• document
  • embedding
  • rhetorical questions
  • embeddings
  • supersense
  • preposition
  • events
  • fairness
  • structured prediction
  • generation
  • prepositions
  • semantics
  • information extraction
  • planetary science
  • sentiment analysis
  • NLP & psychology
  • sentiment
  • relation extraction
  • medicine
  • Polysemy
  • question answering
  • probing
  • parsing
  • AMR
  • active learning
  • table
  • semi-structured
  • natural language Inference
  • classification
  • dialogue
  • social media analysis
  • visualization
  • natural language inference
  • interpretability
  • integer linear programming inference
  • argumentation
  • word embeddings
  • representations
  • sequence labeling
  • NER
  • efficient machine learning
  • sarcasm
  • event extraction
  • temporal analysis
  • extreme multi-label classification
  • data augmentation
  • learning
  • kernels
  • neural networks
  • veterinary medicine
  • machine translation
  • bias mitigation
  • dataset
  • semantic role lanbeling
  • sequence Labeling
  • logic
  • regularization
  • discourse
  • consistency
  • software
  • application
  • similes
  • multi-label classification
  • Below are our publications up to 2015.
  • 2020

    • Recognizing Euphemisms and Dysphemisms Using Sentiment Analysis . Christian Felt and Ellen Riloff.
      Proceedings of the Second Workshop on Figurative Language Processing. 2020. BibTex

      @inproceedings{felt-riloff-2020-recognizing,
        title = {Recognizing Euphemisms and Dysphemisms Using Sentiment Analysis},
        author = {Felt, Christian and Riloff, Ellen},
        booktitle = {Proceedings of the Second Workshop on Figurative Language Processing},
        year = {2020}
      }
      
      • sentiment

    • Exploring the Role of Context to Distinguish Rhetorical and Information-Seeking Questions . Yuan Zhuang and Ellen Riloff.
      Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics: Student Research Workshop (ACL-SRW). 2020. BibTex

      @inproceedings{zhuang-riloff-2020-exploring,
        title = {Exploring the Role of Context to Distinguish Rhetorical and Information-Seeking Questions},
        author = {Zhuang, Yuan and Riloff, Ellen},
        booktitle = {Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics: Student Research Workshop},
        month = jul,
        year = {2020},
        month_numeric = {7}
      }
      
      • rhetorical questions

    • Affective Event Classification with Discourse-enhanced Self-training . Yuan Zhuang, Tianyu Jiang and Ellen Riloff.
      Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP). 2020. BibTex

      @inproceedings{zhuang2020affective,
        title = {Affective Event Classification with Discourse-enhanced Self-training},
        author = {Zhuang, Yuan and Jiang, Tianyu and Riloff, Ellen},
        booktitle = {Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing},
        year = {2020}
      }
      
      • events

    • OSCaR: Orthogonal Subspace Correction and Rectification of Biases in Word Embeddings . Sunipa Dev, Tao Li, Jeff Phillips and Vivek Srikumar.
      arXiv. 2020. BibTex

      @misc{dev2020oscar,
        title = {OSCaR: Orthogonal Subspace Correction and Rectification of Biases in Word Embeddings},
        author = {Dev, Sunipa and Li, Tao and Phillips, Jeff M and Srikumar, Vivek},
        year = {2020},
        eprint = {2007.00049},
        archiveprefix = {arXiv},
        primaryclass = {cs.CL}
      }
      
      • fairness

    • A Graph Based Framework for Structured Prediction Tasks in Sanskrit . Amrith Krishna, Ashim Gupta, Pawan Goyal, Bishal Santra and Pavankumar Satuluri.
      Computational Linguistics. 2020. BibTex

      @article{krishna2020graph,
        title = {A Graph Based Framework for Structured Prediction Tasks in Sanskrit},
        author = {Krishna, Amrith and Santra, Bishal and Gupta, Ashim and Satuluri, Pavankumar and Goyal, Pawan},
        journal = {Computational Linguistics},
        year = {2020}
      }
      
      • structured prediction

    • On Dimensional Linguistic Properties of the Word Embedding Space . Vikas Raunak*, Vaibhav Kumar*, Vivek Gupta and Florian Metze.
      RepL4NLP. 2020. BibTex

      @inproceedings{raunak2020dim,
        title = {On Dimensional Linguistic Properties of the Word Embedding Space},
        author = {Vikas Raunak*, Vaibhav Kumar*, Vivek Gupta and Metze, Florian},
        booktitle = {RepL4NLP},
        year = {2020}
      }
      
      • embeddings

    • UnQovering Stereotyping Biases via Underspecified Questions . Tao Li, Tushar Khot, Daniel Khashabi, Ashish Sabharwal and Vivek Srikumar.
      Findings of EMNLP. 2020. BibTex

      @inproceedings{li2020unqover,
        author = {Li, Tao and Khot, Tushar and Khashabi, Daniel and Sabharwal, Ashish and Srikumar, Vivek},
        title = { {U}n{Q}overing Stereotyping Biases via Underspecified Questions},
        booktitle = {Findings of EMNLP},
        year = {2020}
      }
      
