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Liu, Tianyu

  1. Qwen2.5-Coder Technical Report
    2024/09/18 by Binyuan Hui, Jian Yang, Hui, Binyuan +46 · 2 voices · 292 citations
    Engineering · #Advanced MEMS and NEMS Technologies #cs.CL
  2. A Survey on In-context Learning
    2022/12/31 by Qingxiu Dong, Dong, Qingxiu, Lei Li +23 · 4 voices · 116 citations
    Computer Science · #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling #cs.AI #cs.CL
  3. Qwen2 Technical Report
    2024/07/15 by Yang, An, Yang, Baosong, Hui, Binyuan +59 · 345 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  4. Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement
    2024/09/18 by Yang An, Yang, An, Beichen Zhang +29 · 254 citations
    Computer Science · Engineering · #Intelligent Tutoring Systems and Adaptive Learning #Educational Technology and Assessment #Advanced Data Processing Techniques
  5. Large Language Models are not Fair Evaluators
    2023/05/29 by Wang, Peiyi, Li, Lei, Chen, Liang +7 · 126 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Retrieval (cs.IR)
  6. An Image is Worth 1/2 Tokens After Layer 2: Plug-and-Play Inference Acceleration for Large Vision-Language Models
    2024/03/11 by Liang Chen, Chen, Liang, Haozhe Zhao +11 · 126 citations
    Computer Science · Medicine · #Multimodal Machine Learning Applications #COVID-19 diagnosis using AI
  7. LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual Contexts
    2024/07/06 by Yijia Xiao, Edward W. Sun, Xiao, Yijia +5 · 63 citations
    Computer Science · #Semantic Web and Ontologies #Natural Language Processing Techniques
  8. PyramidKV: Dynamic KV Cache Compression based on Pyramidal Information Funneling
    2024/06/04 by Zefan Cai, Yichi Zhang, Cai, Zefan +17 · 58 citations
    Computer Science · #Advanced Data Compression Techniques #Algorithms and Data Compression #Artificial Intelligence (cs.AI) #Caching and Content Delivery #Computation and Language (cs.CL) #FOS: Computer and information sciences
  9. Unlocking Efficiency in Large Language Model Inference: A Comprehensive Survey of Speculative Decoding
    2024/01/15 by Heming Xia, Xia, Heming, Zhe Yang +15 · 40 citations
    Computer Science · Social Sciences · #Computation and Language (cs.CL) #Computational and Text Analysis Methods #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
  10. Omni-MATH: A Universal Olympiad Level Mathematic Benchmark For Large Language Models
    2024/10/10 by Gao, Bofei, Song, Feifan, Yang, Zhe +17 · 52 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  11. SuperGPQA: Scaling LLM Evaluation across 285 Graduate Disciplines
    2025/02/20 by M-A-P Team, Xinrun Du, P Team +179 · 69 citations
    Social Sciences · #Artificial Intelligence in Law #Computation and Language (cs.CL) #FOS: Computer and information sciences
  12. From Code Foundation Models to Agents and Applications: A Comprehensive Survey and Practical Guide to Code Intelligence
    2025/11/23 by Jian Yang, Yang, Jian, Xianglong Liu +143 · 7 voices · 1 citation
    Computer Science · #Explainable Artificial Intelligence (XAI) #Machine Learning and Data Classification #Software Engineering Research #cs.CL #cs.SE
  13. Formal Aspects of Language Modeling
    2023/11/07 by Ryan Cotterell, Anej Svete, Cotterell, Ryan +7 · 2 voices · 4 citations
    Computer Science · #Natural Language Processing Techniques #cs.CL
  14. TorchTitan: One-stop PyTorch native solution for production ready LLM pre-training
    2024/10/09 by Wanchao Liang, Liang, Wanchao, Tianyu Liu +23 · 24 citations
    Engineering · #Metallurgy and Material Forming #Manufacturing Process and Optimization
  15. Multi-SWE-bench: A Multilingual Benchmark for Issue Resolving
    2025/04/03 by Daoguang Zan, Zhirong Huang, Zan, Daoguang +33 · 35 citations
    Social Sciences · #Regional Development and Policy
  16. VL-RewardBench: A Challenging Benchmark for Vision-Language Generative Reward Models
    2024/11/26 by Li, Lei, Wei, Yuancheng, Xie, Zhihui +9 · 23 citations
