The proceedings contain 77 papers. The topics discussed include: BeautifulPrompt: towards automatic prompt engineering for text-to-image synthesis;enhancing language model with unit test techniques for efficient regul...
The proceedings contain 77 papers. The topics discussed include: BeautifulPrompt: towards automatic prompt engineering for text-to-image synthesis;enhancing language model with unit test techniques for efficient regular expression generation;a comparative analysis of task-agnostic distillation methods for compressing transformer language models;towards effective automatic debt collection with persona awareness;efficient transformer knowledge distillation: a performance review;CDD: a large scale dataset for legal intelligence research;personalized dense retrieval on global index for voice-enabled conversational systems;and Text2Topic: multi-label text classification system for efficient topic detection in user generated content with zero-shot capabilities.
The proceedings contain 21 papers. The topics discussed include: a sequential model for multi-class classification;a sequential model for multi-class classification;stacking classifiers for anti-spam filtering of e-ma...
The proceedings contain 21 papers. The topics discussed include: a sequential model for multi-class classification;a sequential model for multi-class classification;stacking classifiers for anti-spam filtering of e-mail;classifying the semantic relations in noun compounds via a domain-specific lexical hierarchy;limitations of co-training for naturallanguage learning from large datasets;improving lexical mapping model of English-Korean bitext using structural features;stacking classifiers for anti-spam filtering of e-mail;feature space restructuring for SVMs with application to text categorization;and the unknown word problem: a morphological analysis of Japanese using maximum entropy aided by a dictionary.
The proceedings contain 8 papers. The topics discussed include: evaluating answers to reading comprehension questions in context: results for German and the role of information structure;towards a probabilistic model ...
ISBN:
(纸本)1937284158
The proceedings contain 8 papers. The topics discussed include: evaluating answers to reading comprehension questions in context: results for German and the role of information structure;towards a probabilistic model for lexical entailment;classification-based contextual preferences;is it worth submitting this run? assess your RTE system with a good sparring partner;diversity-aware evaluation for paraphrase patterns;representing and resolving ambiguities in ontology-based question answering;strings over intervals;and discovering commonsense entailment rules implicit in sentences.
The proceedings contain 41 papers. The topics discussed include: discriminative training methods for hidden Markov models: theory and experiments with perceptron algorithms;an incremental decision list learner;modelin...
The proceedings contain 41 papers. The topics discussed include: discriminative training methods for hidden Markov models: theory and experiments with perceptron algorithms;an incremental decision list learner;modeling consensus: classifier combination for word sense disambiguation;augmented mixture models for lexical disambiguation;an empirical evaluation of knowledge sources and learning algorithms for word sense disambiguation;combining sample selection and error-driven pruning for machine learning of coreference rules;thumbs up? sentiment classification using machine learning techniques;extensions to HMM-based statistical word alignment models;exploiting strong syntactic heuristics and co-training to learn semantic lexicons;and a phrase-based joint probability model for statistical machine translation.
The proceedings contain 125 papers. The topics discussed include: on dual decomposition and linear programming relaxations for naturallanguageprocessing;turbo parsers: dependency parsing by approximate variational i...
ISBN:
(纸本)1932432868
The proceedings contain 125 papers. The topics discussed include: on dual decomposition and linear programming relaxations for naturallanguageprocessing;turbo parsers: dependency parsing by approximate variational inference;jointly modeling aspects and opinions with a MaxEnt-LDA hybrid;handling noisy queries in cross language FAQ retrieval;soft syntactic constraints for hierarchical phrase-based translation using latent syntactic distributions;a hybrid morpheme-word representation for machine translation of morphologically rich languages;joint training and decoding using virtual nodes for cascaded segmentation and tagging tasks;crouching Dirichlet, hidden Markov model: unsupervised POS tagging with context local tag generation;storing the web in memory: space efficient language models with constant time retrieval;automatic discovery of manner relations and its applications;and exploiting conversation structure in unsupervised topic segmentation for emails.