      • question answering
      • fairness
      • probing

    • Keep it Surprisingly Simple: A Simple First Order Graph Based Parsing Model for Joint Morphosyntactic Parsing in Sanskrit . Amrith Krishna, Ashim Gupta, Deepak Garasangi, Pavankumar Satuluri and Pawan Goyal.
      Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP). 2020. BibTex

      
        
      • parsing

    • Evaluating Neural Morphological Taggers for Sanskrit . Ashim Gupta, Amrith Krishna, Pawan Goyal and Oliver Hellwig.
      Proceedings of the 17th SIGMORPHON Workshop on Computational Research in Phonetics, Phonology, and Morphology (SIGMORPHON). 2020. BibTex

      
        
      • parsing

    • Neural Approaches for Data Driven Dependency Parsing in Sanskrit . Amrith Krishna, Ashim Gupta, Deepak Garasangi, Jivnesh Sandhan, Pavankumar Satuluri and Pawan Goyal.
      arXiv. 2020. BibTex

      
        
      • parsing

    • INFOTABS: Inference on Tables as Semi-structured Data . Vivek Gupta, Maitrey Mehta, Pegah Nokhiz and Vivek Srikumar.
      Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics. 2020. BibTex

      @inproceedings{gupta-etal-2020-infotabs,
        title = {{INFOTABS}: Inference on Tables as Semi-structured Data},
        author = {Gupta, Vivek and Mehta, Maitrey and Nokhiz, Pegah and Srikumar, Vivek},
        booktitle = {Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics},
        year = {2020}
      }
      
      • table
      • semi-structured
      • natural language Inference

    • Improving Document Classification with Multi-Sense Embeddings . Vivek Gupta, Ankit Kumar, Pegah Nokhiz, Harshit Gupta and Partha Talukdar.
      The 24th European Conference on Artificial Intelligence (ECAI). 2020. BibTex

      @inproceedings{gupta2019improving,
        title = {Improving Document Classification with Multi-Sense Embeddings},
        author = {Gupta, Vivek and Saw, Ankit and Nokhiz, Pegah and Gupta, Harshit and Talukdar, Partha},
        year = {2019},
        booktitle = {The 24th European Conference on Artificial Intelligence (ECAI)}
      }
      
      • classification
      • embedding
      • document

    • Learning Constraints for Structured Prediction Using Rectifier Networks . Xingyuan Pan, Maitrey Mehta and Vivek Srikumar.
      Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics. 2020. BibTex

      @inproceedings{pan-etal-2020-learning,
        title = {Learning Constraints for Structured Prediction Using Rectifier Networks},
        author = {Pan, Xingyuan and Mehta, Maitrey and Srikumar, Vivek},
        booktitle = {Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics},
        year = {2020}
      }
      
      • structured prediction

    • Fully Contextualized Biomedical NER . Ashim Gupta, Pawan Goyal, Sudeshna Sarkar and Mahanandeeshwar Gattu.
      The 41st Eurpoean Conference on Information Retrieval. 2020. BibTex

      @inproceedings{gupta2020ner,
        title = {Fully Contextualized Biomedical NER},
        author = {Ashim Gupta, Pawan Goyal, Sudeshna Sarkar},
        year = {2020},
        booktile = {41st Eurpoean Conference on Information Retrieval}
      }
      
      • parsing
      • sequence labeling
      • NER

    • On Data Augmentation for Extreme Multi-label Classification . Danqing Zhang, Tao Li, Haiyang Zhang and Bing Yin.
      arXiv. 2020. BibTex

      @misc{zhang2020daforxmc,
        title = {On Data Augmentation for Extreme Multi-label Classification},
        author = {Zhang, Danqing and Li, Tao and Zhang, Haiyang and Yin, Bing},
        year = {2020},
        eprint = {2009.10778},
        archiveprefix = {arXiv},
        primaryclass = {cs.CL}
      }
      
      • extreme multi-label classification
      • data augmentation

    • On Long-Tailed Phenomena in Neural Machine Translation . Vikas Raunak, Siddharth Dalmia, Vivek Gupta and Florian Metze.
      Findings of EMNLP. 2020. BibTex

      @inproceedings{raunak2020longtailed,
        title = {On Long-Tailed Phenomena in Neural Machine Translation},
        author = {Vikas Raunak, Siddharth Dalmia, Vivek Gupta and Metze, Florian},
        booktitle = {Findings of EMNLP},
        year = {2020}
      }
      
      • machine translation

    • On Measuring and Mitigating Biased Inferences of Word Embeddings . Sunipa Dev, Tao Li, Jeff Philips and Vivek Srikumar.
      Thirty-Fourth AAAI Conference on Artificial Intelligence (AAAI). 2020. BibTex

      @inproceedings{dev2019biasinf,
        author = {Dev, Sunipa and Li, Tao and Philips, Jeff and Srikumar, Vivek},
        title = {On Measuring and Mitigating Biased Inferences of Word Embeddings},
        booktitle = {AAAI},
        year = {2020}
      }
      
