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SimLex-999: Evaluating Semantic Models With (Genuine) Similarity Estimation
Evaluating Semantic Models Similarity Estimation
2016/2/23
We present SimLex-999, a gold standard resource for evaluating distributional semantic models that improves on existing resources in several important ways. First, in contrast to gold standards such a...
Assumption-free estimation of the genetic contribution to refractive error across childhood
genetic contribution childhood
2015/12/18
Studies in relatives have generally yielded high heritability estimates for refractive error: twins 75–90%,
families 15–70%. However, because related individuals often share a common environment, th...
Improved Estimation of Entropy for Evaluation of Word Sense Induction
Entropy for Evaluation Word Sense Induction
2015/9/14
Information-theoretic measures are among the most standard techniques for evaluation of clustering methods including word sense induction (WSI) systems. Such measures rely on sample-based estimates of...
Word-Level Confidence Estimation for Machine Translation
Word-Level Confidence Machine Translation
2015/9/2
This article introduces and evaluates several different word-level confidence measures for machine translation. These measures provide a method for labeling each word in an automatically generated tra...
Syllable-Pattern-Based Unknown-Morpheme Segmentation and Estimation for Hybrid Part-of-Speech Tagging of Korean
Syllable-Pattern-Based Unknown-Morpheme Segmentation Hybrid Part-of-Speech Tagging of Korean
2015/8/27
Most errors in Korean morphological analysis and part-of-speech (POS) tagging are caused by unknown morphemes. This paper presents a syllable-pattern-based generalized unknown-morpheme-estimation meth...
The DOP Estimation Method Is Biased and Inconsistent
DOP Estimation Method Biased Inconsistent
2015/8/27
A data-oriented parsing or DOP model for statistical parsing associates fragments of linguistic representations with numerical weights, where these weights are estimated by normalizing the empirical f...
Class-Based Probability Estimation Using a Semantic Hierarchy
Probability Estimation Semantic Hierarchy
2015/8/27
This article concerns the estimation of a particular kind of probability, namely, the probability of a noun sense appearing as a particular argument of a predicate. In order to overcome the accompanyi...
Conditional Structure versus Conditional Estimation in NLP Models
Conditional Structure Conditional NLP Models
2015/6/12
This paper separates conditional parameter estimation, which consistently raises test set accuracy on statistical NLP tasks, from conditional model structures, such as the conditional Markov model use...
A Turbo-Style Algorithm for Lexical Baseforms Estimation.
Generalization of Extended Baum-Welch Parameter Estimation for Discriminative Training and Decoding
Discriminative Training Decoding
2015/3/10
Generalization of Extended Baum-Welch Parameter Estimation for Discriminative Training and Decoding.
Iterative Language Model Estimation: Efficient Data Structure & Algorithms
language modeling smoothing interpolation
2015/3/10
Iterative Language Model Estimation: Efficient Data Structure & Algorithms.
N-gram Weighting: Reducing Training Data Mismatch in Cross-Domain Language Model Estimation
Reducing Training Data Mismatch Cross-Domain Language Model Estimation
2015/3/10
N-gram Weighting: Reducing Training Data Mismatch in Cross-Domain Language Model Estimation.
A Generalized Family of Parameter Estimation Techniques
Generalized Family Parameter Estimation Techniques
2015/3/10
A Generalized Family of Parameter Estimation Techniques.
Language Model Parameter Estimation Using User Transcriptions
speech recognition language modeling
2015/3/10
Language Model Parameter Estimation Using User Transcriptions.
N-gram Weighting: Reducing Training Data Mismatch in Cross-Domain Language Model Estimation
N-gram Weighing Data Mismatch Cross-Domain Language Model
2014/11/27
In domains with insufficient matched training data, language models are often constructed by interpolating component models trained from partially matched corpora. Since the ngrams from such corpora m...