cs.CL（2024-03-31）

📊 共 19 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) (15 🔗5) 支柱二：RL算法与架构 (RL & Architecture) (3 🔗2) 支柱一：机器人控制 (Robot Control) (1 🔗1)

🔬 支柱九：具身大模型 (Embodied Foundation Models) (15 篇)

#题目一句话要点标签🔗⭐
1 MIPS at SemEval-2024 Task 3: Multimodal Emotion-Cause Pair Extraction in Conversations with Multimodal Language Models 提出MER-MCE框架以解决多模态情感原因提取问题 multimodal ✅
2 Fairness in Large Language Models: A Taxonomic Survey 综述大型语言模型中的公平性问题及解决方案 large language model
3 DiffAgent: Fast and Accurate Text-to-Image API Selection with Large Language Model 提出DiffAgent以解决T2I模型选择效率低下问题 large language model ✅
4 Extracting Social Determinants of Health from Pediatric Patient Notes Using Large Language Models: Novel Corpus and Methods 提出基于大语言模型的儿童健康社会决定因素提取方法 large language model
5 A Comprehensive Survey of Contamination Detection Methods in Large Language Models 综述大语言模型污染检测方法以应对模型完整性问题 large language model
6 Revealing Trends in Datasets from the 2022 ACL and EMNLP Conferences 揭示2022年ACL和EMNLP会议数据集趋势与洞察 large language model
7 Learning to Plan for Language Modeling from Unlabeled Data 提出自监督规划模块以提升语言模型的写作能力 large language model
8 EvoCodeBench: An Evolving Code Generation Benchmark Aligned with Real-World Code Repositories 提出EvoCodeBench以解决现有代码生成基准不足的问题 large language model
9 CHOPS: CHat with custOmer Profile Systems for Customer Service with LLMs 提出CHOPS以解决客户服务中LLM与用户档案整合不足的问题 large language model ✅
10 Can Language Models Recognize Convincing Arguments? 提出语言模型识别有说服力论点的方法 large language model
11 CoUDA: Coherence Evaluation via Unified Data Augmentation 提出CoUDA框架以提升话语连贯性评估 large language model
12 Against The Achilles' Heel: A Survey on Red Teaming for Generative Models 提出红队框架以应对生成模型的安全隐患 multimodal
13 RQ-RAG: Learning to Refine Queries for Retrieval Augmented Generation 提出RQ-RAG以解决LLM生成不准确响应的问题 large language model ✅
14 ParaICL: Towards Parallel In-Context Learning 提出ParaICL以解决输入上下文长度限制问题 large language model
15 CodeBenchGen: Creating Scalable Execution-based Code Generation Benchmarks 提出CodeBenchGen以解决代码生成基准测试的可扩展性问题 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🔗⭐
16 WavLLM: Towards Robust and Adaptive Speech Large Language Model 提出WavLLM以解决语音任务中的泛化与复杂性问题 curriculum learning large language model multimodal
17 Comparing Bad Apples to Good Oranges: Aligning Large Language Models via Joint Preference Optimization 提出联合偏好优化方法以提升大语言模型的对齐效果 DPO large language model ✅
18 Extensive Self-Contrast Enables Feedback-Free Language Model Alignment 提出自对比方法以解决语言模型对人类反馈的依赖问题 reinforcement learning RLHF DPO ✅

🔬 支柱一：机器人控制 (Robot Control) (1 篇)

#题目一句话要点标签🔗⭐
19 PID Control-Based Self-Healing to Improve the Robustness of Large Language Models 提出基于PID控制的自愈机制以提升大语言模型的鲁棒性 trajectory optimization large language model ✅

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