      • natural language inference
      • fairness
      • bias mitigation

    • Structured Tuning for Semantic Role Labeling . Tao Li, Parthe Anand Jawale, Martha Palmer and Vivek Srikumar.
      Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics. 2020. BibTex

      @inproceedings{li2020structuredtuningsrl,
        author = {Li, Tao and Jawale, Parth Anand and Palmer, Martha and Srikumar, Vivek},
        title = {Structured Tuning for Semantic Role Labeling},
        booktitle = {Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics},
        year = {2020}
      }
      
      • semantic role lanbeling
      • sequence Labeling
      • logic
      • regularization

    • Two-Step Classification using Recasted Data for Low Resource Settings . Shagun Uppal, Vivek Gupta, Avinash Swaminathan, Debanjan Mahata, Rakesh Gosangi, Haimin Zhang, Rajiv Ratn Shah and Amanda Stent.
      AACL-IJNLP. 2020. BibTex

      @inproceedings{uppal2020two,
        title = {Two-Step Classification using Recasted Data for Low Resource Settings},
        author = {},
        booktitle = {AACL-IJNLP},
        year = {2020}
      }
      
      • classification

    • P-SIF: Document Embeddings Using Partition Averaging . Vivek Gupta, Ankit Saw, Pegah Nokhiz, Praneeth Netrapalli, Piyush Rai and Partha Talukdar.
      Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence (AAAI). 2020. BibTex

      @inproceedings{gupta2020p,
        title = {P-SIF: Document Embeddings Using Partition Averaging},
        author = {Gupta, Vivek and Saw, Ankit and Nokhiz, Pegah and Netrapalli, Praneeth and Rai, Piyush and Talukdar, Partha},
        booktitle = {AAAI},
        year = {2020}
      }
      
      • document
      • embedding

    2019

    • Improving Human Needs Categorization of Events with Semantic Classification . Haibo Ding, Ellen Riloff and Zhe Feng.
      Proceedings of the Eighth Joint Conference on Lexical and Computational Semantics (*SEM). 2019. BibTex

      @inproceedings{ding-etal-2019-improving,
        title = {Improving Human Needs Categorization of Events with Semantic Classification},
        author = {Ding, Haibo and Riloff, Ellen and Feng, Zhe},
        booktitle = {Proceedings of the Eighth Joint Conference on Lexical and Computational Semantics (*{SEM} 2019)},
        year = {2019}
      }
      
      • sentiment
      • events

    • Rhetorically Controlled Encoder-Decoder for Modern Chinese Poetry Generation . Zhiqiang Liu, Zuohui Fu, Jie Cao, Gerard de Melo, Yik-Cheung Tam, Cheng Niu and Jie Zhou.
      Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics. 2019. BibTex

      @inproceedings{rhetorical-poetry2019,
        title = {Rhetorically Controlled Encoder-Decoder for Modern Chinese Poetry Generation},
        author = {Liu, Zhiqiang and Fu, Zuohui and Cao, Jie and {de Melo}, Gerard and Tam, Yik-Cheung and Niu, Cheng and Zhou, Jie},
        booktitle = {Proceedings of ACL 2019},
        year = {2019}
      }
      
      • generation

    • Equalizing Recourse across Groups . Vivek Gupta, Pegah Nokhiz, Chitradeep Dutta Roy and Suresh Venkatasubramanian.
      arXiv. 2019. BibTex

      
        
      • fairness

    • Word Polysemy Aware Document Vector Estimation . Vivek Gupta, Ankit Saw, Harshit Gupta, Pegah Nokhiz and Partha Talukdar.
      NAACL-SRW. 2019. BibTex

      @inproceedings{gupta2019word,
        title = {Word Polysemy Aware Document Vector Estimation},
        author = {},
        booktitle = {NAACL-SRW},
        year = {2019}
      }
      
      • embeddings
      • document
      • Polysemy

    • Amazon at MRP 2019: Parsing Meaning Representations with Lexical and Phrasal Anchoring . Jie Cao, Yi Zhang, Adel Youssef and Vivek Srikumar.
      Proceedings of the Shared Task on Cross-Framework Meaning Representation Parsing at the 2019 Conference on Natural Language Learning(CoNLL). 2019. BibTex

      @inproceedings{cao2019amazon,
        title = {Amazon at MRP 2019: Parsing Meaning Representations with Lexical and Phrasal Anchoring},
        author = {Cao, Jie and Zhang, Yi and Youssef, Adel and Srikumar, Vivek},
        booktitle = {Proceedings of the Shared Task on Cross-Framework Meaning Representation Parsing at the 2019 Conference on Natural Language Learning(CoNLL)},
        pages = {138--148},
        year = {2019}
      }
      
      • parsing
      • AMR

    • On the Limits of Learning to Actively Learn Semantic Representations . Omri Koshorek, Gabriel Stanovsky, Yichu Zhou, Vivek Srikumar and Jonathan Berant.
      Proceedings of the 23rd Conference on Computational Natural Language Learning (CoNLL). 2019. BibTex

