Alessandro Moschitti

Orcid: 0000-0003-2216-8034

According to our database1, Alessandro Moschitti authored at least 285 papers between 2000 and 2024.

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Bibliography

2024
Datasets for Multilingual Answer Sentence Selection.
Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2024, 2024

Speechworthy Instruction-tuned Language Models.
Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, 2024

Pre-Training Methods for Question Reranking.
Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics, 2024

Efficient and Accurate Contextual Re-Ranking for Knowledge Graph Question Answering.
Proceedings of the 2024 Joint International Conference on Computational Linguistics, 2024

In Situ Answer Sentence Selection at Web-scale.
Proceedings of the 33rd ACM International Conference on Information and Knowledge Management, 2024

Measuring Retrieval Complexity in Question Answering Systems.
Proceedings of the Findings of the Association for Computational Linguistics, 2024

2023
SQUARE: Automatic Question Answering Evaluation using Multiple Positive and Negative References.
Proceedings of the 13th International Joint Conference on Natural Language Processing and the 3rd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics, 2023

QUADRo: Dataset and Models for QUestion-Answer Database Retrieval.
Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2023, 2023

Double Retrieval and Ranking for Accurate Question Answering.
Proceedings of the Findings of the Association for Computational Linguistics: EACL 2023, 2023

Question-Answer Sentence Graph for Joint Modeling Answer Selection.
Proceedings of the 17th Conference of the European Chapter of the Association for Computational Linguistics, 2023

Accurate Training of Web-based Question Answering Systems with Feedback from Ranked Users.
Proceedings of the The 61st Annual Meeting of the Association for Computational Linguistics: Industry Track, 2023

Context-Aware Transformer Pre-Training for Answer Sentence Selection.
Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), 2023

Cross-Lingual Knowledge Distillation for Answer Sentence Selection in Low-Resource Languages.
Proceedings of the Findings of the Association for Computational Linguistics: ACL 2023, 2023

Learning Answer Generation using Supervision from Automatic Question Answering Evaluators.
Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2023

2022
Effective Pre-Training Objectives for Transformer-based Autoencoders.
CoRR, 2022

DP-KB: Data Programming with Knowledge Bases Improves Transformer Fine Tuning for Answer Sentence Selection.
CoRR, 2022

Paragraph-based Transformer Pre-training for Multi-Sentence Inference.
Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2022

Building a Dataset for Automatically Learning to Detect Questions Requiring Clarification.
Proceedings of the Thirteenth Language Resources and Evaluation Conference, 2022

Cross-Lingual Open-Domain Question Answering with Answer Sentence Generation.
Proceedings of the 2nd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 12th International Joint Conference on Natural Language Processing, 2022

Ensemble Transformer for Efficient and Accurate Ranking Tasks: an Application to Question Answering Systems.
Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2022, 2022

Pre-training Transformer Models with Sentence-Level Objectives for Answer Sentence Selection.
Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing, 2022

Effective Pretraining Objectives for Transformer-based Autoencoders.
Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2022, 2022

Knowledge Transfer from Answer Ranking to Answer Generation.
Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing, 2022

FocusQA: Open-Domain Question Answering with a Context in Focus.
Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2022, 2022

WDRASS: A Web-scale Dataset for Document Retrieval and Answer Sentence Selection.
Proceedings of the 31st ACM International Conference on Information & Knowledge Management, 2022

2021
Land Use Classification With Point of Interests and Structural Patterns.
IEEE Trans. Knowl. Data Eng., 2021

Cross-Lingual GenQA: A Language-Agnostic Generative Question Answering Approach for Open-Domain Question Answering.
CoRR, 2021

Efficient pre-training objectives for Transformers.
CoRR, 2021

Multilingual Answer Sentence Reranking via Automatically Translated Data.
CoRR, 2021

AVA: an Automatic eValuation Approach for Question Answering Systems.
Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2021

Supervised Neural Clustering via Latent Structured Output Learning: Application to Question Intents.
Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2021

Exploring the structure of BERT through Kernel Learning.
Proceedings of the International Joint Conference on Neural Networks, 2021

Reference-based Weak Supervision for Answer Sentence Selection using Web Data.
Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2021, 2021

Will this Question be Answered? Question Filtering via Answer Model Distillation for Efficient Question Answering.
Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing, 2021

Machine Translation Customization via Automatic Training Data Selection from the Web.
Proceedings of the Advances in Information Retrieval, 2021

Answer Sentence Selection Using Local and Global Context in Transformer Models.
Proceedings of the Advances in Information Retrieval, 2021

CDA: a Cost Efficient Content-based Multilingual Web Document Aligner.
Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics: Main Volume, 2021

Modeling Context in Answer Sentence Selection Systems on a Latency Budget.
Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics: Main Volume, 2021

Language Transfer for Identifying Diagnostic Paragraphs in Clinical Notes.
Proceedings of the Eighth Italian Conference on Computational Linguistics, 2021