The proceedings contain 264 papers. The topics discussed include: span-based constituency parsing with a structure-label system and provably optimal dynamic oracles;rule extraction for tree-to-tree transducers by cost...
ISBN:
(纸本)9781945626258
The proceedings contain 264 papers. The topics discussed include: span-based constituency parsing with a structure-label system and provably optimal dynamic oracles;rule extraction for tree-to-tree transducers by cost minimization;a neural network for coordination boundary prediction;using left-corner parsing to encode universal structural constraints in grammar induction;distinguishing past, on-going, and future events: the event-status corpus;nested propositions in open information extraction;a position encoding convolutional neural network based on dependency tree for relation classification;learning to recognize discontiguous entities;and modeling human reading with neural attention.
The proceedings contain 16 papers. The topics discussed include: CoNLL-2012 shared task: modeling multilingual unrestricted coreference in OntoNotes;latent structure perceptron with feature induction for unrestricted ...
ISBN:
(纸本)9781937284459
The proceedings contain 16 papers. The topics discussed include: CoNLL-2012 shared task: modeling multilingual unrestricted coreference in OntoNotes;latent structure perceptron with feature induction for unrestricted coreference resolution;data-driven multilingual coreference resolution using resolver stacking;combining the best of two worlds: a hybrid approach to multilingual coreference resolution;using syntactic dependencies to solve coreferences;ICT: system description for CoNLL-2012;a mixed deterministic model for coreference resolution;and simple maximum entropy models for multilingual coreference resolution.
The proceedings contain 28 papers. The topics discussed include: a projection extension algorithm for statistical machine translation;statistical machine translation using coercive two-level syntactic transduction;cro...
The proceedings contain 28 papers. The topics discussed include: a projection extension algorithm for statistical machine translation;statistical machine translation using coercive two-level syntactic transduction;cross-lingual lexical triggers in statistical language modeling;sentence alignment for monolingual comparable corpora;antecedent recovery: experiments with a trace tagger;use of deep linguistic features for the recognition and labeling of semantic arguments;maximum entropy models for FrameNet classification;variation of entropy and parse trees of sentences as a function of the sentence number;a plethora of methods for learning English countability;bootstrapping coreference classifiers with multiple machine learning algorithms;and towards answering opinion questions: separating facts from opinions and identifying the polarity of opinion sentences.
The proceedings contain 17 papers. The topics discussed include: foreign words and the automatic processing of Arabic social media text written in roman script;code mixing: a challenge for language identification in t...
ISBN:
(纸本)9781937284961
The proceedings contain 17 papers. The topics discussed include: foreign words and the automatic processing of Arabic social media text written in roman script;code mixing: a challenge for language identification in the language of social media;detecting code-switching in a multilingual alpine heritage corpus;exploration of the impact of maximum entropy in recurrent neural network language models for code-switching speech;predicting code-switching in multilingual communication for immigrant communities;overview for the first shared task on language identification in code-switched data;word-level language identification using CRF: code-switching shared task report of MSR India system;and the CMU submission for the shared task on language identification in code-switched data.
The proceedings contain 72 papers. The topics discussed include: unsupervised discovery of a statistical verb lexicon;an empirical approach to the interpretation of superlatives;paraphrase recognition via dissimilarit...
ISBN:
(纸本)1932432736
The proceedings contain 72 papers. The topics discussed include: unsupervised discovery of a statistical verb lexicon;an empirical approach to the interpretation of superlatives;paraphrase recognition via dissimilarity significance classification;distributional measures of concept-distance: a task-oriented evaluation;exploiting discourse structure for spoken dialogue performance analysis;domain adaptation with structural correspondence learning;incremental integer linear programming for non-projective dependency parsing;identification of event mentions and their semantic class;extremely lexicalized models for accurate and fast HPSG parsing;a weakly supervised learning approach for spoken language understanding;distributed language modeling for N-best list re-ranking;unsupervised named entity transliteration using temporal and phonetic correlation;and using linguistically motivated features for paragraph boundary identification.
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