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List of works by Andrew McCallum

A Distant Supervision Corpus for Extracting Biomedical Relationships Between Chemicals, Diseases and Genes ⬇️

scientific article published on 13 April 2022

Accurate Information Extraction from Research Papers using Conditional Random Fields ⬇️

scientific article

Active Bias: Training More Accurate Neural Networks by Emphasizing High Variance Samples ⬇️

scientific article published in January 2017

Bibliometric impact measures leveraging topic analysis

Bit patterned media optimization at 1 Tdot/in2 by post-annealing

CAEP 2015 Academic Symposium: Leadership within the emergency medicine academic community and beyond

scientific article published on 7 March 2016

Classification with Hybrid Generative/Discriminative Models ⬇️

scientific article published in January 2004

Combining joint models for biomedical event extraction

scientific article

Compact Representation of Uncertainty in Clustering ⬇️

Conditional Models of Identity Uncertainty with Application to Noun Coreference ⬇️

scientific article published in January 2005

Database of NIH grants using machine-learned categories and graphical clustering

scientific article published on June 2011

Efficient Non-parametric Estimation of Multiple Embeddings per Word in Vector Space ⬇️

Efficient clustering of high-dimensional data sets with application to reference matching

scholarly article published 2000

Efficient methods for topic model inference on streaming document collections

article

Energy and Policy Considerations for Deep Learning in NLP ⬇️

scientific article published on 5 June 2019

Energy and Policy Considerations for Modern Deep Learning Research

scientific article published on 29 June 2020

Expertise modeling for matching papers with reviewers

article published in 2007

FACTORIE: Probabilistic Programming via Imperatively Defined Factor Graphs ⬇️

scientific article published in January 2009

Fast and Accurate Entity Recognition with Iterated Dilated Convolutions ⬇️

scientific article published on 22 July 2017

Group and Topic Discovery from Relations and Their Attributes ⬇️

scientific article published in January 2006

Improving Local Identifiability in Probabilistic Box Embeddings ⬇️

scientific article published in November 2020

Information Extraction

scientific article published in 2005

Information extraction from research papers using conditional random fields

Inorganic Materials Synthesis Planning with Literature-Trained Neural Networks

scientific article published on 28 January 2020

InterNano: e-Science for the Nanomanufacturing Community

Linguistically-Informed Self-Attention for Semantic Role Labeling ⬇️

scientific article published on 12 November 2018

MAP Inference in Chains using Column Generation ⬇️

scientific article published in January 2012

Machine-learned and codified synthesis parameters of oxide materials

scientific article

Mining a digital library for influential authors

Mixtures of hierarchical topics with Pachinko allocation

Modeling Relations and Their Mentions without Labeled Text

scientific article published in 2010

Multilingual Relation Extraction using Compositional Universal Schema ⬇️

Organizing the OCA

Polylingual topic models

Query-Aware MCMC ⬇️

scientific article published in January 2011

Rethinking LDA: Why Priors Matter ⬇️

scientific article published in January 2009

Search-Guided, Lightly-Supervised Training of Structured Prediction Energy Networks ⬇️

SemEval 2017 Task 10: ScienceIE - Extracting Keyphrases and Relations from Scientific Publications ⬇️

Sublinear Time Approximation of Text Similarity Matrices

scientific article published in 2022

Table extraction for answer retrieval

scientific article

Table extraction using conditional random fields

Topic and Role Discovery in Social Networks with Experiments on Enron and Academic Email

Topic models for taxonomies

Training Factor Graphs with Reinforcement Learning for Efficient MAP Inference ⬇️

scientific article published in January 2009

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