Joint Models for Answer Verification in Question Answering Systems.
Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing, 2021

Strong and Light Baseline Models for Fact-Checking Joint Inference.
Proceedings of the Findings of the Association for Computational Linguistics: ACL/IJCNLP 2021, 2021

Answer Generation for Retrieval-based Question Answering Systems.
Proceedings of the Findings of the Association for Computational Linguistics: ACL/IJCNLP 2021, 2021

WikiSum: Coherent Summarization Dataset for Efficient Human-Evaluation.
Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing, 2021

2020
Context-based Transformer Models for Answer Sentence Selection.
CoRR, 2020

AVA: an Automatic eValuation Approach to Question Answering Systems.
CoRR, 2020

Reranking for Efficient Transformer-based Answer Selection.
Proceedings of the 43rd International ACM SIGIR conference on research and development in Information Retrieval, 2020

A Study on Efficiency, Accuracy and Document Structure for Answer Sentence Selection.
Proceedings of the 28th International Conference on Computational Linguistics, 2020

Dialog-based Help Desk through Automated Question Answering and Intent Detection.
Proceedings of the Seventh Italian Conference on Computational Linguistics, 2020

Cross-Language Transformer Adaptation for Frequently Asked Questions.
Proceedings of the Seventh Italian Conference on Computational Linguistics, 2020

The Cascade Transformer: an Application for Efficient Answer Sentence Selection.
Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, 2020

TANDA: Transfer and Adapt Pre-Trained Transformer Models for Answer Sentence Selection.
Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

2019
Shallow and Deep Syntactic/Semantic Structures for Passage Reranking in Question-Answering Systems.
ACM Trans. Inf. Syst., 2019

Arabic community question answering.
Nat. Lang. Eng., 2019

Language processing and learning models for community question answering in Arabic.
Inf. Process. Manag., 2019

A Study of Latent Structured Prediction Approaches to Passage Reranking.
Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2019

Efficient Online Learning for Mapping Kernels on Linguistic Structures.
Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019

Transfer Learning for Sequence Labeling Using Source Model and Target Data.
Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019

2018
Learning pairwise patterns in Community Question Answering.
Intelligenza Artificiale, 2018

Automatic Stance Detection Using End-to-End Memory Networks.
Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2018

Integrating Stance Detection and Fact Checking in a Unified Corpus.
Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2018

Cross-Pair Text Representations for Answer Sentence Selection.
Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, Brussels, Belgium, October 31, 2018

Adversarial Domain Adaptation for Duplicate Question Detection.
Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, Brussels, Belgium, October 31, 2018

Semantic Linking in Convolutional Neural Networks for Answer Sentence Selection.
Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, Brussels, Belgium, October 31, 2018

Supervised Clustering of Questions into Intents for Dialog System Applications.
Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, Brussels, Belgium, October 31, 2018

Learning to Progressively Recognize New Named Entities with Sequence to Sequence Models.
Proceedings of the 27th International Conference on Computational Linguistics, 2018

Transfer Learning for Industrial Applications of Named Entity Recognition.
Proceedings of the 2nd Workshop on Natural Language for Artificial Intelligence (NL4AI 2018) co-located with 17th International Conference of the Italian Association for Artificial Intelligence (AI*IA 2018), 2018

Exploiting Deep Neural Networks for Tweet-based Emoji Prediction.
Proceedings of the 2nd Workshop on Natural Language for Artificial Intelligence (NL4AI 2018) co-located with 17th International Conference of the Italian Association for Artificial Intelligence (AI*IA 2018), 2018

Injecting Relational Structural Representation in Neural Networks for Question Similarity.
Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics, 2018

A Flexible, Efficient and Accurate Framework for Community Question Answering Pipelines.
Proceedings of ACL 2018, Melbourne, Australia, July 15-20, 2018, System Demonstrations, 2018

2017
KELP: a Kernel-based Learning Platform.
J. Mach. Learn. Res., 2017

Multitask Learning with Deep Neural Networks for Community Question Answering.
CoRR, 2017

Cross-Language Question Re-Ranking.
Proceedings of the 40th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2017

On the Use of an Intermediate Class in Boolean Crowdsourced Relevance Annotations for Learning to Rank Comments.
Proceedings of the 40th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2017

Autonomous Crowdsourcing through Human-Machine Collaborative Learning.
Proceedings of the 40th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2017

SemEval-2017 Task 3: Community Question Answering.
Proceedings of the 11th International Workshop on Semantic Evaluation, 2017

KeLP at SemEval-2017 Task 3: Learning Pairwise Patterns in Community Question Answering.
Proceedings of the 11th International Workshop on Semantic Evaluation, 2017

Building Chatbots from Forum Data: Model Selection Using Question Answering Metrics.
Proceedings of the International Conference Recent Advances in Natural Language Processing, 2017

Structural Semantic Models for Automatic Analysis of Urban Areas.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2017