      @inproceedings{koshorek-etal-2019-limits,
        title = {On the Limits of Learning to Actively Learn Semantic Representations},
        author = {Koshorek, Omri and Stanovsky, Gabriel and Zhou, Yichu and Srikumar, Vivek and Berant, Jonathan},
        booktitle = {Proceedings of the 23rd Conference on Computational Natural Language Learning (CoNLL)},
        year = {2019}
      }
      
      • active learning
      • question answering

    • Effective Dimensionality Reduction for Word Embeddings . Vikas Raunak, Vivek Gupta and Florian Metze.
      RepL4NLP. 2019. BibTex

      @inproceedings{raunak2019effective,
        title = {Effective Dimensionality Reduction for Word Embeddings},
        author = {Vikas Raunak, Vivek Gupta and Metze, Florian},
        booktitle = {RepL4NLP},
        year = {2019}
      }
      
      • embeddings

    • Observing Dialogue in Therapy: Categorizing and Forecasting Behavioral Codes . Jie Cao, Michael Tanana, Zac Imel, Eric Poitras, David Atkins and sivek.
      Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics. 2019. BibTex

      @inproceedings{cao2019observing,
        title = {Observing Dialogue in Therapy: Categorizing and Forecasting Behavioral Codes},
        author = {Cao, Jie and Tanana, Michael and Imel, Zac and Poitras, Eric and Atkins, David and Srikumar, Vivek},
        booktitle = {Proceedings of ACL 2019},
        year = {2019},
        location = {Florence, Italy}
      }
      
      • dialogue

    • End-to-End Gated Self-Attentive Memory Network for Dialog Response Selection . Shuo Sun*, Yik-Cheung Tam*, Jie Cao *, Canxiang Yan, Zuohui Fu, Cheng Niu and Jie Zhou.
      AAAI DSTC7 Workshop. 2019. BibTex

      @inproceedings{jie2019dstc,
        title = {End-to-end Gated Self-attentive Memory Network for Dialog Response Selection},
        author = {{Sun, Shuo}* and {Tam, Yik-Cheung}* and {Cao, Jie}* and {Yan,Canxiang} and {Fu Zuohui} and {Niu Cheng} and {Zhou Jie}},
        booktitle = {AAAI DSTC7 Workshop (Equal Contribution)},
        year = {2019}
      }
      
      • dialogue

    • Human Needs Categorization of Affective Events Using Labeled and Unlabeled Data . Haibo Ding and Ellen Riloff.
      Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL). 2019. BibTex

      @inproceedings{ding-riloff-2018-human,
        title = {Human Needs Categorization of Affective Events Using Labeled and Unlabeled Data},
        author = {Ding, Haibo and Riloff, Ellen},
        booktitle = {Proceedings of the 2018 Conference of the North {A}merican Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long Papers)},
        year = {2018}
      }
      
      • sentiment
      • events

    • A Simple Global Neural Discourse Parser . Yichu Zhou, Omri Koshorek, Vivek Srikumar and Jonathan Berant.
      arXiv. 2019. BibTex

      @misc{zhou2020simple,
        title = {A Simple Global Neural Discourse Parser},
        author = {Zhou, Yichu and Koshorek, Omri and Srikumar, Vivek and Berant, Jonathan},
        year = {2020},
        eprint = {2009.01312},
        archiveprefix = {arXiv},
        primaryclass = {cs.CL}
      }
      
      • discourse
      • parsing

    • A Logic-Driven Framework for Consistency of Neural Models . Tao Li, Vivek Gupta, Maitrey Mehta and Vivek Srikumar.
      Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing. 2019. BibTex

      @inproceedings{li2019consistency,
        author = {Li, Tao and Gupta, Vivek and Mehta, Maitrey and Srikumar, Vivek},
        title = {A Logic-Driven Framework for Consistency of Neural Models},
        booktitle = {Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing},
        year = {2019}
      }
      
      • natural language inference
      • interpretability
      • logic
      • consistency
      • regularization

    • Augmenting Neural Networks with First-order Logic . Tao Li and Vivek Srikumar.
      Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics. 2019. BibTex

      @inproceedings{li2019augmenting,
        author = {Li, Tao and Srikumar, Vivek},
        title = {Augmenting Neural Networks with First-order Logic},
        booktitle = {Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics},
        year = {2019}
      }
      
      • question answering
      • natural language inference
      • sequence labeling
      • interpretability
      • logic

    • Distributional Semantics meet Multi-Label Learning . Vivek Gupta, Rahul Wadbude, Nagararjan Natararjan, Harish Karnick, Prateek Jain and Piyush Rai.
      Thirty-Third AAAI Conference on Artificial Intelligence (AAAI). 2019. BibTex

      @inproceedings{gupta2019distributional,
        title = {Distributional Semantics meet Multi-Label Learning},
        author = {},
        booktitle = {AAAI},
        year = {2019}
      }
      
      • multi-label classification
      • embeddings

    • Beyond Context: A New Perspective for Word Embeddings . Yichu Zhou and Vivek Srikumar.
      Proceedings of the Eighth Joint Conference on Lexical and Computational Semantics (*SEM). 2019. BibTex

