Qianhui Wu

MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention

Huiqiang Jiang, Yucheng Li, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Zhenhua Han, Amir H. Abdi, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu

NeurIPS 2024 | December 2024

spotlight

Preprint Github Project

Mitigate Position Bias in Large Language Models via Scaling a Single Dimension

Yijiong Yu, Huiqiang Jiang, Xufang Luo, Qianhui Wu, Chin-Yew Lin, Dongsheng Li, Yuqing Yang, Yongfeng Huang, Lili Qiu

June 2024

Preprint

LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression

Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang, Menglin Xia, Xufang Luo, Jue Zhang, Qingwei Lin 林庆维, Victor Ruehle, Yuqing Yang, Chin-Yew Lin, H. Vicky Zhao, Lili Qiu, Dongmei Zhang

The 62nd Annual Meeting of the Association for Computational Linguistics (Findings of ACL 2024) | March 2024

Preprint Project

Decomposed Meta-Learning for Few-Shot Sequence Labeling

Tingting Ma, Qianhui Wu, Huiqiang Jiang, Jieru Lin, Börje F. Karlsson, Tiejun Zhao, Chin-Yew Lin

IEEE/ACM Transactions on Audio, Speech, and Language Processing | March 2024, pp. 1980-1993

DOI PDF Project

LLMLingua: Compressing Prompts for Accelerated Inference of Large Language Models

Huiqiang Jiang, Qianhui Wu, Chin-Yew Lin, Yuqing Yang, Lili Qiu

Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023) | December 2023

Publication Project

LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression

Huiqiang Jiang, Qianhui Wu, Xufang Luo, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu

The 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2024) | October 2023

Preprint Project

CoLaDa: A Collaborative Label Denoising Framework for Cross-lingual Named Entity Recognition

Tingting Ma, Qianhui Wu, Huiqiang Jiang, Börje F. Karlsson, Tiejun Zhao, Chin-Yew Lin

ACL 2023 | July 2023

Publication Project

Multi-Level Knowledge Distillation for Out-of-Distribution Detection in Text

Qianhui Wu, Huiqiang Jiang, Haonan Yin, Börje F. Karlsson, Chin-Yew Lin

The 61st Annual Meeting of the Association for Computational Linguistics (ACL 2023) | July 2023

Publication

On the Effectiveness of Sentence Encoding for Intent Detection Meta-Learning

Tingting Ma, Qianhui Wu, Zhiwei Yu, Tiejun Zhao, Chin-Yew Lin

2022 Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL 2022) | July 2022

Publication

Decomposed Meta-Learning for Few-Shot Named Entity Recognition

Tingting Ma, Huiqiang Jiang, Qianhui Wu, Tiejun Zhao, Chin-Yew Lin

60th Annual Meeting of the Association for Computational Linguistics (ACL 2022) | Findings | May 2022

Publication Project

AdvPicker: Effectively Leveraging Unlabeled Data via Adversarial Discriminator for Cross-Lingual NER

Weile Chen, Huiqiang Jiang, Qianhui Wu, Börje F. Karlsson, Yi Guan

59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021) | August 2021

Publication Project

BiGCNN: Bidirectional Gated Convolutional Neural Network for Chinese Named Entity Recognition

Tianyang Zhao, Haoyan Liu, Qianhui Wu, Changzhi Sun, Dongdong Zhan, Zhoujun Li

25th International Conference on Database Systems for Advanced Applications (DASFAA 2020) | September 2020

Publication

Single-/Multi-Source Cross-Lingual NER via Teacher-Student Learning on Unlabeled Data in Target Language

Qianhui Wu, Zijia Lin, Börje F. Karlsson, Jian-Guang Lou, Biqing Huang

2020 Annual Conference of the Association for Computational Linguistics (ACL 2020) | July 2020

Publication Project Project

UniTrans: Unifying Model Transfer and Data Transfer for Cross-Lingual Named Entity Recognition with Unlabeled Data

Qianhui Wu, Zijia Lin, Börje F. Karlsson, Biqing Huang, Jian-Guang Lou

29th International Joint Conference on Artificial Intelligence (IJCAI 2020) | July 2020

Publication Project Project Project

Enhanced Meta-Learning for Cross-lingual Named Entity Recognition with Minimal Resources