Ranking Kernels for Structures and Embeddings: A Hybrid Preference and Classification Model.
Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing, 2017

A Multiple-Instance Learning Approach to Sentence Selection for Question Ranking.
Proceedings of the Advances in Information Retrieval, 2017

A Practical Perspective on Latent Structured Prediction for Coreference Resolution.
Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics, 2017

Effective shared representations with Multitask Learning for Community Question Answering.
Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics, 2017

Collaborative Partitioning for Coreference Resolution.
Proceedings of the 21st Conference on Computational Natural Language Learning (CoNLL 2017), 2017

Learning Contextual Embeddings for Structural Semantic Similarity using Categorical Information.
Proceedings of the 21st Conference on Computational Natural Language Learning (CoNLL 2017), 2017

Commercial Applications through Community Question Answering Technology.
Proceedings of the Fourth Italian Conference on Computational Linguistics (CLiC-it 2017), 2017

Neural Sentiment Analysis for a Real-World Application.
Proceedings of the Fourth Italian Conference on Computational Linguistics (CLiC-it 2017), 2017

Predicting Land Use of Italian Cities using Structural Semantic Models.
Proceedings of the Fourth Italian Conference on Computational Linguistics (CLiC-it 2017), 2017

Accurate Sentence Matching with Hybrid Siamese Networks.
Proceedings of the 2017 ACM on Conference on Information and Knowledge Management, 2017

RelTextRank: An Open Source Framework for Building Relational Syntactic-Semantic Text Pair Representations.
Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics, 2017

Don't understand a measure? Learn it: Structured Prediction for Coreference Resolution optimizing its measures.
Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics, 2017

Self-Crowdsourcing Training for Relation Extraction.
Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics, 2017

Question Answering and Knowledge Graphs.
Proceedings of the Exploiting Linked Data and Knowledge Graphs in Large Organisations, 2017

2016
Multi-lingual opinion mining on YouTube.
Inf. Process. Manag., 2016

Modeling Relational Information in Question-Answer Pairs with Convolutional Neural Networks.
CoRR, 2016

Addressing Community Question Answering in English and Arabic.
CoRR, 2016

Taking the best from the Crowd: Learning Question Passage Classification from Noisy Data.
Proceedings of the Fifth Joint Conference on Lexical and Computational Semantics, 2016

SIGIR 2016 Workshop WebQA II: Web Question Answering Beyond Factoids.
Proceedings of the 39th International ACM SIGIR conference on Research and Development in Information Retrieval, 2016

SemEval-2016 Task 3: Community Question Answering.
Proceedings of the 10th International Workshop on Semantic Evaluation, 2016

KeLP at SemEval-2016 Task 3: Learning Semantic Relations between Questions and Answers.
Proceedings of the 10th International Workshop on Semantic Evaluation, 2016

ConvKN at SemEval-2016 Task 3: Answer and Question Selection for Question Answering on Arabic and English Fora.
Proceedings of the 10th International Workshop on Semantic Evaluation, 2016

Convolutional Neural Networks vs. Convolution Kernels: Feature Engineering for Answer Sentence Reranking.
Proceedings of the NAACL HLT 2016, 2016

Semi-supervised Question Retrieval with Gated Convolutions.
Proceedings of the NAACL HLT 2016, 2016

Learning to Recognize Ancillary Information for Automatic Paraphrase Identification.
Proceedings of the NAACL HLT 2016, 2016

Crossword Puzzle Resolution in Italian using Distributional Models for Clue Similarity.
Proceedings of the 7th Italian Information Retrieval Workshop, 2016

Neural Attention for Learning to Rank Questions in Community Question Answering.
Proceedings of the COLING 2016, 2016

An Interactive System for Exploring Community Question Answering Forums.
Proceedings of the COLING 2016, 2016

Selecting Sentences versus Selecting Tree Constituents for Automatic Question Ranking.
Proceedings of the COLING 2016, 2016

Appetitoso: A Search Engine for Restaurant Retrieval based on Dishes.
Proceedings of Third Italian Conference on Computational Linguistics (CLiC-it 2016) & Fifth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2016), 2016

Tree Kernels-based Discriminative Reranker for Italian Constituency Parsers.
Proceedings of Third Italian Conference on Computational Linguistics (CLiC-it 2016) & Fifth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2016), 2016

Learning to Rank Non-Factoid Answers: Comment Selection in Web Forums.
Proceedings of the 25th ACM International Conference on Information and Knowledge Management, 2016

Learning to Re-Rank Questions in Community Question Answering Using Advanced Features.
Proceedings of the 25th ACM International Conference on Information and Knowledge Management, 2016

LiMoSINe Pipeline: Multilingual UIMA-based NLP Platform.
Proceedings of ACL-2016 System Demonstrations, Berlin, Germany, August 7-12, 2016, 2016

2015
Semantic Tree Kernels for Statistical Natural Language Learning.
Proceedings of the Harmonization and Development of Resources and Tools for Italian Natural Language Processing within the PARLI Project, 2015