      @inproceedings{zhou-srikumar-2019-beyond,
        title = {Beyond Context: A New Perspective for Word Embeddings},
        author = {Zhou, Yichu and Srikumar, Vivek},
        booktitle = {Proceedings of the Eighth Joint Conference on Lexical and Computational Semantics (*{SEM} 2019)},
        year = {2019}
      }
      
      • embeddings

    2018

    • Weakly Supervised Induction of Affective Events by Optimizing Semantic Consistency . Haibo Ding and Ellen Riloff.
      Thirty-Second AAAI Conference on Artificial Intelligence (AAAI). 2018. BibTex

      @inproceedings{ding2018weakly,
        title = {{Weakly Supervised Induction of Affective Events by Optimizing Semantic Consistency}},
        author = {Ding, Haibo and Riloff, Ellen},
        booktitle = {Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence (AAAI-18)},
        year = {2018}
      }
      
      • sentiment analysis
      • events

    • Learning Prototypical Goal Activities for Locations . Tianyu Jiang and Ellen Riloff.
      Proceedings of th 56th Annual Meeting of the Association for Computational Linguistics (ACL). 2018. BibTex

      @inproceedings{jiang2018location,
        title = {{Learning Prototypical Goal Activities for Locations}},
        author = {Jiang, Tianyu and Riloff, Ellen},
        booktitle = {Proceedings of th 56th Annual Meeting of the Association for Computational Linguistics (ACL 2018)},
        year = {2018}
      }
      

      • Mars Target Encyclopedia: Rock and Soil Composition Extracted from the Literature . Kiri L. Wagstaff, Raymond Francis, Thamme Gowda, You Lu, Ellen Riloff, Karanjeet Singh and Nina L. Lanza.
        Thirtieth Conference on Innovative Applications of Artificial Intelligence (IAAI). 2018. BibTex

        @inproceedings{wagstaff2018mars,
          title = {{Mars Target Encyclopedia: Rock and Soil Composition Extracted from the Literature}},
          author = {Wagstaff, Kiri L. and Francis, Raymond and Gowda, Thamme and Lu, You and Riloff, Ellen and Singh, Karanjeet and Lanza, Nina L.},
          booktitle = {Proceedings of the Thirtieth Conference on Innovative Applications of Artificial Intelligence (IAAI-18)},
          year = {2018}
        }
        
        • information extraction
        • planetary science

      • Why is an Event Affective? Classifying Affective Events based on Human Needs . Haibo Ding, Tianyu Jiang and Ellen Riloff.
        AAAI-18 Workshop on Affective Content Analysis. 2018. BibTex

        @inproceedings{ding2018why,
          title = {{Why is an Event Affective? Classifying Affective Events based on Human Needs}},
          author = {Ding, Haibo and Jiang, Tianyu and Riloff, Ellen},
          booktitle = {AAAI-18 Workshop on Affective Content Analysis},
          year = {2018}
        }
        
        • sentiment analysis
        • events

      • Visual Interrogation of Attention-Based Models for Natural Language Inference and Machine Comprehension . Shusen Liu, Tao Li, Zhimin Li, Vivek Srikumar, Valerio Pascucci and Peer-Timo Bremer.
        Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing: System Demonstrations. 2018. BibTex

        @inproceedings{liu2018interrogation,
          author = {Liu, Shusen and Li, Tao and Li, Zhimin and Srikumar, Vivek and Pascucci, Valerio and Bremer, Peer-Timo},
          title = {Visual Interrogation of Attention-Based Models for Natural Language Inference and Machine Comprehension},
          booktitle = {Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing: System Demonstrations},
          year = {2018}
        }
        
        • visualization
        • natural language inference
        • interpretability
        • probing

      • Learning to Speed Up Structured Output Prediction . Xingyuan Pan and Vivek Srikumar.
        Proceedings of the 35th International Conference on Machine Learning, PMLR. 2018. BibTex

        @inproceedings{pmlr-v80-pan18b,
          title = {Learning to Speed Up Structured Output Prediction},
          author = {Pan, Xingyuan and Srikumar, Vivek},
          pages = {3996--4005},
          year = {2018},
          series = {Proceedings of Machine Learning Research},
          publisher = {PMLR}
        }
        
        • structured prediction

      • A Retrospective on Mutual Bootstrapping . Ellen Riloff and Rosie Jones.
        AI Magazine. 2018. BibTex

        @article{riloff2018retrospective,
          title = {A retrospective on mutual bootstrapping},
          author = {Riloff, Ellen and Jones, Rosie},
          journal = {AI Magazine},
          volume = {39},
          number = {1},
          pages = {51--61},
          year = {2018}
        }
        
        • information extraction

      • Comprehensive Supersense Disambiguation of English Prepositions and Possessives . Nathan Schneider, Jena D. Hwang, Vivek Srikumar, Jakob Prange, Austin Blodgett, Sarah R. Moeller, Aviram Stern, Adi Bitan, and Omri Abend.
        Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (ACL). 2018. BibTex

        @inproceedings{schneider-etal-2018-comprehensive,
          title = {Comprehensive Supersense Disambiguation of {E}nglish Prepositions and Possessives},
          author = {Schneider, Nathan and Hwang, Jena D. and Srikumar, Vivek and Prange, Jakob and Blodgett, Austin and Moeller, Sarah R. and Stern, Aviram and Bitan, Adi and Abend, Omri},
          booktitle = {Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)},
          year = {2018}
        }
        