    #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  17. A Comprehensive Survey on Long Context Language Modeling
    2025/03/20 by Jiaheng Liu, Dawei Zhu, Liu, Jiaheng +70 · 32 citations
    Computer Science · #Big Data and Digital Economy #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Topic Modeling
  18. A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text Generation
    2021/04/18 by Liu, Tianyu, Zhang, Yizhe, Brockett, Chris +4 · 8 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  19. PEARL: Parallel Speculative Decoding with Adaptive Draft Length
    2024/08/13 by Tianyu Liu, Yun Li, Liu, Tianyu +10 · 16 citations
    Computer Science · #Algorithms and Data Compression #Computation and Language (cs.CL) #FOS: Computer and information sciences
  20. ML-Bench: Evaluating Large Language Models and Agents for Machine Learning Tasks on Repository-Level Code
    2023/11/16 by Tang, Xiangru, Liu, Yuliang, Cai, Zefan +21 · 10 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  21. BlonDe: An Automatic Evaluation Metric for Document-level Machine Translation
    2021/03/22 by Yuchen Eleanor Jiang, Jiang, Yuchen Eleanor, Tianyu Liu +17 · 5 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Text Readability and Simplification #Topic Modeling
  22. Towards End-to-End Embodied Decision Making via Multi-modal Large Language Model: Explorations with GPT4-Vision and Beyond
    2023/10/03 by Chen, Liang, Zhang, Yichi, Ren, Shuhuai +6 · 7 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Robotics (cs.RO)
  23. LLM Critics Help Catch Bugs in Mathematics: Towards a Better Mathematical Verifier with Natural Language Feedback
    2024/06/20 by Gao, Bofei, Cai, Zefan, Xu, Runxin +10 · 8 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  24. Autoregressive Structured Prediction with Language Models
    2022/10/26 by Liu, Tianyu, Jiang, Yuchen, Monath, Nicholas +2 · 5 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  25. On the Complexity of Sampling Redistricting Plans
    2022/06/10 by Moses Charikar, Charikar, Moses, Paul Liu +5 · 4 citations
    Mathematics · Economics, Econometrics and Finance · #Census and Population Estimation #Markov Chains and Monte Carlo Methods #Game Theory and Voting Systems
  26. PCA-Bench: Evaluating Multimodal Large Language Models in Perception-Cognition-Action Chain
    2024/02/21 by Chen, Liang, Zhang, Yichi, Ren, Shuhuai +7 · 5 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  27. A Geometric Notion of Causal Probing
    2023/07/27 by Clément Guerner, Tianyu Liu, Guerner, Clément +7 · 4 citations
    Arts and Humanities · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Philosophy and History of Science
  28. ExecRepoBench: Multi-level Executable Code Completion Evaluation
    2024/12/16 by Yang, Jian, Zhang, Jiajun, Yang, Jiaxi +9 · 7 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  29. Table-to-text Generation by Structure-aware Seq2seq Learning
    2017/11/27 by Liu, Tianyu, Wang, Kexiang, Sha, Lei +2 · 2 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  30. G1: Bootstrapping Perception and Reasoning Abilities of Vision-Language Model via Reinforcement Learning
    2025/05/19 by Liang Chen, Hongcheng Gao, Chen, Liang +13 · 11 citations
    Computer Science · Psychology · Social Sciences · #Multimodal Machine Learning Applications #Language, Metaphor, and Cognition #Language and cultural evolution
  31. Making Large Language Models Better Reasoners with Alignment
    2023/09/05 by Wang, Peiyi, Li, Lei, Chen, Liang +5 · 4 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  32. A Survey on Latent Reasoning
    2025/07/08 by Ruijie Zhu, Tianhao Peng, Zhu, Rui-Jie +59 · 16 citations
    Computer Science · #Computation and Language (cs.CL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Topic Modeling
  33. Syntactic and Semantic Control of Large Language Models via Sequential Monte Carlo
    2025/04/17 by Loula, João, LeBrun, Benjamin, Du, Li +12 · 9 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  34. HPT: Hierarchy-aware Prompt Tuning for Hierarchical Text Classification