Denoising Bodies to Titles: Retrieving Similar Questions with Recurrent Convolutional Models.
CoRR, 2015

A State-of-the-Art Mention-Pair Model for Coreference Resolution.
Proceedings of the Fourth Joint Conference on Lexical and Computational Semantics, 2015

Twitter Sentiment Analysis with Deep Convolutional Neural Networks.
Proceedings of the 38th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2015

Learning to Rank Short Text Pairs with Convolutional Deep Neural Networks.
Proceedings of the 38th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2015

UNITN: Training Deep Convolutional Neural Network for Twitter Sentiment Classification.
Proceedings of the 9th International Workshop on Semantic Evaluation, 2015

QCRI: Answer Selection for Community Question Answering - Experiments for Arabic and English.
Proceedings of the 9th International Workshop on Semantic Evaluation, 2015

SemEval-2015 Task 3: Answer Selection in Community Question Answering.
Proceedings of the 9th International Workshop on Semantic Evaluation, 2015

On the Automatic Learning of Sentiment Lexicons.
Proceedings of the NAACL HLT 2015, The 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Denver, Colorado, USA, May 31, 2015

High-Order Low-Rank Tensors for Semantic Role Labeling.
Proceedings of the NAACL HLT 2015, The 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Denver, Colorado, USA, May 31, 2015

Automatic Feature Engineering for Italian Question Answering Systems.
Proceedings of the 6th Italian Information Retrieval Workshop, 2015

Distant Supervision for Relation Extraction Using Tree Kernels.
Proceedings of the 6th Italian Information Retrieval Workshop, 2015

Global Thread-level Inference for Comment Classification in Community Question Answering.
Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing, 2015

Learning to Rank Aggregated Answers for Crossword Puzzles.
Proceedings of the Advances in Information Retrieval, 2015

Assessing the Impact of Syntactic and Semantic Structures for Answer Passages Reranking.
Proceedings of the 24th ACM International Conference on Information and Knowledge Management, 2015

Distributional Neural Networks for Automatic Resolution of Crossword Puzzles.
Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, 2015

SACRY: Syntax-based Automatic Crossword puzzle Resolution sYstem.
Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, 2015

Structural Representations for Learning Relations between Pairs of Texts.
Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, 2015

Thread-Level Information for Comment Classification in Community Question Answering.
Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, 2015

2014
Information extraction from multimedia web documents: an open-source platform and testbed.
Int. J. Multim. Inf. Retr., 2014

A syntax-aware re-ranker for microblog retrieval.
Proceedings of the 37th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2014

Semantic Matching using Kernel Methods.
Proceedings of Workshop on Semantic Matching in Information Retrieval co-located with the 37th international ACM SIGIR conference on research and development in information retrieval, 2014

SIGIR 2014 workshop on semantic matching in information retrieval.
Proceedings of the 37th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2014

SenTube: A Corpus for Sentiment Analysis on YouTube Social Media.
Proceedings of the Ninth International Conference on Language Resources and Evaluation, 2014

Semantic Kernels for Semantic Parsing.
Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing, 2014

Discriminative Reranking of Discourse Parses Using Tree Kernels.
Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing, 2014

Learning to Differentiate Better from Worse Translations.
Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing, 2014

Encoding Semantic Resources in Syntactic Structures for Passage Reranking.
Proceedings of the 14th Conference of the European Chapter of the Association for Computational Linguistics, 2014

Learning to Rank Answer Candidates for Automatic Resolution of Crossword Puzzles.
Proceedings of the Eighteenth Conference on Computational Natural Language Learning, 2014

A Study of using Syntactic and Semantic Structures for Concept Segmentation and Labeling.
Proceedings of the COLING 2014, 2014

Opinion Mining on YouTube.
Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics, 2014

2013
Semantic technologies for industry: From knowledge modeling and integration to intelligent applications.
Intelligenza Artificiale, 2013

Relational Features in Fine-Grained Opinion Analysis.
Comput. Linguistics, 2013

iKernels-Core: Tree Kernel Learning for Textual Similarity.
Proceedings of the Second Joint Conference on Lexical and Computational Semantics, 2013

Kernel-based learning to rank with syntactic and semantic structures.
Proceedings of the 36th International ACM SIGIR conference on research and development in Information Retrieval, 2013

Multilingual Mention Detection for Coreference Resolution.
Proceedings of the Sixth International Joint Conference on Natural Language Processing, 2013

Long-Distance Time-Event Relation Extraction.
Proceedings of the Sixth International Joint Conference on Natural Language Processing, 2013

Fast Linearization of Tree Kernels over Large-Scale Data.
Proceedings of the IJCAI 2013, 2013

Automatic Feature Engineering for Answer Selection and Extraction.
Proceedings of the 2013 Conference on Empirical Methods in Natural Language Processing, 2013