        • supersense
        • preposition

      • NLIZE: A Perturbation-Driven Visual Interrogation Tool for Analyzing and Interpreting Natural Language Inference Models . Shusen Liu, Zhimin Li, Tao Li, Vivek Srikumar, Valerio Pascucci and Peer-Timo Bremer.
        IEEE Transactions on Visualization and Computer Graphics. 2018. BibTex

        @article{liu2018nlize,
          title = {NLIZE: A Perturbation-Driven Visual Interrogation Tool for Analyzing and Interpreting Natural Language Inference Models},
          author = {Liu, Shusen and Li, Zhimin and Li, Tao and Srikumar, Vivek and Pascucci, Valerio and Bremer, Peer-Timo},
          journal = {IEEE transactions on visualization and computer graphics},
          year = {2018},
          publisher = {IEEE}
        }
        
        • visualization
        • natural language inference
        • interpretability
        • probing

      2017

      • DeepLog: Anomaly Detection and Diagnosis from System Logs through Deep Learning . Min Du, Feifei Li, Guineng Zheng and Vivek Srikumar.
        Proceedings of 24th ACM Conference on Computer and Communications Security. 2017. BibTex

        @inproceedings{du2017deeplog,
          author = {Du, Min and Li, Feifei and Zheng, Guineng and Srikumar, Vivek},
          title = {{DeepLog: Anomaly Detection and Diagnosis from System Logs through Deep Learning}},
          booktitle = {ACM Conference on Computer and Communications Security (CCS)},
          year = {2017}
        }
        
        • neural networks
        • application

      • Visual Exploration of Semantic Relationships in Neural Word Embeddings . Shusen Liu, Peer-Timo Bremer, Jayaraman J. Thiagarajan, Vivek Srikumar, Bei Wang, Yarden Livnat and Valerio Pascucci.
        IEEE Transactions on Visualization and Computer Graphics (InfoVis). 2017. BibTex

        @article{liu2017visual,
          title = {{Visual Exploration of Semantic Relationships in Neural Word Embeddings}},
          author = {Liu, Shusen and Bremer, Peer-Timo and Thiagarajan, Jayaraman J. and Srikumar, Vivek and Wang, Bei and Livnat, Yarden and Pascucci, Valerio},
          journal = {IEEE Transactions on Visualization and Computer Graphics},
          year = {2017}
        }
        
        • word embeddings
        • visualization
        • representations

      • Double trouble: the problem of construal in semantic annotation of adpositions . Jena D. Hwang, Archna Bhatia, Na-Rae Han, Tim O'Gorman, Vivek Srikumar and Nathan Schneider.
        *SEM. 2017. BibTex

        @inproceedings{hwang2017double,
          author = {Hwang, Jena D. and Bhatia, Archna and Han, {Na-Rae} and {O'Gorman}, Tim and Srikumar, Vivek and Schneider, Nathan},
          title = {Double trouble: the problem of construal in semantic annotation of adpositions},
          booktitle = {Proceedings of the Sixth Joint Conference on Lexical and Computational Semantics},
          month = aug,
          year = {2017},
          address = {Vancouver, British Columbia, Canada},
          publisher = {Association for Computational Linguistics},
          month_numeric = {8}
        }
        
        • prepositions
        • semantics

      • An Algebra for Feature Extraction . Vivek Srikumar.
        Association for Computational Linguistics (ACL). 2017. BibTex

        @inproceedings{srikumar2017algebra,
          title = {An Algebra for Feature Extraction},
          author = {Srikumar, Vivek},
          booktitle = {Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)},
          volume = {1},
          pages = {1891--1900},
          year = {2017}
        }
        
        • efficient machine learning

      • Coping with Construals in Broad-Coverage Semantic Annotation of Adpositions . Jena D. Hwang, Archna Bhatia, Na-Rae Han, Tim O'Gorman, Vivek Srikumar and Nathan Schneider.
        Construction Grammar and NLU AAAI Spring Symposium. 2017. BibTex

        @article{hwang2017coping,
          title = {Coping with construals in broad-coverage semantic annotation of adpositions},
          author = {Hwang, Jena D and Bhatia, Archna and Han, Na-Rae and O'Gorman, Tim and Srikumar, Vivek and Schneider, Nathan},
          journal = {arXiv preprint arXiv:1703.03771},
          year = {2017}
        }
        
        • prepositions
        • semantics

      • Are you serious?: Rhetorical Questions and Sarcasm in Social Media Dialog . Shereen Oraby, Vrindavan Harrison, Amita Misra, Ellen Riloff and Marilyn Walker.
        18th Annual SIGdial Meeting on Discourse and Dialogue (SIGDIAL 2017). 2017. BibTex

        @inproceedings{oraby2017serious,
          title = {Are you serious?: Rhetorical Questions and Sarcasm in Social Media Dialog},
          author = {Oraby, Shereen and Harrison, Vrindavan and Misra, Amita and Riloff, Ellen and Walker, Marilyn},
          booktitle = {Proceedings of the 18th Annual Meeting of the Special Interest Group on Discourse and Dialogue (SIGDIAL 2017)},
          year = {2017}
        }
        