Qianhui Wu, Zijia Lin, Guoxin Wang, Hui Chen, Börje F. Karlsson, Biqing Huang, Chin-Yew Lin

AAAI 2020 | February 2020

Publication Project

DeepMRT at the NTCIR-14 FinNum Task: A Hybrid Neural Model for Numeral Type Classification in Financial Tweets

Qianhui Wu, Guoxin Wang, Yuying Zhu, Haoyan Liu, Börje F. Karlsson

14th NTCIR Conference on Evaluation of Information Access Technologies (NTCIR-14) | June 2019

Publication

MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention

Huiqiang Jiang, Yucheng Li, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Zhenhua Han, Amir H. Abdi, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu

NeurIPS 2024 | December 2024

spotlight

Preprint Github Project

Mitigate Position Bias in Large Language Models via Scaling a Single Dimension

Yijiong Yu, Huiqiang Jiang, Xufang Luo, Qianhui Wu, Chin-Yew Lin, Dongsheng Li, Yuqing Yang, Yongfeng Huang, Lili Qiu

June 2024

Preprint

LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression

Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang, Menglin Xia, Xufang Luo, Jue Zhang, Qingwei Lin 林庆维, Victor Ruehle, Yuqing Yang, Chin-Yew Lin, H. Vicky Zhao, Lili Qiu, Dongmei Zhang

The 62nd Annual Meeting of the Association for Computational Linguistics (Findings of ACL 2024) | March 2024

Preprint Project

Decomposed Meta-Learning for Few-Shot Sequence Labeling

Tingting Ma, Qianhui Wu, Huiqiang Jiang, Jieru Lin, Börje F. Karlsson, Tiejun Zhao, Chin-Yew Lin

IEEE/ACM Transactions on Audio, Speech, and Language Processing | March 2024, pp. 1980-1993

DOI PDF Project

LLMLingua: Compressing Prompts for Accelerated Inference of Large Language Models

Huiqiang Jiang, Qianhui Wu, Chin-Yew Lin, Yuqing Yang, Lili Qiu

Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023) | December 2023

Publication Project

LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression

Huiqiang Jiang, Qianhui Wu, Xufang Luo, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu

The 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2024) | October 2023

Preprint Project

CoLaDa: A Collaborative Label Denoising Framework for Cross-lingual Named Entity Recognition

Tingting Ma, Qianhui Wu, Huiqiang Jiang, Börje F. Karlsson, Tiejun Zhao, Chin-Yew Lin

ACL 2023 | July 2023

Publication Project

Multi-Level Knowledge Distillation for Out-of-Distribution Detection in Text

Qianhui Wu, Huiqiang Jiang, Haonan Yin, Börje F. Karlsson, Chin-Yew Lin

The 61st Annual Meeting of the Association for Computational Linguistics (ACL 2023) | July 2023

Publication

On the Effectiveness of Sentence Encoding for Intent Detection Meta-Learning

Tingting Ma, Qianhui Wu, Zhiwei Yu, Tiejun Zhao, Chin-Yew Lin

2022 Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL 2022) | July 2022

Publication

Decomposed Meta-Learning for Few-Shot Named Entity Recognition

Tingting Ma, Huiqiang Jiang, Qianhui Wu, Tiejun Zhao, Chin-Yew Lin

60th Annual Meeting of the Association for Computational Linguistics (ACL 2022) | Findings | May 2022

Publication Project

AdvPicker: Effectively Leveraging Unlabeled Data via Adversarial Discriminator for Cross-Lingual NER

Weile Chen, Huiqiang Jiang, Qianhui Wu, Börje F. Karlsson, Yi Guan

59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021) | August 2021

Publication Project

BiGCNN: Bidirectional Gated Convolutional Neural Network for Chinese Named Entity Recognition

Tianyang Zhao, Haoyan Liu, Qianhui Wu, Changzhi Sun, Dongdong Zhan, Zhoujun Li

25th International Conference on Database Systems for Advanced Applications (DASFAA 2020) | September 2020

Publication

UniTrans: Unifying Model Transfer and Data Transfer for Cross-Lingual Named Entity Recognition with Unlabeled Data