Learning to Rank from Structures in Hierarchical Text Classification.
Proceedings of the Advances in Information Retrieval, 2013

Incremental Reranking for Hierarchical Text Classification.
Proceedings of the Advances in Information Retrieval, 2013

Learning Adaptable Patterns for Passage Reranking.
Proceedings of the Seventeenth Conference on Computational Natural Language Learning, 2013

Towards Robust Linguistic Analysis using OntoNotes.
Proceedings of the Seventeenth Conference on Computational Natural Language Learning, 2013

Building structures from classifiers for passage reranking.
Proceedings of the 22nd ACM International Conference on Information and Knowledge Management, 2013

Learning Semantic Textual Similarity with Structural Representations.
Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics, 2013

Embedding Semantic Similarity in Tree Kernels for Domain Adaptation of Relation Extraction.
Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics, 2013

2012
Discriminative Reranking for Spoken Language Understanding.
IEEE Trans. Speech Audio Process., 2012

Special issue on statistical learning of natural language structured input and output.
Nat. Lang. Eng., 2012

Structural reranking models for named entity recognition.
Intelligenza Artificiale, 2012

Fast support vector machines for convolution tree kernels.
Data Min. Knowl. Discov., 2012

Structural relationships for large-scale learning of answer re-ranking.
Proceedings of the 35th International ACM SIGIR conference on research and development in Information Retrieval, 2012

Generating SQL Queries Using Natural Language Syntactic Dependencies and Metadata.
Proceedings of the Natural Language Processing and Information Systems, 2012

Hierarchical Text Classification for Supporting Educational Programs.
Proceedings of the 3rd Italian Information Retrieval Workshop, 2012

Automatic Generation and Reranking of SQL-Derived Answers to NL Questions.
Proceedings of the Trustworthy Eternal Systems via Evolving Software, Data and Knowledge, 2012

Anomaly Detection in the Cloud: Detecting Security Incidents via Machine Learning.
Proceedings of the Trustworthy Eternal Systems via Evolving Software, Data and Knowledge, 2012

Using Machine Learning and Information Retrieval Techniques to Improve Software Maintainability.
Proceedings of the Trustworthy Eternal Systems via Evolving Software, Data and Knowledge, 2012

Machine Learning for Emergent Middleware.
Proceedings of the Trustworthy Eternal Systems via Evolving Software, Data and Knowledge, 2012

BART goes multilingual: The UniTN / Essex submission to the CoNLL-2012 Shared Task.
Proceedings of the Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning, 2012

CoNLL-2012 Shared Task: Modeling Multilingual Unrestricted Coreference in OntoNotes.
Proceedings of the Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning, 2012

Translating Questions to SQL Queries with Generative Parsers Discriminatively Reranked.
Proceedings of the COLING 2012, 2012

Labeling by landscaping: classifying tokens in context by pruning and decorating trees.
Proceedings of the 21st ACM International Conference on Information and Knowledge Management, 2012

Supervised models for multimodal image retrieval based on visual, semantic and geographic information.
Proceedings of the 10th International Workshop on Content-Based Multimedia Indexing, 2012

Modeling Topic Dependencies in Hierarchical Text Categorization.
Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics, Proceedings of the Conference, July 8-14, 2012, Jeju Island, Korea, 2012

State-of-the-Art Kernels for Natural Language Processing.
Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics, 2012

Verb Classification using Distributional Similarity in Syntactic and Semantic Structures.
Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics, Proceedings of the Conference, July 8-14, 2012, Jeju Island, Korea, 2012

2011
Comparing Stochastic Approaches to Spoken Language Understanding in Multiple Languages.
IEEE Trans. Speech Audio Process., 2011

Linguistic kernels for answer re-ranking in question answering systems.
Inf. Process. Manag., 2011

Supervised semantic relation mining from linguistically noisy text documents.
Int. J. Document Anal. Recognit., 2011

Efficient Graph Kernels for Textual Entailment Recognition.
Fundam. Informaticae, 2011

Semantic Role Labeling Martha Palmer, <sup>*</sup> Daniel Gildea, <sup>‡</sup> and Nianwen Xue<sup>¶</sup> (<sup>*</sup>University of Colorado, Boulder; <sup>‡</sup>University of Rochester; <sup>¶</sup>Brandeis University) Morgan & Claypool (Synthesis Lectures on Human Language Technologies, edited by Graeme Hirst, volume 6), 2010, ix+91 pp; paperbound, ISBN 978-1-59829-831-4, $30.00 or by subscription.
Comput. Linguistics, 2011

Kernel-Based Machines for Abstract and Easy Modeling of Automatic Learning.
Proceedings of the Formal Methods for Eternal Networked Software Systems, 2011

Fast Support Vector Machines for Structural Kernels.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2011

Machine Learning for Automatic Classification of Web Service Interface Descriptions.
Proceedings of the Leveraging Applications of Formal Methods, Verification, and Validation, 2011