    2022/04/28 by Zihan Wang, Wang, Zihan, Peiyi Wang +10 · 2 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Sentiment Analysis and Opinion Mining #Spam and Phishing Detection #Text and Document Classification Technologies
  35. Next Token Prediction Towards Multimodal Intelligence: A Comprehensive Survey
    2024/12/16 by Liang Chen, Zekun Wang, Chen, Liang +49 · 5 citations
    Computer Science · #Natural Language Processing Techniques #Topic Modeling
  36. HyperCLOVA X Technical Report
    2024/04/02 by Kang Min Yoo, Yoo, Kang Min, Jaegeun Han +480 · 3 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Topic Modeling
  37. A Bilingual Parallel Corpus with Discourse Annotations
    2022/10/26 by Yuchen Eleanor Jiang, Jiang, Yuchen Eleanor, Tianyu Liu +9 · 2 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
  38. Denoising Bottleneck with Mutual Information Maximization for Video Multimodal Fusion
    2023/05/24 by Shaoxaing Wu, Damai Dai, Wu, Shaoxiang +11 · 2 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Music and Audio Processing #Speech and Audio Processing
  39. InfoCL: Alleviating Catastrophic Forgetting in Continual Text Classification from An Information Theoretic Perspective
    2023/10/10 by Yifan Song, Song, Yifan, Peiyi Wang +11 · 2 citations
    Computer Science · Medicine · #COVID-19 diagnosis using AI #Computation and Language (cs.CL) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications
  40. HYBRIDMIND: Meta Selection of Natural Language and Symbolic Language for Enhanced LLM Reasoning
    2024/09/28 by Simeng Han, Han, Simeng, Liu, Tianyu +4 · 3 citations
    Computer Science · #Mathematics, Computing, and Information Processing #Computational Physics and Python Applications #Intelligent Tutoring Systems and Adaptive Learning
  41. MuSe-GNN: Learning Unified Gene Representation From Multimodal Biological Graph Data
    2023/09/29 by Tianyu Liu, Yuge Wang, Liu, Tianyu +5 · 2 citations
    Biochemistry, Genetics and Molecular Biology · #Bioinformatics and Genomic Networks #Gene expression and cancer classification #Single-cell and spatial transcriptomics
  42. IW-Bench: Evaluating Large Multimodal Models for Converting Image-to-Web
    2024/09/14 by Hongcheng Guo, Wei Zhang, Guo, Hongcheng +19 · 3 citations
    Social Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimedia Communication and Technology
  43. SimpleFSDP: Simpler Fully Sharded Data Parallel with torch.compile
    2024/11/01 by Ruisi Zhang, Zhang, Ruisi, Tianyu Liu +11 · 3 citations
    Computer Science · #Distributed and Parallel Computing Systems #Parallel Computing and Optimization Techniques
  44. Pointwise Mutual Information as a Performance Gauge for Retrieval-Augmented Generation
    2024/11/12 by Liu, Tianyu, Qi, Jirui, He, Paul +3 · 3 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  45. CodeV: Issue Resolving with Visual Data
    2024/12/23 by Linhao Zhang, Daoguang Zan, Zhang, Linhao +23 · 3 citations
    Biochemistry, Genetics and Molecular Biology · #vaccines and immunoinformatics approaches
  46. Document-level Event Extraction via Heterogeneous Graph-based Interaction Model with a Tracker
    2021/05/31 by Runxin Xu, Tianyu Liu, Xu, Runxin +5 · 1 citation
    Computer Science · #Advanced Text Analysis Techniques #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
  47. CodeCriticBench: A Holistic Code Critique Benchmark for Large Language Models
    2025/02/23 by Alexander Zhang, Zhang, Alexander, Dong, Marcus +32 · 4 citations
    Computer Science · #Software Engineering Research #Software System Performance and Reliability #Topic Modeling
  48. A Two-Stream AMR-enhanced Model for Document-level Event Argument Extraction
    2022/04/30 by Runxin Xu, Xu, Runxin, Peiyi Wang +9 · 1 citation
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Software Engineering Research
  49. A Survey of Vibe Coding with Large Language Models