Qianhui Wu, Zijia Lin, Börje F. Karlsson, Biqing Huang, Jian-Guang Lou

29th International Joint Conference on Artificial Intelligence (IJCAI 2020) | July 2020

Publication Project Project Project

Single-/Multi-Source Cross-Lingual NER via Teacher-Student Learning on Unlabeled Data in Target Language

Qianhui Wu, Zijia Lin, Börje F. Karlsson, Jian-Guang Lou, Biqing Huang

2020 Annual Conference of the Association for Computational Linguistics (ACL 2020) | July 2020

Publication Project Project

Enhanced Meta-Learning for Cross-lingual Named Entity Recognition with Minimal Resources

Qianhui Wu, Zijia Lin, Guoxin Wang, Hui Chen, Börje F. Karlsson, Biqing Huang, Chin-Yew Lin

AAAI 2020 | February 2020

Publication Project

DeepMRT at the NTCIR-14 FinNum Task: A Hybrid Neural Model for Numeral Type Classification in Financial Tweets

Qianhui Wu, Guoxin Wang, Yuying Zhu, Haoyan Liu, Börje F. Karlsson

14th NTCIR Conference on Evaluation of Information Access Technologies (NTCIR-14) | June 2019

Publication

MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention

Huiqiang Jiang, Yucheng Li, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Zhenhua Han, Amir H. Abdi, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu

NeurIPS 2024 | December 2024

spotlight

Preprint Github Project

Mitigate Position Bias in Large Language Models via Scaling a Single Dimension

Yijiong Yu, Huiqiang Jiang, Xufang Luo, Qianhui Wu, Chin-Yew Lin, Dongsheng Li, Yuqing Yang, Yongfeng Huang, Lili Qiu

June 2024

Preprint

LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression

Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang, Menglin Xia, Xufang Luo, Jue Zhang, Qingwei Lin 林庆维, Victor Ruehle, Yuqing Yang, Chin-Yew Lin, H. Vicky Zhao, Lili Qiu, Dongmei Zhang

The 62nd Annual Meeting of the Association for Computational Linguistics (Findings of ACL 2024) | March 2024

Preprint Project

Decomposed Meta-Learning for Few-Shot Sequence Labeling

Tingting Ma, Qianhui Wu, Huiqiang Jiang, Jieru Lin, Börje F. Karlsson, Tiejun Zhao, Chin-Yew Lin

IEEE/ACM Transactions on Audio, Speech, and Language Processing | March 2024, pp. 1980-1993

DOI PDF Project

LLMLingua: Compressing Prompts for Accelerated Inference of Large Language Models

Huiqiang Jiang, Qianhui Wu, Chin-Yew Lin, Yuqing Yang, Lili Qiu

Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023) | December 2023

Publication Project

LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression

Huiqiang Jiang, Qianhui Wu, Xufang Luo, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu

The 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2024) | October 2023

Preprint Project

CoLaDa: A Collaborative Label Denoising Framework for Cross-lingual Named Entity Recognition

Tingting Ma, Qianhui Wu, Huiqiang Jiang, Börje F. Karlsson, Tiejun Zhao, Chin-Yew Lin

ACL 2023 | July 2023

Publication Project

Multi-Level Knowledge Distillation for Out-of-Distribution Detection in Text

Qianhui Wu, Huiqiang Jiang, Haonan Yin, Börje F. Karlsson, Chin-Yew Lin

The 61st Annual Meeting of the Association for Computational Linguistics (ACL 2023) | July 2023

Publication

On the Effectiveness of Sentence Encoding for Intent Detection Meta-Learning

Tingting Ma, Qianhui Wu, Zhiwei Yu, Tiejun Zhao, Chin-Yew Lin

2022 Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL 2022) | July 2022

Publication

Decomposed Meta-Learning for Few-Shot Named Entity Recognition

Tingting Ma, Huiqiang Jiang, Qianhui Wu, Tiejun Zhao, Chin-Yew Lin

60th Annual Meeting of the Association for Computational Linguistics (ACL 2022) | Findings | May 2022

Publication Project

AdvPicker: Effectively Leveraging Unlabeled Data via Adversarial Discriminator for Cross-Lingual NER