Joint Distant and Direct Supervision for Relation Extraction.
Proceedings of the Fifth International Joint Conference on Natural Language Processing, 2011

Automatic Service Categorisation through Machine Learning in Emergent Middleware.
Proceedings of the Formal Methods for Components and Objects, 10th International Symposium, 2011

Large-Scale Learning with Structural Kernels for Class-Imbalanced Datasets.
Proceedings of the Eternal Systems - First International Workshop, 2011

Inferring Affordances Using Learning Techniques.
Proceedings of the Eternal Systems - First International Workshop, 2011

EvalIta 2011: The <i>Frame Labeling</i> <i>over Italian Texts</i> Task.
Proceedings of the Evaluation of Natural Language and Speech Tools for Italian, 2011

Using Syntactic and Semantic Structural Kernels for Classifying Definition Questions in Jeopardy!
Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing, 2011

Structured Lexical Similarity via Convolution Kernels on Dependency Trees.
Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing, 2011

Semantic convolution kernels over dependency trees: smoothed partial tree kernel.
Proceedings of the 20th ACM Conference on Information and Knowledge Management, 2011

A Study on Dependency Tree Kernels for Automatic Extraction of Protein-Protein Interaction.
Proceedings of the 2011 Workshop on Biomedical Natural Language Processing, 2011

End-to-End Relation Extraction Using Distant Supervision from External Semantic Repositories.
Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference, 19-24 June, 2011, Portland, Oregon, USA, 2011

Extracting Opinion Expressions and Their Polarities - Exploration of Pipelines and Joint Models.
Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference, 19-24 June, 2011, Portland, Oregon, USA, 2011

2010
Hypotheses selection for re-ranking semantic annotations.
Proceedings of the 2010 IEEE Spoken Language Technology Workshop, 2010

Large-Scale Support Vector Learning with Structural Kernels.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2010

Syntactic/Semantic Structures for Textual Entailment Recognition.
Proceedings of the Human Language Technologies: Conference of the North American Chapter of the Association of Computational Linguistics, 2010

A Comprehensive Resource to Evaluate Complex Open Domain Question Answering.
Proceedings of the International Conference on Language Resources and Evaluation, 2010

A Flexible Representation of Heterogeneous Annotation Data.
Proceedings of the International Conference on Language Resources and Evaluation, 2010

Corpora for Automatically Learning to Map Natural Language Questions into SQL Queries.
Proceedings of the International Conference on Language Resources and Evaluation, 2010

A General Purpose FrameNet-based Shallow Semantic Parser.
Proceedings of the International Conference on Language Resources and Evaluation, 2010

LivingKnowledge: Kernel Methods for Relational Learning and Semantic Modeling.
Proceedings of the Leveraging Applications of Formal Methods, Verification, and Validation, 2010

Introduction to the EternalS Track: Trustworthy Eternal Systems via Evolving Software, Data and Knowledge.
Proceedings of the Leveraging Applications of Formal Methods, Verification, and Validation, 2010

On Reverse Feature Engineering of Syntactic Tree Kernels.
Proceedings of the Fourteenth Conference on Computational Natural Language Learning, 2010

Syntactic and Semantic Structure for Opinion Expression Detection.
Proceedings of the Fourteenth Conference on Computational Natural Language Learning, 2010

Kernel-based Reranking for Named-Entity Extraction.
Proceedings of the COLING 2010, 2010

Kernel Engineering for Fast and Easy Design of Natural Language Applications.
Proceedings of the COLING 2010, 2010

Reranking Models in Fine-grained Opinion Analysis.
Proceedings of the COLING 2010, 2010

2009
A machine learning approach to textual entailment recognition.
Nat. Lang. Eng., 2009

SemKer: Syntactic/Semantic Kernels for Recognizing Textual Entailment.
Proceedings of the Second Text Analysis Conference, 2009

Syntactic Structural Kernels for Natural Language Interfaces to Databases.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2009

Semantic Mapping between Natural Language Questions and SQL Queries via Syntactic Pairing.
Proceedings of the Natural Language Processing and Information Systems, 2009

Shallow Semantic Parsing for Spoken Language Understanding.
Proceedings of the Human Language Technologies: Conference of the North American Chapter of the Association of Computational Linguistics, Proceedings, May 31, 2009

Concept segmentation and labeling for conversational speech.
Proceedings of the 10th Annual Conference of the International Speech Communication Association, 2009

Reverse Engineering of Tree Kernel Feature Spaces.
Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing, 2009

Convolution Kernels on Constituent, Dependency and Sequential Structures for Relation Extraction.
Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing, 2009

Re-Ranking Models Based-on Small Training Data for Spoken Language Understanding.
Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing, 2009

Syntactic and Semantic Kernels for Short Text Pair Categorization.
Proceedings of the EACL 2009, 12th Conference of the European Chapter of the Association for Computational Linguistics, Proceedings of the Conference, Athens, Greece, March 30, 2009

Re-Ranking Models for Spoken Language Understanding.
Proceedings of the EACL 2009, 12th Conference of the European Chapter of the Association for Computational Linguistics, Proceedings of the Conference, Athens, Greece, March 30, 2009

Efficient Linearization of Tree Kernel Functions.
Proceedings of the Thirteenth Conference on Computational Natural Language Learning, 2009

Cross-Language Frame Semantics Transfer in Bilingual Corpora.
Proceedings of the Computational Linguistics and Intelligent Text Processing, 2009

Kernel-based relation extraction from investigative data.
Proceedings of the Third Workshop on Analytics for Noisy Unstructured Text Data, 2009

Kernel-Based Learning for Domain-Specific Relation Extraction.
Proceedings of the AI*IA 2009: Emergent Perspectives in Artificial Intelligence, 2009

2008
Tree Kernels for Semantic Role Labeling.
Comput. Linguistics, 2008

PeMoZa Submission to TAC 2008.
Proceedings of the First Text Analysis Conference, 2008

Joint generative and discriminative models for spoken language understanding.
Proceedings of the 2008 IEEE Spoken Language Technology Workshop, 2008

Automatic framenet-based annotation of conversational speech.
Proceedings of the 2008 IEEE Spoken Language Technology Workshop, 2008

Semantic annotations for conversational speech: From speech transcriptions to predicate argument structures.
Proceedings of the 2008 IEEE Spoken Language Technology Workshop, 2008

Generalized Framework for Syntax-Based Relation Mining.
Proceedings of the 8th IEEE International Conference on Data Mining (ICDM 2008), 2008

Coreference Systems Based on Kernels Methods.
Proceedings of the COLING 2008, 2008

Kernel methods, syntax and semantics for relational text categorization.
Proceedings of the 17th ACM Conference on Information and Knowledge Management, 2008

BART: A Modular Toolkit for Coreference Resolution.
Proceedings of the ACL 2008, 2008

Kernels on Linguistic Structures for Answer Extraction.
Proceedings of the ACL 2008, 2008

Semantic Role Labeling Systems for Arabic using Kernel Methods.
Proceedings of the ACL 2008, 2008

2007
RTV: Tree Kernels for Thematic Role Classification.
Proceedings of the 4th International Workshop on Semantic Evaluations, 2007

CUNIT: A Semantic Role Labeling System for Modern Standard Arabic.
Proceedings of the 4th International Workshop on Semantic Evaluations, 2007

Audio Feature Engineering for Automatic Music Genre Classification.
Proceedings of the Computer-Assisted Information Retrieval (Recherche d'Information et ses Applications) - RIAO 2007, 8th International Conference, Carnegie Mellon University, Pittsburgh, PA, USA, May 30, 2007

Fast and effective kernels for relational learning from texts.
Proceedings of the Machine Learning, 2007

Advanced Structural Representations for Question Classification and Answer Re-ranking.
Proceedings of the Advances in Information Retrieval, 2007

Combined Syntactic and Semantic Kernels for Text Classification.
Proceedings of the Advances in Information Retrieval, 2007

Structure and semantics for expressive text kernels.
Proceedings of the Sixteenth ACM Conference on Information and Knowledge Management, 2007

Efficient Kernel-based Learning for Trees.
Proceedings of the IEEE Symposium on Computational Intelligence and Data Mining, 2007

Spoken language understanding with kernels for syntactic/semantic structures.
Proceedings of the IEEE Workshop on Automatic Speech Recognition & Understanding, 2007

A Tree Kernel-Based Shallow Semantic Parser for Thematic Role Extraction.
Proceedings of the AI*IA 2007: Artificial Intelligence and Human-Oriented Computing, 2007

Advanced Tree-Based Kernels for Protein Classification.
Proceedings of the AI*IA 2007: Artificial Intelligence and Human-Oriented Computing, 2007

Shallow Semantic in Fast Textual Entailment Rule Learners.
Proceedings of the ACL-PASCAL@ACL 2007 Workshop on Textual Entailment and Paraphrasing, 2007

Exploiting Syntactic and Shallow Semantic Kernels for Question Answer Classification.
Proceedings of the ACL 2007, 2007

2006
Semantic indexing and hyperlinking of multimedia news: the RitroveRAI System.
J. Digit. Inf. Manag., 2006

A Semantic Kernel to Classify Texts with Very Few Training Examples.
Informatica (Slovenia), 2006

Extensive Evaluation of Efficient NLP-Driven Text Classification.
Appl. Artif. Intell., 2006

Syntactic Kernels for Natural Language Learning: the Semantic Role Labeling Case.
Proceedings of the Human Language Technology Conference of the North American Chapter of the Association of Computational Linguistics, 2006

Designing Semantic Kernels as Implicit Superconcept Expansions.
Proceedings of the LWA 2006: Lernen - Wissensentdeckung - Adaptivität, Hildesheim, Deutschland, October 9th-11th 2006, joint workshop event of several interest groups of the German Society for Informatics (GI) - 14th Workshop on Adaptivity and User Modeling in Interactive Systems (ABIS 2006) - Workshop Information Retrieval 2006 of the Special Interest Group Information Retrieval (FGIR 2006) - Workshop on Knowledge and Experience Management (FGWM 2006), 2006

A Tree Kernel approach to Question and Answer Classification in Question Answering Systems.
Proceedings of the Fifth International Conference on Language Resources and Evaluation, 2006

Semantic Kernels for Text Classification Based on Topological Measures of Feature Similarity.
Proceedings of the 6th IEEE International Conference on Data Mining (ICDM 2006), 2006

Fast On-line Kernel Learning for Trees.
Proceedings of the 6th IEEE International Conference on Data Mining (ICDM 2006), 2006

Efficient Convolution Kernels for Dependency and Constituent Syntactic Trees.
Proceedings of the Machine Learning: ECML 2006, 2006

Semantic Tree Kernels to Classify Predicate Argument Structures.
Proceedings of the ECAI 2006, 17th European Conference on Artificial Intelligence, August 29, 2006

Shallow Semantic Parsing Based on FrameNet, VerbNet and PropBank.
Proceedings of the ECAI 2006, 17th European Conference on Artificial Intelligence, August 29, 2006

Tree Kernel Engineering in Semantic Role Labeling Systems.
Proceedings of the Workshop on Learning Structured Information in Natural Language Applications@EACL 2006, 2006

Making Tree Kernels Practical for Natural Language Learning.
Proceedings of the EACL 2006, 2006

Towards Free-text Semantic Parsing: A Unified Framework Based on FrameNet, VerbNet and PropBank.
Proceedings of the Workshop on Learning Structured Information in Natural Language Applications@EACL 2006, 2006

Semantic Role Labeling via Tree Kernel Joint Inference.
Proceedings of the Tenth Conference on Computational Natural Language Learning, 2006

Experimenting a "General Purpose" Textual Entailment Learner in AVE.
Proceedings of the Working Notes for CLEF 2006 Workshop co-located with the 10th European Conference on Digital Libraries (ECDL 2006), 2006

Automatic Learning of Textual Entailments with Cross-Pair Similarities.
Proceedings of the ACL 2006, 2006

Semantic Role Labeling via FrameNet, VerbNet and PropBank.
Proceedings of the ACL 2006, 2006

2005
Hierarchical Semantic Role Labeling.
Proceedings of the Ninth Conference on Computational Natural Language Learning, 2005

Effective use of WordNet Semantics via Kernel-Based Learning.
Proceedings of the Ninth Conference on Computational Natural Language Learning, 2005

A Semantic Kernel to Exploit Linguistic Knowledge.
Proceedings of the AI*IA 2005: Advances in Artificial Intelligence, 2005

2004
Semantic parsing based on FrameNet.
Proceedings of the Third International Workshop on the Evaluation of Systems for the Semantic Analysis of Text, 2004

Complex Linguistic Features for Text Classification: A Comprehensive Study.
Proceedings of the Advances in Information Retrieval, 2004

A Semantic Kernel for Predicate Argument Classification.
Proceedings of the Eighth Conference on Computational Natural Language Learning, 2004

A Study on Convolution Kernels for Shallow Statistic Parsing.
Proceedings of the 42nd Annual Meeting of the Association for Computational Linguistics, 2004

2003
Natural language processing and automated text categorization.
PhD thesis, 2003

Personalizing Web Publishing via Information Extraction.
IEEE Intell. Syst., 2003

Answer Filtering via Text Categorization in Question Answering Systems.
Proceedings of the 15th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2003), 2003

Open Domain Information Extraction via Automatic Semantic Labeling.
Proceedings of the Sixteenth International Florida Artificial Intelligence Research Society Conference, 2003

A Study on Optimal Parameter Tuning for Rocchio Text Classifier.
Proceedings of the Advances in Information Retrieval, 2003

2002
Intelligent NLP-Driven Text Classification.
Int. J. Artif. Intell. Tools, 2002

Empirical investigation of fast text classification over linguistic features.
Proceedings of the 15th European Conference on Artificial Intelligence, 2002

2001
NLP-driven IR: Evaluating Performances over a Text Classification task.
Proceedings of the Seventeenth International Joint Conference on Artificial Intelligence, 2001

A Robust Model for Intelligent Text Classification.
Proceedings of the 13th IEEE International Conference on Tools with Artificial Intelligence, 2001

A Hybrid Approach to Optimize Feature Selection Process in Text Classification.
Proceedings of the AI*IA 2001: Advances in Artificial Intelligence, 2001

2000
Language sensitive text classification.
Proceedings of the Computer-Assisted Information Retrieval (Recherche d'Information et ses Applications), 2000


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