        • sarcasm
        • rhetorical questions
        • dialogue

      • Mars Target Encyclopedia: Information Extraction for Planetary Science . K. L. Wagstaff, R. Francis, T. Gowda, Y. Lu, Ellen Riloff and K. Singh.
        Third Planetary Data Workshop 2017. 2017. BibTex

        @inproceedings{wagstaff2017mars,
          title = {{Mars Target Encyclopedia: Information Extraction for Planetary Science}},
          author = {Wagstaff, Kiri L. and Francis, Raymond and Gowda, Thamme and Lu, You and Riloff, Ellen and Singh, Karanjeet},
          booktitle = {3rd Planetary Data Workshop},
          year = {2017}
        }
        
        • information extraction
        • planetary science

      • Exploiting Unlabeled Texts with Clustering-based Instance Selection for Medical Relation Classification . Youngjun Kim, Ellen Riloff and Stephane M. Meystre.
        AMIA 2017 Annual Symposium. 2017. BibTex

        @inproceedings{kim2017exploiting,
          author = {Kim, Y. and Riloff, E. and Meystre, S. M.},
          title = {{Exploiting Unlabeled Texts with Clustering-based Instance Selection for Medical Relation Classification}},
          booktitle = {{Proceedings of the AMIA 2017 Annual Symposium (AMIA 2017)}},
          year = {2017}
        }
        
        FINALIST for AMIA 2017 Distinguished Paper Award
        • relation extraction
        • medicine

      2016

      • Exploiting Sentence Similarities for Better Alignments . Tao Li and Vivek Srikumar.
        EMNLP. 2016. BibTex

        @inproceedings{li2016exploiting,
          title = {Exploiting Sentence Similarities for Better Alignments.},
          author = {Li, Tao and Srikumar, Vivek},
          booktitle = {EMNLP},
          pages = {2193--2203},
          year = {2016}
        }
        
        • semantics
        • integer linear programming inference
        • structured prediction

      • Continuous Kernel Learning . John Moeller, Vivek Srikumar, Sarathkrishna Swaminathan, Suresh Venkatasubramanian and Dustin Webb.
        ECML. 2016. BibTex

        @inproceedings{moeller2016continuous,
          title = {Continuous Kernel Learning},
          author = {Moeller, John and Srikumar, Vivek and Swaminathan, Sarathkrishna and Venkatasubramanian, Suresh and Webb, Dustin},
          booktitle = {Joint European Conference on Machine Learning and Knowledge Discovery in Databases},
          pages = {657--673},
          year = {2016},
          organization = {Springer}
        }
        
        • learning
        • kernels
        • neural networks
        • representations

      • A corpus of preposition supersenses . Nathan Schneider, Jena D. Hwang, Vivek Srikumar, Meredith Green, Abhijit Suresh, Kathryn Conger, Tim O'Gorman and Martha Palmer.
        Linguistic Annotation Workshop. 2016. BibTex

        @inproceedings{schneider2016corpus,
          title = {A corpus of preposition supersenses},
          author = {Schneider, Nathan and Hwang, Jena D and Srikumar, Vivek and Green, Meredith and Suresh, Abhijit and Conger, Kathryn and O’Gorman, Tim and Palmer, Martha},
          booktitle = {Proceedings of the 10th Linguistic Annotation Workshop held in conjunction with ACL},
          pages = {99--109},
          year = {2016}
        }
        
        • semantics
        • prepositions
        • dataset

      • Expressiveness of Rectifier Networks . Xingyuan Pan and Vivek Srikumar.
        ICML. 2016. BibTex

        @inproceedings{pan2016expressiveness,
          title = {Expressiveness of rectifier networks},
          author = {Pan, Xingyuan and Srikumar, Vivek},
          booktitle = {International Conference on Machine Learning},
          pages = {2427--2435},
          year = {2016}
        }
        
        • neural networks
        • representations

      • A Comparison of Natural Language Processing Methods for Automated Coding of Motivational Interviewing . Michael Tanana, Kevin Hallgren, Zac Imel, David Atkins and Vivek Srikumar.
        Journal of Substance Abuse Treatment. 2016. BibTex

        
          
        • NLP & psychology

      • Is Sentiment in Movies the Same as Sentiment in Psychotherapy? Comparisons Using a New Psychotherapy Sentiment Database . Michael Tanana, Aaron Dembe, Christina S. Soma, David Atkins, Zac Imel and Vivek Srikumar.
        Workshop on Computational Linguistics and Clinical Psychology. 2016. BibTex

        @inproceedings{tanana2016sentiment,
          title = {Is Sentiment in Movies the Same as Sentiment in Psychotherapy? Comparisons Using a New Psychotherapy Sentiment Database.},
          author = {Tanana, Michael and Dembe, Aaron and Soma, Christina S and Imel, Zac E and Atkins, David C and Srikumar, Vivek},
          booktitle = {CLPsych@ HLT-NAACL},
          pages = {33--41},
          year = {2016}
        }
        
