[PDF] Top 20 A System for Experiments with Dependency Parsers
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A System for Experiments with Dependency Parsers
... Training dependency parsing models for a given language is an easy task if there exists a treebank for ...available parsers, one generally has two paths of improving: (1) developing a new frame- work for ... See full document
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Evaluation of Dependency Parsers on Unbounded Dependencies
... other parsers, and that MSTParser achieves the highest score on SbEm sentences and MaltParser on SbRC ...all parsers, since most of the other parsers would have benefited from heuristic post- ... See full document
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RU EVAL 2012: Evaluating Dependency Parsers for Russian
... Before the assessment, the GS was tagged manually using the tagging tool created by Maxim Ionov. Each sentence was independently tagged by two experts, then divergences were discussed, if any, and the common decision was ... See full document
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Evaluation of Two Bengali Dependency Parsers
... accuracy i.e. the labelled attachment score (LAS) of both parsing model with respect to different sentence length, i.e. number of tokens. From the figure it is clear Malt Parser tends to perform better than the grammar ... See full document
10
Efficient Third Order Dependency Parsers
... third-order parsers have previously been proposed by McDonald and Pereira (2006), who remarked that their second- order sibling parser (see Figure 3) could easily be extended to capture m > 1 successive modi- ... See full document
11
Online Large Margin Training of Dependency Parsers
... The model based on MIRA also performs well on Czech, again slightly outperforming averaged per- ceptron. Unfortunately, we do not know of any other parsing systems tested on the same data set. The Czech parser of Collins ... See full document
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Nightmare at test time: How punctuation prevents parsers from generalizing
... modern dependency parsers to ...syntactic parsers. In other words, syntactic parsers become too reliant on punctuation and therefore suffer from the ab- sence or creative uses of ... See full document
5
Efficient Inner to outer Greedy Algorithm for Higher order Labeled Dependency Parsing
... use dependency parsers as critical ...ing parsers usually achieve better parsing accuracies than two-stage ...ficient dependency parsing algorithm that is capable of capturing multiple ... See full document
7
Multi Source Transfer of Delexicalized Dependency Parsers
... our experiments focus strictly on Indo- European ...Preliminary experiments for Arabic (ar), Chinese (zh), and Japanese (ja) suggest similar direct transfer methods are ... See full document
11
Bootstrapping Feature Rich Dependency Parsers with Entropic Priors
... ment set (Table 3). Using the parameters at the last iteration of supervised training on the seed set as a baseline, we tried updating to their bootstrapped val- ues the weights of only those features that occurred in ... See full document
11
Training dependency parsers by jointly optimizing multiple objectives
... The last row in each section of Table 2 shows the results for this augmented-loss system when weight- ing both losses equally during training. By simply having the main verb annotated in each sentence – the ... See full document
11
Density Driven Cross Lingual Transfer of Dependency Parsers
... delexicalized parsers across languages (McDonald et ...translation system (Tiedemann et ...consider dependency parsing, and as in our work use the latest version of the Google universal treebank for ... See full document
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Parameter sharing between dependency parsers for related languages
... In future work, we plan to investigate what hap- pens when training on more than 2 languages. Here, we focused on a setting with rather small amounts of balanced data. It would be interest- ing to experiment with using ... See full document
6
Improving Dependency Parsers using Combinatory Categorial Grammar
... popular dependency parsers (Malt and MST) for two languages: English and ...both parsers by around 0.3-0.5% in all experiments. For both parsers, we see larger improvements specifically ... See full document
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Notes on the Evaluation of Dependency Parsers Obtained Through Cross Lingual Projection
... k parsers can then each parse the unseen test set, and subsequent compar- ison against the gold standard annotations yields k values of the performance metric at hand (here, ... See full document
9
Integrating Graph Based and Transition Based Dependency Parsers
... for dependency length and root distance, it is interesting to note that the guided models often improve even in situations where their base parsers are more accurate than their guide ...labeled ... See full document
9
Dynamic Programming Algorithms for Transition Based Dependency Parsers
... arc-eager system as in Figure 7, where, additionally, we have added unary rules for sh and ra and restricted the set of axioms along the lines set out in Section ...duction system is in fact even in ... See full document
10
Exploring Options for Fast Domain Adaptation of Dependency Parsers
... We used Liang’s (2005) implementation of the Brown clustering algorithm to create clusters of words found in unlabelled domain texts. The output of the algorithm are word types assigned to discrete hi- erarchical ... See full document
12
Semantic Dependency Graph Parsing Using Tree Approximations
... graph parsers, mainly by adapting existing dependency parsers to perform graph parsing, or (2) applied tree approximations, lossily converting graphs to trees in pre-processing, trained standard ... See full document
11
Analyzing and Integrating Dependency Parsers
... data-driven dependency parsing,which can be seen as targeting the specific weaknesses of traditional graph- based and transition-based ...graph-based parsers,McDonald and Pereira (2006),Hall (2007),Nakagawa ... See full document
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