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MODELS
2010
Springer
13 years 5 months ago
A Unified Approach to Modeling and Programming
Ole Lehrmann Madsen, Birger Møller-Pedersen
LREC
2010
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13 years 5 months ago
NLGbAse: A Free Linguistic Resource for Natural Language Processing Systems
Availability of labeled language resources, such as annotated corpora and domain dependent labeled language resources is crucial for experiments in the field of Natural Language ...
Eric Charton, Juan Manuel Torres Moreno
KES
2010
Springer
13 years 5 months ago
SceneMaker: Multimodal Visualisation of Natural Language Film Scripts
Abstract. Producing plays, films or animations is a complex and expensive process involving various professionals and media. Our proposed software system, SceneMaker, aims to faci...
Eva Hanser, Paul McKevitt, Tom Lunney, Joan Condel...
IR
2010
13 years 6 months ago
Learning to rank with (a lot of) word features
In this article we present Supervised Semantic Indexing (SSI) which defines a class of nonlinear (quadratic) models that are discriminatively trained to directly map from the word...
Bing Bai, Jason Weston, David Grangier, Ronan Coll...
IR
2010
13 years 6 months ago
A general approximation framework for direct optimization of information retrieval measures
Recently direct optimization of information retrieval (IR) measures becomes a new trend in learning to rank. Several methods have been proposed and the effectiveness of them has ...
Tao Qin, Tie-Yan Liu, Hang Li
IR
2010
13 years 6 months ago
Knowledge transfer for cross domain learning to rank
Depin Chen, Yan Xiong, Jun Yan, Gui-Rong Xue, Gang...
IR
2010
13 years 6 months ago
Adapting boosting for information retrieval measures
Abstract We present a new ranking algorithm that combines the strengths of two previous methods: boosted tree classification, and LambdaRank, which has been shown to be empiricall...
Qiang Wu, Christopher J. C. Burges, Krysta Marie S...
IR
2010
13 years 6 months ago
A framework to compute page importance based on user behaviors
Yuting Liu, Tie-Yan Liu, Bin Gao, Zhiming Ma, Hang...
IR
2010
13 years 6 months ago
LETOR: A benchmark collection for research on learning to rank for information retrieval
LETOR is a benchmark collection for the research on learning to rank for information retrieval, released by Microsoft Research Asia. In this paper, we describe the details of the L...
Tao Qin, Tie-Yan Liu, Jun Xu, Hang Li
IR
2010
13 years 6 months ago
Gradient descent optimization of smoothed information retrieval metrics
Abstract Most ranking algorithms are based on the optimization of some loss functions, such as the pairwise loss. However, these loss functions are often different from the criter...
Olivier Chapelle, Mingrui Wu