基本信息
林政  女  博导  中国科学院信息工程研究所
电子邮件: linzheng@iie.ac.cn
通信地址: 北京市海淀区树村路19号中科院信工所2号楼
邮政编码: 100085

研究领域

研究方向:自然语言处理、多模态分析、认知计算

具体包括:情感分析、问答系统、文本生成、大模型轻量化

招生信息

1. 具备推免资格,计算机相关专业,具有良好的数学、英语、编程、逻辑能力;

2. 本科期间发表过人工智能、自然语言处理等领域论文优先;

3. 希望保研生大四可以来实验室客座或者远程毕设,打好基础,做好科研过渡;


想要更多了解小组情况,可以关注:iienlp.github.io

招生专业
081203-计算机应用技术
083900-网络空间安全
招生方向
自然语言处理,多模态分析
信息内容安全

工作经历

   
工作简历
2022-10~现在, 中国科学院信息工程研究所, 研究员
2016-10~2022-10,中国科学院信息工程研究所, 副研究员
2014-07~2016-10,中国科学院信息工程研究所, 助理研究员
社会兼职
2022-07-01-2027-07-31,中国指挥与控制学会, 信息融合专委会委员
2022-01-01-今,NeurIPS审稿人,
2022-01-01-今,ICML审稿人,
2021-01-01-今,ACL 2021 审稿人,
2021-01-01-今,EMNLP 2021 审稿人,
2021-01-01-今,AAAI 2021审稿人,
2019-08-30-2024-08-31,CCF大数据专委通讯委员,
2018-01-01-今,IEEE-ACM Transactions on Audio Speech and Language Processing审稿人,
2016-01-01-今,中文信息学报审稿人,
2016-01-01-今,计算机学报审稿人,

教授课程

信息检索导论
文献阅读
深度学习与自然语言处理

专利与奖励

   
奖励信息
(1) 军事科学技术进步奖, 一等奖, 部委级, 2022
(2) 全国第二届军事智能-机器阅读挑战赛, 一等奖, 国家级, 2019
(3) F5000优秀论文, 部委级, 2019
(4) 全国第一届军事智能-机器阅读挑战赛, 一等奖, 国家级, 2018

出版信息

  1. Multimodal Table Understanding. ACL, 2024

  2. Light-PEFT: Lightening Parameter-Efficient Fine-Tuning via Early Pruning. findings of ACL, 2024

  3. Pruning Large Language Models to Intra-module Low-rank Structure with Transitional Activations. findings of ACL, 2024

  4. A Pedestrian is Worth One Prompt: Towards Language Guidance Person Re-Identification. CVPR, 2024

  5. Object Attribute Matters in Visual Question Answering. AAAI, 2024

  6. Multi-level Adaptive Contrastive Learning for Knowledge Internalization in Dialogue Generation. EMNLP, 2023

  7. Compressing and Debiasing Vision-Language Pre-Trained Models for Visual Question Answering. EMNLP, 2023

  8. An Empirical Study of Instruction-tuning Large Language Models in Chinese.  findings of EMNLP, 2023

  9. Chain-of-Thought Reasoning in Tabular Language Models. findings of EMNLP, 2023

  10. IM-TQA: A Chinese Table Question Answering Dataset with Implicit and Multi-type Table Structures. ACL, 2023

  11. Combo of Thinking and Observing for Outside-Knowledge VQAACL, 2023

  12. A Gradient Control Method for Backdoor Attacks on Parameter-Efficient TuningACL, 2023

  13. Question-Interlocutor Scope Realized Graph Modeling over Key Utterances for Dialogue Reading Comprehension. Findings of  ACL, 2023

  14. Maximum Entropy Loss, the Silver Bullet Targeting Backdoor Attacks in Pre-trained Language ModelsFindings of  ACL, 2023

  15. Divide, Conquer, and Combine: Mixture of Semantic-Independent Experts for Zero-Shot Dialogue State TrackingACL, 2023

  16. DiffusEmp: A Diffusion Model-Based Framework with Multi-Grained Control for Empathetic Response GenerationACL, 2023

  17. Retrieve-and-Sample: Document-level Event Argument Extraction via Hybrid Retrieval AugmentationACL, 2023

  18. Explainable Hyperbolic Temporal Point Process for User-Item Interaction Sequence Generation. TOIS, 2023

  19. Multi-Aspect Heterogeneous Graph Augmentation. WWW, 2023

  20. Towards Polymorphic Adversarial Examples Generation for Short Text. ICASSP, 2023

  21. SERI: SkEtching-Reasoning-Integrating Progressive Workflow for Empathetic Response GenerationICASSP, 2023

  22. Explainable Hyperbolic Temporal Point Process for User-Item Interaction Sequence Generation. ACM Transactions on Information Systems, 2022

  23. A Win-win Deal: Towards Sparse and Robust Pre-trained Language Models. NeurIPS, 2022 
  24. Detach and Attach: Stylized Image Captioning without Paired Stylized Dataset. ACM MM, 2022
  25. Neutral Utterances are Also Causes: Enhancing Conversational Causal Emotion Entailment with Social Commonsense Knowledge. IJCAI, 2022
  26. Neural Label Search for Zero-Shot Multi-Lingual Extractive Summarization. ACL, 2022
  27. COST-EFF: Collaborative Optimization of Spatial and Temporal Efficiency with Slenderized Multi-exit Language Models. EMNLP, 2022
  28. Language Prior Is Not the Only Shortcut: A Benchmark for Shortcut Learning in VQA. findings of EMNLP, 2022
  29. Empathetic Dialogue Generation via Sensitive Emotion Recognition and Sensible Knowledge Selection. findings of EMNLP, 2022
  30. Towards Robust Visual Question Answering: Making the Most of Biased Samples via Contrastive Learning. findings of EMNLP, 2022
  31. Target Really Matters: Target-aware Contrastive Learning and Consistency Regularization for Few-shot Stance Detection. COLING, 2022
  32. TAKE: Topic-shift Aware Knowledge sElection for Dialogue Generation. COLING, 2022

  33. Slot Dependency Modeling for Zero-Shot Cross-Domain Dialogue State Tracking. COLING, 2022

  34. CLIO: Role-interactive Multi-event Head Attention Network for Document-level Event Extraction. COLING, 2022

  35. Learning to Win Lottery Tickets in BERT Transfer via Task-agnostic Mask Training. NAACL, 2022
  36. Cross-Target Stance Detection via Refined Meta-Learning. ICASSP, 2022
  37. Connecting Targets via Latent Topics and Contrastive Learning: A Unified Framework for Robust Zero-shot and Few-shot Stance Detection. ICASSP, 2022
  38. Addressing Extraction and Generation Separately:  Keyphrase Prediction with Pre-trained Language Models. IEEE Transactions on Audio, Speech and Language Processing, 2021
  39. Sarcasm Detection with Commonsense Knowledge. IEEE Transactions on Audio, Speech and Language Processing, 2021
  40. Past, Present, and Future: Conversational Emotion Recognition through Structural Modeling of Psychological Knowledge. Findings of EMNLP, 2021
  41. Check It Again: Progressive Visual Question Answering via Visual Entailment. ACL, 2021
  42. Marginal Utility Diminishes: Exploring the Minimum Knowledge for BERT Knowledge Distillation. ACL, 2021
  43. Enhanching Zero-shot and Few-shot Stance Detection with Commonsense Knowledge Graph. Findings of  ACL, 2021
  44. ROSITA: Refined BERT Compression with Integrated Technique. AAAI, 2021
  45. Learning Class-Transductive Intent Representations for Zero-shot IntentDetection. IJCAI, 2021
  46. MACROBERT: Maximizing Certified Region of BERT to Adversarial Word Substitutions. DASFAA, 2021
  47. Modeling Intra and Inter-modality Incongruity for Multi-Modal Sarcasm Detection. Findings of EMNLP, 2020
  48. Joint Character-Level Word Embedding and Adversarial Stability Training to Defend Adversarial Text. AAAI, 2020
  49. Modeling the Incongruity between Sentence Snippets for Sarcasm Detection. ECAI, 2020
  50. Generating Paraphrase with Topic as Prior Knowledge. CIKM, 2019
  51. Ranking and Sampling in Open-Domain Question Answering. EMNLP, 2019
  52. Learning Sentiment-Specific Word Embedding via Global Sentiment Representation. AAAI, 2018
  53. Deep Uniqueness-aware Hashing for Fine-grained Multi-label Image Retrieval. ICASSP, 2018
  54. Deep Supervised Hashing for Multi-Label and Large-Scale Image Retrieval. ICMR, 2017
  55. An Unsupervised Cross-Lingual Topic Model Framework for Sentiment Classification, IEEE/ACM Transactions on Audio, Speech and Language Processing, 2016
  56. A Word Vector and Matrix Factorization Based Method for Opinion Lexicon Extraction. WWW, 2015
  57. A Cross-Lingual Joint  Aspect/Sentiment Model for Sentiment Analysis. CIKM, 2014
  58. Towards jointly extracting aspects and aspect-specific sentiment knowledge. CIKM, 2012
  59. Find me opinion sources in blogosphere: a unified framework for opinionated blog feed retrieval. WSDM, 2012
  60. Effective and efficient?bilingual sentiment lexicon extraction using collocation alignment. CIKM, 2012
  61. Language-independent sentiment classification using three common words. CIKM, 2011
  62. 智能回复系统研究综述. 信息安全学报,2020
  63. 文本情绪分析综述. 计算机研究与发展,2018
  64. 一种面向大规模社会信息网络的多层社区发现算法. 计算机学报,2016

发表著作
(1) 文本情感分析, Text Sentiment Analysis, 清华大学出版社, 2019-12, 第 1 作者
(2) 情感分析进阶, Advanced Sentiment Analysis, 机械工业出版社, 2023-03, 第 1 作者

科研活动

科研项目
( 1 ) 观点大模型, 负责人, 国家任务, 2024-03--2024-12
( 2 ) 某行业大模型, 负责人, 国家任务, 2024-01--2025-12
( 3 ) 多模态情绪分析, 负责人, 国家任务, 2023-11--2025-11
( 4 ) 大模型轻量化, 负责人, 国家任务, 2023-06--2025-06
( 5 ) 大模型推理技术, 负责人, 境内委托项目, 2023-05--2024-05
( 6 ) 大模型行业助理, 负责人, 国家任务, 2023-01--2024-12
( 7 ) 情绪感知与知识增强的文本生成技术研究, 负责人, 国家任务, 2020-01--2023-12
( 8 ) 识别与研判技术(二期), 负责人, 国家任务, 2019-10--2020-09
( 9 ) 网络信息平台(二期), 参与, 国家任务, 2019-09--2021-09
( 10 ) 态势感知技术研究, 负责人, 国家任务, 2019-02--2022-01
( 11 ) 识别与消解技术(一期), 负责人, 国家任务, 2018-10--2019-09
( 12 ) 网络信息平台(一期), 参与, 国家任务, 2016-05--2017-11
( 13 ) 短文本情感分析关键技术研究, 负责人, 国家任务, 2016-01--2018-12