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Researcher profile

Jacob Eisenstein

5 papers in the PaperMetrix corpus

Publications

Papers by this author

  1. Shallow Discourse Parsing Using Distributed Argument Representations and Bayesian Optimization

    2016 · arXiv (Cornell University)

    This paper describes the Georgia Tech team's approach to the CoNLL-2016 supplementary evaluation on discourse relation sense classification. We use long short-term memories (LSTM) to induce distributed representations of each argument, and then combine these …

  2. Overcoming Language Variation in Sentiment Analysis with Social Attention

    2015 · arXiv (Cornell University)

    Variation in language is ubiquitous, particularly in newer forms of writing such as social media. Fortunately, variation is not random, it is often linked to social properties of the author. In this paper, we show …

  3. Informativeness and Invariance: Two Perspectives on Spurious Correlations in Natural Language

    2022 · arXiv (Cornell University)

    Spurious correlations are a threat to the trustworthiness of natural language processing systems, motivating research into methods for identifying and eliminating them. However, addressing the problem of spurious correlations requires more clarity on what they …

  4. Part-of-Speech Tagging for Twitter: Annotation, Features, and Experiments

    2018 · Figshare

    We address the problem of part-of-speech tagging for English data from the popular microblogging service Twitter. We develop a tagset, annotate data, develop features, and report tagging results nearing 90% accuracy. The data and tools …

  5. Unsupervised Domain Adaptation of Contextualized Embeddings for Sequence Labeling

    2019

    Xiaochuang Han, Jacob Eisenstein. Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP). 2019.