Weile Chen, Huiqiang Jiang, Qianhui Wu, Börje F. Karlsson, Yi Guan

59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021) | August 2021

Publication Project

BiGCNN: Bidirectional Gated Convolutional Neural Network for Chinese Named Entity Recognition

Tianyang Zhao, Haoyan Liu, Qianhui Wu, Changzhi Sun, Dongdong Zhan, Zhoujun Li

25th International Conference on Database Systems for Advanced Applications (DASFAA 2020) | September 2020

Publication

UniTrans: Unifying Model Transfer and Data Transfer for Cross-Lingual Named Entity Recognition with Unlabeled Data

Qianhui Wu, Zijia Lin, Börje F. Karlsson, Biqing Huang, Jian-Guang Lou

29th International Joint Conference on Artificial Intelligence (IJCAI 2020) | July 2020

Publication Project Project Project

Single-/Multi-Source Cross-Lingual NER via Teacher-Student Learning on Unlabeled Data in Target Language

Qianhui Wu, Zijia Lin, Börje F. Karlsson, Jian-Guang Lou, Biqing Huang

2020 Annual Conference of the Association for Computational Linguistics (ACL 2020) | July 2020

Publication Project Project

Enhanced Meta-Learning for Cross-lingual Named Entity Recognition with Minimal Resources

Qianhui Wu, Zijia Lin, Guoxin Wang, Hui Chen, Börje F. Karlsson, Biqing Huang, Chin-Yew Lin

AAAI 2020 | February 2020

Publication Project

DeepMRT at the NTCIR-14 FinNum Task: A Hybrid Neural Model for Numeral Type Classification in Financial Tweets

Qianhui Wu, Guoxin Wang, Yuying Zhu, Haoyan Liu, Börje F. Karlsson

14th NTCIR Conference on Evaluation of Information Access Technologies (NTCIR-14) | June 2019

Publication

MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention

Huiqiang Jiang, Yucheng Li, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Zhenhua Han, Amir H. Abdi, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu

NeurIPS 2024 | December 2024

spotlight

Preprint Github Project

Decomposed Meta-Learning for Few-Shot Sequence Labeling

Tingting Ma, Qianhui Wu, Huiqiang Jiang, Jieru Lin, Börje F. Karlsson, Tiejun Zhao, Chin-Yew Lin

IEEE/ACM Transactions on Audio, Speech, and Language Processing | March 2024, pp. 1980-1993

DOI PDF Project

Decomposed Meta-Learning for Few-Shot Named Entity Recognition

Tingting Ma, Huiqiang Jiang, Qianhui Wu, Tiejun Zhao, Chin-Yew Lin

60th Annual Meeting of the Association for Computational Linguistics (ACL 2022) | Findings | May 2022

Publication Project

AdvPicker: Effectively Leveraging Unlabeled Data via Adversarial Discriminator for Cross-Lingual NER

Weile Chen, Huiqiang Jiang, Qianhui Wu, Börje F. Karlsson, Yi Guan

59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021) | August 2021

Publication Project

BiGCNN: Bidirectional Gated Convolutional Neural Network for Chinese Named Entity Recognition

Tianyang Zhao, Haoyan Liu, Qianhui Wu, Changzhi Sun, Dongdong Zhan, Zhoujun Li

25th International Conference on Database Systems for Advanced Applications (DASFAA 2020) | September 2020

Publication

DeepMRT at the NTCIR-14 FinNum Task: A Hybrid Neural Model for Numeral Type Classification in Financial Tweets

Qianhui Wu, Guoxin Wang, Yuying Zhu, Haoyan Liu, Börje F. Karlsson

14th NTCIR Conference on Evaluation of Information Access Technologies (NTCIR-14) | June 2019

Publication

Mitigate Position Bias in Large Language Models via Scaling a Single Dimension

Yijiong Yu, Huiqiang Jiang, Xufang Luo, Qianhui Wu, Chin-Yew Lin, Dongsheng Li, Yuqing Yang, Yongfeng Huang, Lili Qiu

June 2024

Preprint

MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention

Huiqiang Jiang, Yucheng Li, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Zhenhua Han, Amir H. Abdi, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu

NeurIPS 2024 | December 2024

spotlight

Preprint Github Project

LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression

Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang, Menglin Xia, Xufang Luo, Jue Zhang, Qingwei Lin 林庆维, Victor Ruehle, Yuqing Yang, Chin-Yew Lin, H. Vicky Zhao, Lili Qiu, Dongmei Zhang

The 62nd Annual Meeting of the Association for Computational Linguistics (Findings of ACL 2024) | March 2024

Preprint Project

LLMLingua: Compressing Prompts for Accelerated Inference of Large Language Models

Huiqiang Jiang, Qianhui Wu, Chin-Yew Lin, Yuqing Yang, Lili Qiu

Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023) | December 2023

Publication Project

LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression

Huiqiang Jiang, Qianhui Wu, Xufang Luo, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu

The 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2024) | October 2023

Preprint Project

CoLaDa: A Collaborative Label Denoising Framework for Cross-lingual Named Entity Recognition

Tingting Ma, Qianhui Wu, Huiqiang Jiang, Börje F. Karlsson, Tiejun Zhao, Chin-Yew Lin

ACL 2023 | July 2023

Publication Project

Multi-Level Knowledge Distillation for Out-of-Distribution Detection in Text

Qianhui Wu, Huiqiang Jiang, Haonan Yin, Börje F. Karlsson, Chin-Yew Lin

The 61st Annual Meeting of the Association for Computational Linguistics (ACL 2023) | July 2023

Publication

On the Effectiveness of Sentence Encoding for Intent Detection Meta-Learning

Tingting Ma, Qianhui Wu, Zhiwei Yu, Tiejun Zhao, Chin-Yew Lin

2022 Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL 2022) | July 2022

Publication

Decomposed Meta-Learning for Few-Shot Named Entity Recognition

Tingting Ma, Huiqiang Jiang, Qianhui Wu, Tiejun Zhao, Chin-Yew Lin

60th Annual Meeting of the Association for Computational Linguistics (ACL 2022) | Findings | May 2022

Publication Project

AdvPicker: Effectively Leveraging Unlabeled Data via Adversarial Discriminator for Cross-Lingual NER

Weile Chen, Huiqiang Jiang, Qianhui Wu, Börje F. Karlsson, Yi Guan

59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021) | August 2021

Publication Project

BiGCNN: Bidirectional Gated Convolutional Neural Network for Chinese Named Entity Recognition

Tianyang Zhao, Haoyan Liu, Qianhui Wu, Changzhi Sun, Dongdong Zhan, Zhoujun Li

25th International Conference on Database Systems for Advanced Applications (DASFAA 2020) | September 2020

Publication

UniTrans: Unifying Model Transfer and Data Transfer for Cross-Lingual Named Entity Recognition with Unlabeled Data

Qianhui Wu, Zijia Lin, Börje F. Karlsson, Biqing Huang, Jian-Guang Lou

29th International Joint Conference on Artificial Intelligence (IJCAI 2020) | July 2020

Publication Project Project Project

Single-/Multi-Source Cross-Lingual NER via Teacher-Student Learning on Unlabeled Data in Target Language

Qianhui Wu, Zijia Lin, Börje F. Karlsson, Jian-Guang Lou, Biqing Huang

2020 Annual Conference of the Association for Computational Linguistics (ACL 2020) | July 2020

Publication Project Project

Enhanced Meta-Learning for Cross-lingual Named Entity Recognition with Minimal Resources

Qianhui Wu, Zijia Lin, Guoxin Wang, Hui Chen, Börje F. Karlsson, Biqing Huang, Chin-Yew Lin

AAAI 2020 | February 2020

Publication Project

DeepMRT at the NTCIR-14 FinNum Task: A Hybrid Neural Model for Numeral Type Classification in Financial Tweets

Qianhui Wu, Guoxin Wang, Yuying Zhu, Haoyan Liu, Börje F. Karlsson

14th NTCIR Conference on Evaluation of Information Access Technologies (NTCIR-14) | June 2019

Publication

Decomposed Meta-Learning for Few-Shot Sequence Labeling

Tingting Ma, Qianhui Wu, Huiqiang Jiang, Jieru Lin, Börje F. Karlsson, Tiejun Zhao, Chin-Yew Lin

IEEE/ACM Transactions on Audio, Speech, and Language Processing | March 2024, pp. 1980-1993

DOI PDF Project