cs.CL（2023-10-31）

📊 共 20 篇论文 | 🔗 5 篇有代码

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支柱九：具身大模型 (Embodied Foundation Models) (18 🔗5) 支柱二：RL算法与架构 (RL & Architecture) (2)

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

#题目一句话要点标签🔗⭐
1 FollowBench: A Multi-level Fine-grained Constraints Following Benchmark for Large Language Models 提出FollowBench以解决大语言模型指令遵循评估不足的问题 large language model instruction following ✅
2 PsyCoT: Psychological Questionnaire as Powerful Chain-of-Thought for Personality Detection 提出PsyCoT以提升个性检测的准确性 large language model chain-of-thought ✅
3 Making Large Language Models Better Data Creators 提出统一数据创建管道以解决数据标注成本高的问题 large language model instruction following
4 Multi-Agent Consensus Seeking via Large Language Models 通过大语言模型实现多智能体共识寻求 large language model
5 Filter bubbles and affective polarization in user-personalized large language model outputs 探讨用户个性化大语言模型输出中的过滤气泡与情感极化问题 large language model
6 Robust Safety Classifier for Large Language Models: Adversarial Prompt Shield 提出对抗性提示保护模型以增强大语言模型的安全性 large language model
7 Do large language models solve verbal analogies like children do? 研究大型语言模型在类比推理中的表现与儿童相似 large language model
8 Theory of Mind in Large Language Models: Examining Performance of 11 State-of-the-Art models vs. Children Aged 7-10 on Advanced Tests 通过对比儿童与LLMs，探讨大语言模型的心智理论能力 large language model
9 Leveraging Word Guessing Games to Assess the Intelligence of Large Language Models 提出基于词语猜测游戏的框架以评估大型语言模型的智能 large language model
10 InstructCoder: Instruction Tuning Large Language Models for Code Editing 提出InstructCoder以解决代码编辑任务中的指令执行问题 large language model ✅
11 Video-Helpful Multimodal Machine Translation 提出EVA数据集和SAFA模型以解决多模态翻译中的歧义问题 multimodal ✅
12 Learning From Mistakes Makes LLM Better Reasoner 提出LEMA方法以提升大语言模型的推理能力 large language model ✅
13 BadLlama: cheaply removing safety fine-tuning from Llama 2-Chat 13B 提出一种低成本方法以去除Llama 2-Chat的安全微调 large language model
14 BERTwich: Extending BERT's Capabilities to Model Dialectal and Noisy Text 提出BERTwich以解决方言和噪声文本建模问题 zero-shot transfer
15 Defining a New NLP Playground 提出20多个研究方向以重塑NLP研究环境 large language model
16 AMERICANO: Argument Generation with Discourse-driven Decomposition and Agent Interaction 提出AMERICANO框架以解决论证生成问题 chain-of-thought
17 GAR-meets-RAG Paradigm for Zero-Shot Information Retrieval 提出GAR-meets-RAG范式以解决零样本信息检索问题 large language model
18 DEPN: Detecting and Editing Privacy Neurons in Pretrained Language Models 提出DEPN框架以检测和编辑预训练语言模型中的隐私神经元 large language model

🔬 支柱二：RL算法与架构 (RL & Architecture) (2 篇)

#题目一句话要点标签🔗⭐
19 Unlearn What You Want to Forget: Efficient Unlearning for LLMs 提出高效的遗忘框架以解决LLMs隐私问题 teacher-student large language model
20 On the effect of curriculum learning with developmental data for grammar acquisition 探讨课程学习对语法习得的影响 curriculum learning

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