Generation of Personalities with Large Language Models 提出动态个性生成方法以提升对话生成质量 large language model
6 Accelerating Inference in Large Language Models with a Unified Layer Skipping Strategy 提出统一层跳过策略以加速大语言模型推理 large language model
7 Continuous Language Model Interpolation for Dynamic and Controllable Text Generation 提出连续语言模型插值方法以实现动态可控文本生成 large language model
8 DyKnow: Dynamically Verifying Time-Sensitive Factual Knowledge in LLMs 提出动态验证时间敏感事实知识的方法以解决LLMs的过时问题 TAMP
9 MetaCheckGPT -- A Multi-task Hallucination Detector Using LLM Uncertainty and Meta-models 提出MetaCheckGPT以解决大语言模型的幻觉检测问题 large language model
10 GoEX: Perspectives and Designs Towards a Runtime for Autonomous LLM Applications 提出GoEX以解决自主LLM应用中的人机协作问题 large language model ✅
11 CulturalTeaming: AI-Assisted Interactive Red-Teaming for Challenging LLMs' (Lack of) Multicultural Knowledge 提出CulturalTeaming以解决LLMs多文化知识评估问题 large language model
12 From Model-centered to Human-Centered: Revision Distance as a Metric for Text Evaluation in LLMs-based Applications 提出修订距离指标以解决LLMs应用中的文本评估问题 large language model
13 GraSAME: Injecting Token-Level Structural Information to Pretrained Language Models via Graph-guided Self-Attention Mechanism 提出GraSAME以解决图结构与文本间的桥接问题 multimodal
14 Does Mapo Tofu Contain Coffee? Probing LLMs for Food-related Cultural Knowledge 提出FmLAMA数据集以解决LLMs文化偏见问题 large language model
15 Not All Contexts Are Equal: Teaching LLMs Credibility-aware Generation 提出可信度感知生成框架以解决RAG信息可靠性问题 large language model
16 Personality-aware Student Simulation for Conversational Intelligent Tutoring Systems 提出个性化学生模拟框架以提升对话智能辅导系统的效果 large language model
17 MathVC: An LLM-Simulated Multi-Character Virtual Classroom for Mathematics Education 提出MathVC以解决数学教育中的协作问题 large language model
18 CQIL: Inference Latency Optimization with Concurrent Computation of Quasi-Independent Layers 提出CQIL以优化推理延迟问题 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🔗⭐
19 Enhancing Question Answering for Enterprise Knowledge Bases using Large Language Models 提出EKRG框架以解决企业知识库问答问题 teacher-student large language model chain-of-thought
20 PoliTune: Analyzing the Impact of Data Selection and Fine-Tuning on Economic and Political Biases in Large Language Models 提出PoliTune以分析数据选择与微调对语言模型偏见的影响 DPO direct preference optimization large language model
21 Leave No Context Behind: Efficient Infinite Context Transformers with Infini-attention 提出Infini-attention以解决长输入Transformer模型的效率问题 linear attention large language model
22 Hybrid Multi-stage Decoding for Few-shot NER with Entity-aware Contrastive Learning 提出MsFNER以解决少样本命名实体识别问题 contrastive learning

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