    2025/10/14 by Ge, Yuyao, Mei, Lingrui, Duan, Zenghao +12 · 7 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
  50. Towards a Unified View of Preference Learning for Large Language Models: A Survey
    2024/09/04 by Bofei Gao, Feifan Song, Gao, Bofei +44 · 2 citations
    Computer Science · #Natural Language Processing Techniques #Speech and dialogue systems #Semantic Web and Ontologies
  51. Learning Robust Representations for Continual Relation Extraction via Adversarial Class Augmentation
    2022/10/10 by Peiyi Wang, Yifan Song, Wang, Peiyi +11 · 1 citation
    Computer Science · #Computation and Language (cs.CL) #Data Stream Mining Techniques #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Topic Modeling
  52. DialogQAE: N-to-N Question Answer Pair Extraction from Customer Service Chatlog
    2022/12/14 by Zheng, Xin, Liu, Tianyu, Meng, Haoran +6 · 1 citation
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Retrieval (cs.IR)
  53. Tight Collision Probability for UAV Motion Planning in Uncertain Environment
    2023/03/05 by Tianyu Liu, Fu Zhang, Liu, Tianyu +5 · 1 citation
    Computer Science · Engineering · #Autonomous Vehicle Technology and Safety #FOS: Computer and information sciences #Formal Methods in Verification #Robotic Path Planning Algorithms #Robotics (cs.RO)
  54. Tensor Recovery in High-Dimensional Ising Models
    2023/04/02 by Tianyu Liu, Liu, Tianyu, Somabha Mukherjee +3 · 1 citation
    Mathematics · Medicine · Neuroscience · #Advanced Neuroimaging Techniques and Applications #FOS: Computer and information sciences #FOS: Mathematics #Functional Brain Connectivity Studies #Methodology (stat.ME) #Statistics Theory (math.ST) #Tensor decomposition and applications
  55. Language Models over Canonical Byte-Pair Encodings
    2025/06/09 by Tim Vieira, Tianyu Liu, Vieira, Tim +17 · 4 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Formal Languages and Automata Theory (cs.FL) #Machine Learning (cs.LG) #Natural Language Processing Techniques #Speech Recognition and Synthesis #Topic Modeling
  56. RealCritic: Towards Effectiveness-Driven Evaluation of Language Model Critiques
    2025/01/24 by Tang, Zhengyang, Li, Ziniu, Xiao, Zhenyang +8 · 2 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  57. Enhancing Continual Relation Extraction via Classifier Decomposition
    2023/05/08 by Xia, Heming, Wang, Peiyi, Liu, Tianyu +3 · 1 citation
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  58. PINN-based viscosity solution of HJB equation
    2023/09/18 by Tianyu Liu, Liu, Tianyu, Steven X. Ding +5 · 1 citation
    Computer Science · Physics and Astronomy · #Analysis of PDEs (math.AP) #FOS: Electrical engineering #FOS: Mathematics #Model Reduction and Neural Networks #Neural Networks and Applications #Systems and Control (eess.SY) #electronic engineering #information engineering
  59. First Target and Opinion then Polarity: Enhancing Target-opinion Correlation for Aspect Sentiment Triplet Extraction
    2021/02/17 by Lianzhe Huang, Huang, Lianzhe, Peiyi Wang +13 · 2 citations
    Computer Science · #Sentiment Analysis and Opinion Mining #Topic Modeling #Advanced Text Analysis Techniques
  60. Multi-Agent Collaboration for Multilingual Code Instruction Tuning
    2025/02/11 by Jian Yang, Wei Zhang, Yang, Jian +21 · 2 citations
    Psychology · Computer Science · #Innovative Teaching and Learning Methods #Multi-Agent Systems and Negotiation #Speech and dialogue systems
  61. Exploiting Edited Large Language Models as General Scientific Optimizers
    2025/03/08 by Qitan Lv, Lv, Qitan, Tianyu Liu +3 · 3 citations
    Computer Science · Materials Science · Physics and Astronomy · #Advanced Multi-Objective Optimization Algorithms #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning in Materials Science #Model Reduction and Neural Networks #Optimization and Control (math.OC)
  62. A Clarification on Quantum-Metric-Induced Nonlinear Transport
    2025/08/04 by Qiang, Xiao-Bin, Liu, Tianyu, Gao, Zi-Xuan +2 · 4 citations
    #FOS: Physical sciences #Mesoscale and Nanoscale Physics (cond-mat.mes-hall)
