诸神缄默不语的论文阅读笔记和分类

诸神缄默不语-个人CSDN博文目录

legalAI+文本摘要算文本摘要,legalAI+其他算legalAI。

Re后面的顺序是我写笔记的顺序,论文本身的发表顺序标在论文标题前面了。

文章目录

  • GNN
    • 通用同质图节点表征
    • 通用异质图节点表征
    • 同质图链路预测
  • LLM
    • 理论
    • 实践
  • 文本摘要
  • LegalAI
    • LJP
    • 分类
    • 文本相似性
    • 案例匹配
    • 案例检索/推荐
    • 公平性
    • 事件检测
    • 信息抽取
    • 其他
  • 信息抽取
    • 意图识别+槽填充
  • 数值推理
    • MWP

GNN

通用同质图节点表征

  1. (2018 ICLR) Re37:读论文 G2G Graph2Gauss Deep Gaussian Embedding of Graphs: Unsupervised Inductive Learning via Rank
  2. (2019 ICLR) Re0:读论文 PPNP/APPNP Predict then Propagate: Graph Neural Networks meet Personalized PageRank
  3. (2019 KDD) Re3:读论文 PGE A Representation Learning Framework for Property Graphs
  4. (2021 ICLR) Re1:读论文 C&S (Correct and Smooth) Combining Label Propagation and Simple Models Out-performs Graph Ne
  5. (2020 ICLR) Re2: 读论文 CS-GNN Measuring and Improving the Use of Graph Information in Graph Neural Networks

通用异质图节点表征

  1. (2017 KDD) Re31:读论文 metapath2vec: Scalable Representation Learning for Heterogeneous Networks
  2. (2020 AAAI 滴滴+北大) Re22:读论文 HetSANN An Attention-based Graph Neural Network for Heterogeneous Structural Learning
  3. (2021 KDD 清华) Re10:读论文 Are we really making much progress? Revisiting, benchmarking, and refining heterogeneous gr

同质图链路预测

  1. (2020 IJCAI) Re9:读论文 DEAL Inductive Link Prediction for Nodes Having Only Attribute Information

LLM

理论

  1. (2020 ACL) Re26:读论文 Don’t Stop Pretraining: Adapt Language Models to Domains and Tasks
  2. (2022 ACM Computing Surveys 卡耐基梅隆大学) Re33:读论文 Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Languag

实践

  1. (2018 OpenAI) Re45:读论文 GPT-1 Improving Language Understanding by Generative Pre-Training

文本摘要

  1. (2021 AAAI) Re4:读论文 CGSum: Enhancing Scientific Papers Summarization with Citation Graph
  2. (2021 ACL 清华) Re5:读论文 TWAG: A Topic-guided Wikipedia Abstract Generator
  3. (2022 AAAI) Re12:读论文 Se3 Semantic Self-segmentation for Abstractive Summarization of Long Legal Documents in Low
  4. (2022 SIGIR) Re32:读论文 Summarizing Legal Regulatory Documents using Transformers
  5. (2022 COLING 匹兹堡大学) Re35:读论文 ArgLegalSumm: Improving Abstractive Summarization of Legal Documents with Argument Mining

LegalAI

  1. (2020 ACL) Re23:读论文 How Does NLP Benefit Legal System: A Summary of Legal Artificial Intelligence

LJP

  1. (2017 EMNLP 北大) Re7:读论文 FLA/MLAC/FactLaw Learning to Predict Charges for Criminal Cases with Legal Basis
  2. (2020 ACL) Re27:读论文 LADAN Distinguish Confusing Law Articles for Legal Judgment Prediction
  3. (2021 ACL) Re16:读论文 ILDC for CJPE: Indian Legal Documents Corpus for Court Judgment Prediction and Explanation
  4. (2021 NAACL 北大) Re18:读论文 GCI Everything Has a Cause: Leveraging Causal Inference in Legal Text Analysis
  5. (2021 SIGIR 北大+阿里) Re21:读论文 MSJudge Legal Judgment Prediction with Multi-Stage Case Representation Learning in the Real
  6. (2021 SIGIR) Re38:读论文 NeurJudge: A Circumstance-aware Neural Framework for Legal Judgment Prediction
  7. (2022 AAAI) Re6:读论文 LeSICiN: A Heterogeneous Graph-based Approach for Automatic Legal Statute Identification fro
  8. (2022 AAAI) Re14:读论文 ILLSI Interpretable Low-Resource Legal Decision Making
  9. (2022 ACL 南大) Re11:读论文 EPM Legal Judgment Prediction via Event Extraction with Constraints
  10. (2022 IJCAI 西电) Re28:读论文 CECP Charge Prediction by Constitutive Elements Matching of Crimes
  11. (2022 IPM) Re36:读论文 CEEN Improving legal judgment prediction through reinforced criminal element extraction
  12. (2022 COLING) Re 39:读论文 CTM Augmenting Legal Judgment Prediction with Contrastive Case Relations
  13. (2022 Artificial Intelligence and Law) Re41:NumLJP Judicial knowledge‑enhanced magnitude‑aware reasoning for numerical legal judgment predi

分类

  1. (2022 NAACL) Re29:读论文 D2GCLF: Document-to-Graph Classifier for Legal Document Classification

文本相似性

  1. (2020 SIGIR) Re8:读论文 Hier-SPCNet: A Legal Statute Hierarchy-based Heterogeneous Network for Computing Legal Case

案例匹配

  1. (2022 SIGIR 人大+华为) Re24:读论文 IOT-Match Explainable Legal Case Matching via Inverse Optimal Transport-based Rationale Ext

案例检索/推荐

  1. (2022 SIGIR) Re25:读论文 Lecut+JOTR Incorporating Retrieval Information into the Truncation of Ranking Lists in the
  2. (2022 ACM Transactions on Information Systems 清华+IBM) Re30:读论文 LegalGNN: Legal Information Enhanced Graph Neural Network for Recommendation

公平性

  1. (2022 AAAI) Re13:读论文 Gender and Racial Stereotype Detection in Legal Opinion Word Embeddings

事件检测

  1. (2022 ACL 清华) Re15:读论文 LEVEN: A Large-Scale Chinese Legal Event Detection Dataset

信息抽取

  1. (2021 ACL) Re17:读论文 Challenges for Information Extraction from Dialogue in Criminal Law
  2. (2021 NAACL) Re19:读论文 Paragraph-level Rationale Extraction through Regularization: A case study on European Court

其他

  1. (2021 NAACL 剑桥) Re20:读论文 What About the Precedent: An Information-Theoretic Analysis of Common Law
  2. (2022 SIGIR) Re34:读论文 Organizing Portuguese Legal Documents through Topic Discovery

信息抽取

意图识别+槽填充

  1. (2021 ACL) Re 40:读论文 GL-GIN: Fast and Accurate Non-Autoregressive Model for Joint Multiple Intent Detection and

数值推理

MWP

  1. (2014 EMNLP) Re42:读论文 ARIS Learning to Solve Arithmetic Word Problems with Verb Categorization
  2. (2017 EMNLP) Re43:读论文 DNS Deep Neural Solver for Math Word Problems
  3. (2021 OpenAI) Re44:数据集 GSM8K 和 论文 Training Verifiers to Solve Math Word Problems

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