cs.CL（2024-03-19）

📊 共 20 篇论文 | 🔗 4 篇有代码

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支柱九：具身大模型 (Embodied Foundation Models) (19 🔗4) 支柱二：RL算法与架构 (RL & Architecture) (1)

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

#题目一句话要点标签🔗⭐
1 Instructing Large Language Models to Identify and Ignore Irrelevant Conditions 提出I$^3$C以解决数学文字问题中的无关条件干扰 large language model chain-of-thought ✅
2 Pragmatic Competence Evaluation of Large Language Models for the Korean Language 评估大型语言模型在韩语中的语用能力以填补评估空白 large language model chain-of-thought
3 Towards Interpretable Hate Speech Detection using Large Language Model-extracted Rationales 提出基于大语言模型提取理性解释的仇恨言论检测方法 large language model ✅
4 Automatic Information Extraction From Employment Tribunal Judgements Using Large Language Models 利用大型语言模型自动提取就业法庭判决信息 large language model
5 Characteristic AI Agents via Large Language Models 构建特征化AI代理的基准与评估方法 large language model ✅
6 Automatic Summarization of Doctor-Patient Encounter Dialogues Using Large Language Model through Prompt Tuning 提出基于提示调优的生成模型以自动总结医患对话 large language model
7 Dated Data: Tracing Knowledge Cutoffs in Large Language Models 提出有效截止日期概念以解决LLM知识更新问题 large language model
8 Supporting Energy Policy Research with Large Language Models 利用大语言模型自动提取可再生能源规划条例 large language model
9 Agent-FLAN: Designing Data and Methods of Effective Agent Tuning for Large Language Models 提出Agent-FLAN以解决大语言模型的代理能力不足问题 large language model ✅
10 LHMKE: A Large-scale Holistic Multi-subject Knowledge Evaluation Benchmark for Chinese Large Language Models 提出LHMKE以解决中文大语言模型知识评估不足问题 large language model
11 Factorized Learning Assisted with Large Language Model for Gloss-free Sign Language Translation 提出FLa-LLM以解决无注释手语翻译中的学习效率问题 large language model
12 Dr3: Ask Large Language Models Not to Give Off-Topic Answers in Open Domain Multi-Hop Question Answering 提出Dr3机制以解决开放域多跳问答中的离题回答问题 large language model
13 Improving Generalizability of Extracting Social Determinants of Health Using Large Language Models through Prompt-tuning 通过软提示调优提升大语言模型在健康社会决定因素提取中的泛化能力 large language model
14 AlphaFin: Benchmarking Financial Analysis with Retrieval-Augmented Stock-Chain Framework 提出AlphaFin以解决金融分析中的可解释性与实时性问题 large language model chain-of-thought
15 LLMs-based Few-Shot Disease Predictions using EHR: A Novel Approach Combining Predictive Agent Reasoning and Critical Agent Instruction 提出基于LLMs的少量样本疾病预测方法以解决EHR数据利用不足问题 large language model
16 Automated Data Curation for Robust Language Model Fine-Tuning 提出CLEAR以系统化数据策划提升语言模型微调效果 large language model
17 Chart-based Reasoning: Transferring Capabilities from LLMs to VLMs 提出图表推理技术以提升视觉语言模型的推理能力 multimodal
18 Third-Party Language Model Performance Prediction from Instruction 提出第三方性能预测框架以解决指令跟随系统透明性不足问题 instruction following
19 RankPrompt: Step-by-Step Comparisons Make Language Models Better Reasoners 提出RankPrompt以解决语言模型推理错误问题 large language model

🔬 支柱二：RL算法与架构 (RL & Architecture) (1 篇)

#题目一句话要点标签🔗⭐
20 LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression 提出LLMLingua-2以解决任务无关的提示压缩问题 distillation

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