        • NLP & psychology
        • sentiment

      • ISAAC: A Convolutional Neural Network Accelerator with In-Situ Analog Arithmetic in Crossbar . Ali Shafiee, Anirban Nag, Naveen Muralimanohar, Rajeev Balasubramonian, John Paul Strachan, Miao Hu, R. Stanley Williams and Vivek Srikumar.
        ISCA. 2016. BibTex

        @inproceedings{shafiee2016isaac,
          title = {ISAAC: A convolutional neural network accelerator with in-situ analog arithmetic in crossbars},
          author = {Shafiee, Ali and Nag, Anirban and Muralimanohar, Naveen and Balasubramonian, Rajeev and Strachan, John Paul and Hu, Miao and Williams, R Stanley and Srikumar, Vivek},
          booktitle = {Proceedings of the 43rd International Symposium on Computer Architecture},
          pages = {14--26},
          year = {2016},
          organization = {IEEE Press}
        }
        
        IEEE Micro magazine Top Picks of the year honorable mention
        • efficient machine learning

      • EDISON: Feature Extraction for NLP . Mark Sammons, Christos Christodoulopoulos, Parisa Kordjamshidi, Daniel Khashabi, Vivek Srikumar and Dan Roth.
        LREC. 2016. BibTex

        @inproceedings{sammons2016edison,
          title = {EDISON: Feature Extraction for NLP, Simplified.},
          author = {Sammons, Mark and Christodoulopoulos, Christos and Kordjamshidi, Parisa and Khashabi, Daniel and Srikumar, Vivek and Roth, Dan},
          booktitle = {LREC},
          year = {2016}
        }
        
        • software

      • Creating and Characterizing a Diverse Corpus of Sarcasm in Dialogue . Shereen Oraby, Vrindavan Harrison, Lena Reed, Ernesto Hernandez, Ellen Riloff and Marilyn A. Walker.
        17th Annual SIGdial Meeting on Discourse and Dialogue (SIGDIAL 2016). 2016. BibTex

        @inproceedings{oraby2016creating,
          title = {Creating and Characterizing a Diverse Corpus of Sarcasm in Dialogue},
          author = {Oraby, Shereen and Harrison, Vrindavan and Hernandez, Ernesto and Reed, Lena and Riloff, Ellen and Walker, Marilyn},
          booktitle = {Proceedings of the 17th Annual Meeting of the Special Interest Group on Discourse and Dialogue (SIGDIAL 2016)},
          year = {2016}
        }
        
        • sarcasm
        • dialogue

      • Unsupervised Models for Predicting Strategic Relations between Organizations . Shachi H. Kumar, Jay Pujara, Lise Getoor, David Mares, Dipak Gupta and Ellen Riloff.
        IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2016). 2016. BibTex

        
          
        • social media analysis

      • Creating a Mars Target Encyclopedia by Extracting Information from the Planetary Science Literature . Kiri L. Wagstaff, Ellen Riloff, Nina L. Lanza, Chris A. Mattmann and Paul M. Ramirez.
        AAAI-16 Workshop on Knowledge Extraction from Text (KET). 2016. BibTex

        @inproceedings{wagstaff2016creating,
          title = {{Creating a Mars Target Encyclopedia by Extracting Information from the Planetary Science Literature}},
          author = {Wagstaff, Kiri L. and Riloff, Ellen and Lanza, Nina L. and Mattmann, Chris A. and Ramirez, Paul M.},
          booktitle = {AAAI-16 Workshop on Knowledge Extraction from Text (KET)},
          year = {2016}
        }
        
        • information extraction
        • planetary science

      • Acquiring Knowledge of Affective Events from Blogs using Label Propagation . Haibo Ding and Ellen Riloff.
        Thirtieth AAAI Conference on Artificial Intelligence (AAAI 2016). 2016. BibTex

        @inproceedings{ding2016acquiring,
          author = {Ding, Haibo and Riloff, Ellen},
          year = {2016},
          title = {{Acquiring Knowledge of Affective Events from Blogs using Label Propagation}},
          booktitle = {{Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence (AAAI 2016)}}
        }
        
        • sentiment analysis
        • events

      • Automatically Inferring Implicit Properties in Similes . Ashequl Qadir, Ellen Riloff and Marilyn A. Walker.
        15th Annual Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL 2016). 2016. BibTex

        
          
        • similes

      • Distinguishing Past, On-going, and Future Events: The EventStatus Corpus . Ruihong Huang, Ignacio Cases, Dan Jurafsky, Cleo Condoravdi and Ellen Riloff.
        2016 Conference on Empirical Methods in Natural Language Processing (EMNLP 2016). 2016. BibTex

        @inproceedings{huang2016acquiring,
          author = {Huang, R. and Cases, I. and Jurafsky, D. and Condoravdi, C. and Riloff, E.},
          year = {2016},
          title = {{Distinguishing Past, On-going, and Future Events: The EventStatus Corpus}},
          booktitle = {{Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing (EMNLP 2016)}}
        }
        
        • event extraction
        • temporal analysis

      2015