  63. Can Large Language Models Always Solve Easy Problems if They Can Solve Harder Ones?
    2024/06/18 by Yang, Zhe, Zhang, Yichang, Liu, Tianyu +4 · 1 citation
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  64. Kimi-Dev: Agentless Training as Skill Prior for SWE-Agents
    2025/09/27 by Zonghan Yang, Yang, Zonghan, Shengjie Wang +36 · 3 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multi-Agent Systems and Negotiation #Software Engineering (cs.SE)
  65. Application of the unified control and detection framework to detecting stealthy integrity cyber-attacks on feedback control systems
    2021/02/27 by Ding, Steven X., Li, Linlin, Zhao, Dong +2 · 1 citation
    #FOS: Electrical engineering #Systems and Control (eess.SY) #electronic engineering #information engineering
  66. A Probability--Quality Trade-off in Aligned Language Models and its Relation to Sampling Adaptors
    2024/06/14 by Tan, Naaman, Valvoda, Josef, Liu, Tianyu +4 · 1 citation
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  67. An enhanced POSTA based on Nelder-Mead simplex search and quadratic interpolation
    2024/04/30 by Tianyu Liu, Liu, Tianyu · 1 citation
    Computer Science · Engineering · #Advanced Algorithms and Applications #Advanced Measurement and Detection Methods #FOS: Computer and information sciences #FOS: Mathematics #Image and Video Stabilization #Neural and Evolutionary Computing (cs.NE) #Optimization and Control (math.OC)
  68. MMEvalPro: Calibrating Multimodal Benchmarks Towards Trustworthy and Efficient Evaluation
    2024/06/29 by Huang, Jinsheng, Chen, Liang, Guo, Taian +13 · 1 citation
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  69. Using Virtual Reality as a Simulation Tool for Augmented Reality Virtual Windows: Effects on Cognitive Workload and Task Performance
    2024/09/24 by Liu, Tianyu, He, Weiping, Billinghurst, Mark · 1 citation
    #FOS: Computer and information sciences #Graphics (cs.GR) #Human-Computer Interaction (cs.HC)
  70. Scalable Generation of Spatial Transcriptomics from Histology Images via Whole-Slide Flow Matching
    2025/05/25 by Huang, Tinglin, Liu, Tianyu, Babadi, Mehrtash +2 · 2 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Biological sciences #FOS: Computer and information sciences #Genomics (q-bio.GN)
  71. Aligning CodeLLMs with Direct Preference Optimization
    2024/10/24 by Yibo Miao, Miao, Yibo, Bofei Gao +14 · 1 citation
    Computer Science · #Speech and dialogue systems #Semantic Web and Ontologies
  72. Physical-Layer Security in Mixed Near-Field and Far-Field Communication Systems
    2025/04/28 by Tianyu Liu, Liu, Tianyu, Changsheng You +11 · 2 citations
    Engineering · #Wireless Communication Security Techniques #Advanced MIMO Systems Optimization #Advanced Wireless Communication Technologies
  73. Well Begun is Half Done: Low-resource Preference Alignment by Weak-to-Strong Decoding
    2025/06/09 by Feifan Song, Song, Feifan, Wei, Shaohang +10 · 3 citations
    Computer Science · Social Sciences · #Hate Speech and Cyberbullying Detection #Topic Modeling #Computational and Text Analysis Methods
  74. OJBench: A Competition Level Code Benchmark For Large Language Models
    2025/06/19 by Wang, Zhexu, Liu, Yiping, Wang, Yejie +9 · 2 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences