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2020 – today
- 2024
- [j6]Defu Lian, Zhenguo Gao, Xia Song, Yucheng Li, Qi Liu, Enhong Chen:
Training Recommenders Over Large Item Corpus With Importance Sampling. IEEE Trans. Knowl. Data Eng. 36(12): 9433-9447 (2024) - [c28]Ying-Chun Lin, Jennifer Neville, Jack W. Stokes, Longqi Yang, Tara Safavi, Mengting Wan, Scott Counts, Siddharth Suri, Reid Andersen, Xiaofeng Xu, Deepak Gupta, Sujay Kumar Jauhar, Xia Song, Georg Buscher, Saurabh Tiwary, Brent J. Hecht, Jaime Teevan:
Interpretable User Satisfaction Estimation for Conversational Systems with Large Language Models. ACL (1) 2024: 11100-11115 - [c27]Kian Ahrabian, Alon Benhaim, Barun Patra, Jay Pujara, Saksham Singhal, Xia Song:
On the Adaptation of Unlimiformer for Decoder-Only Transformers. LREC/COLING 2024: 12395-12402 - [i34]Ying-Chun Lin, Jennifer Neville, Jack W. Stokes, Longqi Yang, Tara Safavi, Mengting Wan, Scott Counts, Siddharth Suri, Reid Andersen, Xiaofeng Xu, Deepak Gupta, Sujay Kumar Jauhar, Xia Song, Georg Buscher, Saurabh Tiwary, Brent J. Hecht, Jaime Teevan:
Interpretable User Satisfaction Estimation for Conversational Systems with Large Language Models. CoRR abs/2403.12388 (2024) - [i33]Marah I Abdin, Sam Ade Jacobs, Ammar Ahmad Awan, Jyoti Aneja, Ahmed Awadallah, Hany Awadalla, Nguyen Bach, Amit Bahree, Arash Bakhtiari, Harkirat S. Behl, Alon Benhaim, Misha Bilenko, Johan Bjorck, Sébastien Bubeck, Martin Cai, Caio César Teodoro Mendes, Weizhu Chen, Vishrav Chaudhary, Parul Chopra, Allie Del Giorno, Gustavo de Rosa, Matthew Dixon, Ronen Eldan, Dan Iter, Amit Garg, Abhishek Goswami, Suriya Gunasekar, Emman Haider, Junheng Hao, Russell J. Hewett, Jamie Huynh, Mojan Javaheripi, Xin Jin, Piero Kauffmann, Nikos Karampatziakis, Dongwoo Kim, Mahoud Khademi, Lev Kurilenko, James R. Lee, Yin Tat Lee, Yuanzhi Li, Chen Liang, Weishung Liu, Eric Lin, Zeqi Lin, Piyush Madan, Arindam Mitra, Hardik Modi, Anh Nguyen, Brandon Norick, Barun Patra, Daniel Perez-Becker, Thomas Portet, Reid Pryzant, Heyang Qin, Marko Radmilac, Corby Rosset, Sambudha Roy, Olatunji Ruwase, Olli Saarikivi, Amin Saied, Adil Salim, Michael Santacroce, Shital Shah, Ning Shang, Hiteshi Sharma, Xia Song, Masahiro Tanaka, Xin Wang, Rachel Ward, Guanhua Wang, Philipp Witte, Michael Wyatt, Can Xu, Jiahang Xu, Sonali Yadav, Fan Yang, Ziyi Yang, Donghan Yu, Chengruidong Zhang, Cyril Zhang, Jianwen Zhang, Li Lyna Zhang, Yi Zhang, Yue Zhang, Yunan Zhang, Xiren Zhou:
Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone. CoRR abs/2404.14219 (2024) - [i32]Kian Ahrabian, Xihui Lin, Barun Patra, Vishrav Chaudhary, Alon Benhaim, Jay Pujara, Xia Song:
The Hitchhiker's Guide to Human Alignment with *PO. CoRR abs/2407.15229 (2024) - [i31]Xihui Lin, Yunan Zhang, Suyu Ge, Barun Patra, Vishrav Chaudhary, Xia Song:
Efficient LLM Training and Serving with Heterogeneous Context Sharding among Attention Heads. CoRR abs/2407.17678 (2024) - [i30]Taiwei Shi, Zhuoer Wang, Longqi Yang, Ying-Chun Lin, Zexue He, Mengting Wan, Pei Zhou, Sujay Kumar Jauhar, Xiaofeng Xu, Xia Song, Jennifer Neville:
WildFeedback: Aligning LLMs With In-situ User Interactions And Feedback. CoRR abs/2408.15549 (2024) - [i29]Johan Bjorck, Alon Benhaim, Vishrav Chaudhary, Furu Wei, Xia Song:
Scaling Optimal LR Across Token Horizon. CoRR abs/2409.19913 (2024) - [i28]Kian Ahrabian, Alon Benhaim, Barun Patra, Jay Pujara, Saksham Singhal, Xia Song:
On The Adaptation of Unlimiformer for Decoder-Only Transformers. CoRR abs/2410.01637 (2024) - [i27]Yifei He, Alon Benhaim, Barun Patra, Praneetha Vaddamanu, Sanchit Ahuja, Parul Chopra, Vishrav Chaudhary, Han Zhao, Xia Song:
Scaling Laws for Multilingual Language Models. CoRR abs/2410.12883 (2024) - [i26]Batuhan K. Karaman, Ishmam Zabir, Alon Benhaim, Vishrav Chaudhary, Mert R. Sabuncu, Xia Song:
POROver: Improving Safety and Reducing Overrefusal in Large Language Models with Overgeneration and Preference Optimization. CoRR abs/2410.12999 (2024) - 2023
- [c26]Linyuan Gong, Chenyan Xiong, Xiaodong Liu, Payal Bajaj, Yiqing Xie, Alvin Cheung
, Jianfeng Gao, Xia Song:
Model-Generated Pretraining Signals Improves Zero-Shot Generalization of Text-to-Text Transformers. ACL (1) 2023: 12933-12950 - [c25]Yutao Sun, Li Dong, Barun Patra, Shuming Ma, Shaohan Huang, Alon Benhaim, Vishrav Chaudhary, Xia Song, Furu Wei:
A Length-Extrapolatable Transformer. ACL (1) 2023: 14590-14604 - [c24]Barun Patra, Saksham Singhal, Shaohan Huang, Zewen Chi, Li Dong, Furu Wei, Vishrav Chaudhary, Xia Song:
Beyond English-Centric Bitexts for Better Multilingual Language Representation Learning. ACL (1) 2023: 15354-15373 - [c23]Hongyu Wang, Shuming Ma, Shaohan Huang, Li Dong, Wenhui Wang, Zhiliang Peng, Yu Wu, Payal Bajaj, Saksham Singhal, Alon Benhaim, Barun Patra, Zhun Liu, Vishrav Chaudhary, Xia Song, Furu Wei:
Magneto: A Foundation Transformer. ICML 2023: 36077-36092 - [c22]Shaohan Huang, Li Dong, Wenhui Wang, Yaru Hao, Saksham Singhal, Shuming Ma, Tengchao Lv, Lei Cui, Owais Khan Mohammed, Barun Patra, Qiang Liu, Kriti Aggarwal, Zewen Chi, Nils Johan Bertil Bjorck, Vishrav Chaudhary, Subhojit Som, Xia Song, Furu Wei:
Language Is Not All You Need: Aligning Perception with Language Models. NeurIPS 2023 - [i25]Shaohan Huang, Li Dong, Wenhui Wang, Yaru Hao, Saksham Singhal, Shuming Ma, Tengchao Lv, Lei Cui, Owais Khan Mohammed, Barun Patra, Qiang Liu, Kriti Aggarwal, Zewen Chi, Johan Bjorck, Vishrav Chaudhary, Subhojit Som, Xia Song, Furu Wei:
Language Is Not All You Need: Aligning Perception with Language Models. CoRR abs/2302.14045 (2023) - [i24]Linyuan Gong, Chenyan Xiong, Xiaodong Liu, Payal Bajaj, Yiqing Xie, Alvin Cheung
Model-Generated Pretraining Signals Improves Zero-Shot Generalization of Text-to-Text Transformers. CoRR abs/2305.12567 (2023) - 2022
- [j5]Xia Song, Bo Xu, Zhenzhen Zhao:
Can people experience romantic love for artificial intelligence? An empirical study of intelligent assistants. Inf. Manag. 59(2): 103595 (2022) - [c21]Zewen Chi, Shaohan Huang, Li Dong, Shuming Ma, Bo Zheng, Saksham Singhal, Payal Bajaj, Xia Song, Xian-Ling Mao, Heyan Huang, Furu Wei:
XLM-E: Cross-lingual Language Model Pre-training via ELECTRA. ACL (1) 2022: 6170-6182 - [c20]Yu Meng
Pretraining Text Encoders with Adversarial Mixture of Training Signal Generators. ICLR 2022 - [c19]Zewen Chi, Li Dong, Shaohan Huang, Damai Dai, Shuming Ma, Barun Patra, Saksham Singhal, Payal Bajaj, Xia Song, Xian-Ling Mao, Heyan Huang, Furu Wei:
On the Representation Collapse of Sparse Mixture of Experts. NeurIPS 2022 - [i23]Shaden Smith, Mostofa Patwary, Brandon Norick, Patrick LeGresley, Samyam Rajbhandari, Jared Casper, Zhun Liu, Shrimai Prabhumoye, George Zerveas, Vijay Korthikanti, Elton Zheng, Rewon Child, Reza Yazdani Aminabadi, Julie Bernauer, Xia Song, Mohammad Shoeybi, Yuxiong He, Michael Houston, Saurabh Tiwary, Bryan Catanzaro:
Using DeepSpeed and Megatron to Train Megatron-Turing NLG 530B, A Large-Scale Generative Language Model. CoRR abs/2201.11990 (2022) - [i22]Yu Meng, Chenyan Xiong, Payal Bajaj, Saurabh Tiwary, Paul Bennett, Jiawei Han, Xia Song:
Pretraining Text Encoders with Adversarial Mixture of Training Signal Generators. CoRR abs/2204.03243 (2022) - [i21]Payal Bajaj, Chenyan Xiong, Guolin Ke, Xiaodong Liu, Di He, Saurabh Tiwary, Tie-Yan Liu, Paul Bennett, Xia Song, Jianfeng Gao:
METRO: Efficient Denoising Pretraining of Large Scale Autoencoding Language Models with Model Generated Signals. CoRR abs/2204.06644 (2022) - [i20]Zewen Chi, Li Dong, Shaohan Huang, Damai Dai, Shuming Ma, Barun Patra, Saksham Singhal, Payal Bajaj, Xia Song, Furu Wei:
On the Representation Collapse of Sparse Mixture of Experts. CoRR abs/2204.09179 (2022) - [i19]Hongyu Wang, Shuming Ma, Shaohan Huang, Li Dong, Wenhui Wang, Zhiliang Peng, Yu Wu, Payal Bajaj, Saksham Singhal, Alon Benhaim, Barun Patra, Zhun Liu, Vishrav Chaudhary, Xia Song, Furu Wei:
Foundation Transformers. CoRR abs/2210.06423 (2022) - [i18]Barun Patra, Saksham Singhal, Shaohan Huang, Zewen Chi, Li Dong, Furu Wei, Vishrav Chaudhary, Xia Song:
Beyond English-Centric Bitexts for Better Multilingual Language Representation Learning. CoRR abs/2210.14867 (2022) - [i17]Shuming Ma, Hongyu Wang, Shaohan Huang, Wenhui Wang, Zewen Chi, Li Dong, Alon Benhaim, Barun Patra, Vishrav Chaudhary, Xia Song, Furu Wei:
TorchScale: Transformers at Scale. CoRR abs/2211.13184 (2022) - [i16]Yutao Sun, Li Dong, Barun Patra, Shuming Ma, Shaohan Huang, Alon Benhaim, Vishrav Chaudhary, Xia Song, Furu Wei:
A Length-Extrapolatable Transformer. CoRR abs/2212.10554 (2022) - 2021
- [j4]Jianzhao Liu, Yunjiang Zuo
Comparative Analysis of Two Machine Learning Algorithms in Predicting Site-Level Net Ecosystem Exchange in Major Biomes. Remote. Sens. 13(12): 2242 (2021) - [c18]Bo Zheng, Li Dong, Shaohan Huang, Wenhui Wang, Zewen Chi, Saksham Singhal, Wanxiang Che, Ting Liu, Xia Song, Furu Wei:
Consistency Regularization for Cross-Lingual Fine-Tuning. ACL/IJCNLP (1) 2021: 3403-3417 - [c17]Zewen Chi, Li Dong, Shuming Ma, Shaohan Huang, Saksham Singhal, Xian-Ling Mao, Heyan Huang, Xia Song, Furu Wei:
mT6: Multilingual Pretrained Text-to-Text Transformer with Translation Pairs. EMNLP (1) 2021: 1671-1683 - [c16]Bo Zheng, Li Dong, Shaohan Huang, Saksham Singhal, Wanxiang Che, Ting Liu, Xia Song, Furu Wei:
Allocating Large Vocabulary Capacity for Cross-Lingual Language Model Pre-Training. EMNLP (1) 2021: 3203-3215 - [c15]Qianlan Ying, Payal Bajaj, Budhaditya Deb, Yu Yang, Wei Wang, Bojia Lin, Milad Shokouhi, Xia Song, Yang Yang, Daxin Jiang:
Language Scaling for Universal Suggested Replies Model. NAACL-HLT (Industry Papers) 2021: 138-145 - [c14]Zewen Chi, Li Dong, Furu Wei, Nan Yang, Saksham Singhal, Wenhui Wang, Xia Song, Xian-Ling Mao, Heyan Huang, Ming Zhou:
InfoXLM: An Information-Theoretic Framework for Cross-Lingual Language Model Pre-Training. NAACL-HLT 2021: 3576-3588 - [c13]Yu Meng, Chenyan Xiong, Payal Bajaj, Saurabh Tiwary, Paul Bennett, Jiawei Han, Xia Song:
COCO-LM: Correcting and Contrasting Text Sequences for Language Model Pretraining. NeurIPS 2021: 23102-23114 - [c12]Jian Yang, Shuming Ma, Haoyang Huang, Dongdong Zhang, Li Dong, Shaohan Huang, Alexandre Muzio, Saksham Singhal, Hany Hassan, Xia Song, Furu Wei:
Multilingual Machine Translation Systems from Microsoft for WMT21 Shared Task. WMT@EMNLP 2021: 446-455 - [i15]Yu Meng, Chenyan Xiong, Payal Bajaj, Saurabh Tiwary, Paul Bennett, Jiawei Han, Xia Song:
COCO-LM: Correcting and Contrasting Text Sequences for Language Model Pretraining. CoRR abs/2102.08473 (2021) - [i14]Qianlan Ying, Payal Bajaj, Budhaditya Deb, Yu Yang, Wei Wang, Bojia Lin, Milad Shokouhi, Xia Song, Yang Yang, Daxin Jiang:
Language Scaling for Universal Suggested Replies Model. CoRR abs/2106.02232 (2021) - [i13]Bo Zheng, Li Dong, Shaohan Huang, Wenhui Wang, Zewen Chi, Saksham Singhal, Wanxiang Che, Ting Liu, Xia Song, Furu Wei:
Consistency Regularization for Cross-Lingual Fine-Tuning. CoRR abs/2106.08226 (2021) - [i12]Shuming Ma, Li Dong, Shaohan Huang, Dongdong Zhang, Alexandre Muzio, Saksham Singhal, Hany Hassan Awadalla, Xia Song, Furu Wei:
DeltaLM: Encoder-Decoder Pre-training for Language Generation and Translation by Augmenting Pretrained Multilingual Encoders. CoRR abs/2106.13736 (2021) - [i11]Zewen Chi, Shaohan Huang, Li Dong, Shuming Ma, Saksham Singhal, Payal Bajaj, Xia Song, Furu Wei:
XLM-E: Cross-lingual Language Model Pre-training via ELECTRA. CoRR abs/2106.16138 (2021) - [i10]Bo Zheng, Li Dong, Shaohan Huang, Saksham Singhal, Wanxiang Che, Ting Liu, Xia Song, Furu Wei:
Allocating Large Vocabulary Capacity for Cross-lingual Language Model Pre-training. CoRR abs/2109.07306 (2021) - [i9]Jian Yang, Shuming Ma, Haoyang Huang, Dongdong Zhang, Li Dong, Shaohan Huang, Alexandre Muzio, Saksham Singhal, Hany Hassan Awadalla, Xia Song, Furu Wei:
Multilingual Machine Translation Systems from Microsoft for WMT21 Shared Task. CoRR abs/2111.02086 (2021) - 2020
- [j3]Rong Chai
Joint Task Offloading, CNN Layer Scheduling, and Resource Allocation in Cooperative Computing System. IEEE Syst. J. 14(4): 5350-5361 (2020) - [c11]Chen Zhao, Chenyan Xiong, Corby Rosset, Xia Song, Paul N. Bennett, Saurabh Tiwary:
Transformer-XH: Multi-Evidence Reasoning with eXtra Hop Attention. ICLR 2020 - [c10]Bita Darvish Rouhani, Daniel Lo, Ritchie Zhao, Ming Liu, Jeremy Fowers, Kalin Ovtcharov, Anna Vinogradsky, Sarah Massengill, Lita Yang, Ray Bittner, Alessandro Forin, Haishan Zhu, Taesik Na, Prerak Patel, Shuai Che, Lok Chand Koppaka, Xia Song, Subhojit Som, Kaustav Das, Saurabh Tiwary, Steven K. Reinhardt, Sitaram Lanka, Eric S. Chung, Doug Burger:
Pushing the Limits of Narrow Precision Inferencing at Cloud Scale with Microsoft Floating Point. NeurIPS 2020 - [c9]Corbin Rosset, Chenyan Xiong, Xia Song, Daniel Campos, Nick Craswell, Saurabh Tiwary, Paul N. Bennett:
Leading Conversational Search by Suggesting Useful Questions. WWW 2020: 1160-1170 - [i8]Corby Rosset, Chenyan Xiong, Minh Phan, Xia Song, Paul N. Bennett, Saurabh Tiwary:
Knowledge-Aware Language Model Pretraining. CoRR abs/2007.00655 (2020) - [i7]Zewen Chi, Li Dong, Furu Wei, Nan Yang, Saksham Singhal, Wenhui Wang, Xia Song, Xian-Ling Mao, Heyan Huang, Ming Zhou:
InfoXLM: An Information-Theoretic Framework for Cross-Lingual Language Model Pre-Training. CoRR abs/2007.07834 (2020) - [i6]Shuming Ma, Jian Yang, Haoyang Huang, Zewen Chi, Li Dong, Dongdong Zhang, Hany Hassan Awadalla, Alexandre Muzio, Akiko Eriguchi, Saksham Singhal, Xia Song, Arul Menezes, Furu Wei:
XLM-T: Scaling up Multilingual Machine Translation with Pretrained Cross-lingual Transformer Encoders. CoRR abs/2012.15547 (2020)
2010 – 2019
- 2019
- [j2]Shiqi Yang, Di Yin, Xia Song, Xiaoming Dong, Gunasekaran Manogaran, George Mastorakis, Constandinos X. Mavromoustakis, Jordi Mongay Batalla
Security situation assessment for massive MIMO systems for 5G communications. Future Gener. Comput. Syst. 98: 25-34 (2019) - [c8]Armen Aghajanyan, Xia Song, Saurabh Tiwary:
Towards Language Agnostic Universal Representations. ACL (1) 2019: 4033-4041 - [c7]Jia Wang, Xia Song, Qibing Jin, Dan Song:
Research on recommender algorithm optimization based on statistics and preference model. AIPR 2019: 154-158 - [c6]Xia Song, Rong Chai, Qianbin Chen:
Joint Task Offloading, CNN Layer Scheduling and Resource Allocation in Cooperative Computing System. ChinaCom (1) 2019: 129-142 - [c5]Hongfei Zhang, Xia Song, Chenyan Xiong, Corby Rosset, Paul N. Bennett, Nick Craswell, Saurabh Tiwary:
Generic Intent Representation in Web Search. SIGIR 2019: 65-74 - [c4]Corby Rosset, Bhaskar Mitra, Chenyan Xiong, Nick Craswell, Xia Song, Saurabh Tiwary:
An Axiomatic Approach to Regularizing Neural Ranking Models. SIGIR 2019: 981-984 - [i5]Corby Rosset, Bhaskar Mitra, Chenyan Xiong, Nick Craswell, Xia Song, Saurabh Tiwary:
An Axiomatic Approach to Regularizing Neural Ranking Models. CoRR abs/1904.06808 (2019) - [i4]Hongfei Zhang, Xia Song, Chenyan Xiong, Corby Rosset, Paul N. Bennett, Nick Craswell, Saurabh Tiwary:
Generic Intent Representation in Web Search. CoRR abs/1907.10710 (2019) - 2018
- [c3]Hamed Zamani, Bhaskar Mitra, Xia Song, Nick Craswell, Saurabh Tiwary:
Neural Ranking Models with Multiple Document Fields. WSDM 2018: 700-708 - [i3]Armen Aghajanyan, Xia Song, Saurabh Tiwary:
Towards Language Agnostic Universal Representations. CoRR abs/1809.08510 (2018) - 2017
- [i2]Hamed Zamani, Bhaskar Mitra, Xia Song, Nick Craswell, Saurabh Tiwary:
Neural Ranking Models with Multiple Document Fields. CoRR abs/1711.09174 (2017) - 2016
- [c2]Xia Song, Fang Huang:
Research on the Application of Data Mining in the Field of Electronic Commerce. FSDM 2016: 65-70 - [c1]Tri Nguyen, Mir Rosenberg, Xia Song, Jianfeng Gao, Saurabh Tiwary, Rangan Majumder, Li Deng:
MS MARCO: A Human Generated MAchine Reading COmprehension Dataset. CoCo@NIPS 2016 - [i1]Tri Nguyen, Mir Rosenberg, Xia Song, Jianfeng Gao, Saurabh Tiwary, Rangan Majumder, Li Deng:
MS MARCO: A Human Generated MAchine Reading COmprehension Dataset. CoRR abs/1611.09268 (2016) - 2015
- [j1]Zhifu Tao, Huayou Chen
Uncertain linguistic fuzzy soft sets and their applications in group decision making. Appl. Soft Comput. 34: 587-605 (2015)
Coauthor Index
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