• 3254 Citations
  • 28 h-Index
20012019
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Research Output 2001 2019

2019

Arabic community question answering

Nakov, P., Marques, L., Moschitti, A. & Mubarak, H., 1 Jan 2019, In : Natural Language Engineering. 25, 1, p. 5-41 37 p.

Research output: Contribution to journalArticle

Syntactics
Formal languages
Learning algorithms
community
Learning systems
Syntactics
Semantics
Classifiers
Question answering
Reranking
2018

Exploiting deep neural networks for tweet-based emoji prediction

Coman, A. C., Zara, G., Nechaev, Y., Barlacchi, G. & Moschitti, A., 1 Jan 2018, In : CEUR Workshop Proceedings. 2244, p. 116-128 13 p.

Research output: Contribution to journalConference article

Neural networks
Recurrent neural networks
Support vector machines
Learning systems
Tuning
1 Citation (Scopus)

Injecting relational structural representation in neural networks for question similarity

Uva, A., Bonadiman, D. & Moschitti, A., 1 Jan 2018, ACL 2018 - 56th Annual Meeting of the Association for Computational Linguistics, Proceedings of the Conference (Short Papers). Association for Computational Linguistics (ACL), p. 285-291 7 p. (ACL 2018 - 56th Annual Meeting of the Association for Computational Linguistics, Proceedings of the Conference (Long Papers); vol. 2).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Neural networks
Syntactics
Labels
Tuning

Introduction to the second workshop on natural language for artificial intelligence

Basile, P., Basile, V., Croce, D., DellOrletta, F., Guerini, M., Attardi, G., Augello, A., Basili, R., Bosco, C., Cabrio, E., Cimino, A., De Carolis, B. N., Dragoni, M., Lenci, A., Mazzei, A., Moschitti, A., Nardi, D., Nissim, M., Novielli, N., Patti, V. & 5 others, Pilato, G., Ricci, E., Rosso, P., Semeraro, G. & Sprugnoli, R., 1 Jan 2018, In : CEUR Workshop Proceedings. 2244, p. 1-3 3 p.

Research output: Contribution to journalEditorial

Artificial intelligence
6 Citations (Scopus)

KeLP: A kernel-based learning platform

Filice, S., Castellucci, G., Martino, G. D. S., Moschitti, A., Croce, D. & Basili, R., 1 Apr 2018, In : Journal of Machine Learning Research. 18, p. 1-5 5 p.

Research output: Contribution to journalArticle

Java
kernel
Java programming language
Kernel Machines
XML
1 Citation (Scopus)

Learning pairwise patterns in Community Question Answering

Filice, S. & Moschitti, A., 1 Jan 2018, In : Intelligenza Artificiale. 12, 2, p. 49-65 17 p.

Research output: Contribution to journalArticle

Syntactics
Semantics

Transfer learning for industrial applications of named entity recognition

Chen, L., Moschitti, A., Castellucci, G., Favalli, A. & Romagnoli, R., 1 Jan 2018, In : CEUR Workshop Proceedings. 2244, p. 129-140 12 p.

Research output: Contribution to journalConference article

Industrial applications
Neurons
Experiments
2017
2 Citations (Scopus)

Accurate sentence matching with hybrid siamese networks

Nicosia, M. & Moschitti, A., 6 Nov 2017, CIKM 2017 - Proceedings of the 2017 ACM Conference on Information and Knowledge Management. Association for Computing Machinery, Vol. Part F131841. p. 2235-2238 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Logistics
Competitors
Neural networks
Euclidean distance
Train

A multiple-instance learning approach to sentence selection for question ranking

Romeo, S., Martino, G., Barron, A. & Moschitti, A., 2017, Advances in Information Retrieval - 39th European Conference on IR Research, ECIR 2017, Proceedings. Springer Verlag, Vol. 10193 LNCS. p. 437-449 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10193 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Redundancy
Ranking
Question Answering
Retrieval
Query
5 Citations (Scopus)

A practical perspective on latent structured prediction for coreference resolution

Haponchyk, I. & Moschitti, A., 1 Jan 2017, Short Papers. Association for Computational Linguistics (ACL), Vol. 2. p. 143-149 7 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

efficiency
learning
performance
time
Prediction
2 Citations (Scopus)

Autonomous crowdsourcing through human-machine collaborative learning

Abad, A., Nabi, M. & Moschitti, A., 7 Aug 2017, SIGIR 2017 - Proceedings of the 40th International ACM SIGIR Conference on Research and Development in Information Retrieval. Association for Computing Machinery, Inc, p. 873-876 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Classifiers
2 Citations (Scopus)

Building chatbots from forum data: Model selection using question answering metrics

Boyanov, M., Koychev, I., Nakov, P., Moschitti, A. & Martino, G., 1 Jan 2017, International Conference on Recent Advances in Natural Language Processing: Meet Deep Learning, RANLP 2017 - Proceedings. Association for Computational Linguistics (ACL), Vol. 2017-September. p. 121-129 9 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Data structures
1 Citation (Scopus)

Collaborative partitioning for coreference resolution

Uryupina, O. & Moschitti, A., 1 Jan 2017, CoNLL 2017 - 21st Conference on Computational Natural Language Learning, Proceedings. Association for Computational Linguistics (ACL), p. 47-57 11 p. (CoNLL 2017 - 21st Conference on Computational Natural Language Learning, Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

experiment
performance
Experiments
literature

Commercial applications through community question answering technology

Uva, A., Storch, V., Carrino, C., Iorio, U. D. & Moschitti, A., 1 Jan 2017, In : CEUR Workshop Proceedings. 2006

Research output: Contribution to journalConference article

Search engines
Linguistics
Experiments
6 Citations (Scopus)

Cross-language question re-ranking

Martino, G., Romeo, S., Barron, A., Rayhan Joty, S., Marques, L., Moschitti, A. & Nakov, P., 7 Aug 2017, SIGIR 2017 - Proceedings of the 40th International ACM SIGIR Conference on Research and Development in Information Retrieval. Association for Computing Machinery, Inc, p. 1145-1148 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Neural networks
Feedforward neural networks
Syntactics
Glossaries
2 Citations (Scopus)

Don't understand a measure? Learn it: Structured prediction for coreference resolution optimizing its measures

Haponchyk, I. & Moschitti, A., 1 Jan 2017, ACL 2017 - 55th Annual Meeting of the Association for Computational Linguistics, Proceedings of the Conference (Long Papers). Association for Computational Linguistics (ACL), Vol. 1. p. 1018-1028 11 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

trade paper
loss of function
model comparison
gold standard
evaluation
1 Citation (Scopus)

Effective shared representations with multitask learning for community question answering

Bonadiman, D., Uva, A. & Moschitti, A., 1 Jan 2017, Short Papers. Association for Computational Linguistics (ACL), Vol. 2. p. 726-732 7 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

neural network
learning
community
semantics
engineer
3 Citations (Scopus)

Language processing and learning models for community question answering in Arabic

Romeo, S., Martino, G., Belinkov, Y., Barron, A., Eldesouki, M., Darwish, K., Mubarak, H., Glass, J. & Moschitti, A., 1 Jan 2017, (Accepted/In press) In : Information Processing and Management.

Research output: Contribution to journalArticle

neural network
Processing
language
learning
community
2 Citations (Scopus)

Learning contextual embeddings for structural semantic similarity using categorical information

Nicosia, M. & Moschitti, A., 1 Jan 2017, CoNLL 2017 - 21st Conference on Computational Natural Language Learning, Proceedings. Association for Computational Linguistics (ACL), p. 260-270 11 p. (CoNLL 2017 - 21st Conference on Computational Natural Language Learning, Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Semantics
semantics
neural network
learning
engineering

Neural sentiment analysis for a real-world application

Bonadiman, D., Castellucci, G., Favalli, A., Romagnoli, R. & Moschitti, A., 1 Jan 2017, In : CEUR Workshop Proceedings. 2006

Research output: Contribution to journalConference article

Complex networks
Neural networks
2 Citations (Scopus)

On the use of an intermediate class in boolean crowdsourced relevance annotations for learning to rank comments

Barron, A., Martino, G., Filice, S. & Moschitti, A., 7 Aug 2017, SIGIR 2017 - Proceedings of the 40th International ACM SIGIR Conference on Research and Development in Information Retrieval. Association for Computing Machinery, Inc, p. 1209-1212 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Information retrieval

Predicting land use of Italian cities using structural semantic models

Barlacchi, G., Lepri, B. & Moschitti, A., 1 Jan 2017, In : CEUR Workshop Proceedings. 2006

Research output: Contribution to journalConference article

Land use
Semantics
3 Citations (Scopus)

Question answering and knowledge graphs

Moschitti, A., Tymoshenko, K., Alexopoulos, P., Walker, A., Nicosia, M., Vetere, G., Faraotti, A., Monti, M., Pan, J. Z., Wu, H. & Zhao, Y., 24 Jan 2017, Exploiting Linked Data and Knowledge Graphs in Large Organisations. Springer International Publishing, p. 181-212 32 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Information retrieval
Industry

Ranking kernels for structures and embeddings: A hybrid preference and classification model

Tymoshenko, K., Bonadiman, D. & Moschitti, A., 1 Jan 2017, EMNLP 2017 - Conference on Empirical Methods in Natural Language Processing, Proceedings. Association for Computational Linguistics (ACL), p. 897-902 6 p. (EMNLP 2017 - Conference on Empirical Methods in Natural Language Processing, Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Neural networks
Support vector machines
Syntactics
1 Citation (Scopus)

Reltextrank: An open source framework for building relational syntactic-semantic text pair representations

Tymoshenko, K., Moschitti, A., Nicosia, M. & Severyn, A., 1 Jan 2017, ACL 2017 - 55th Annual Meeting of the Association for Computational Linguistics, Proceedings of System Demonstrations. Association for Computational Linguistics (ACL), p. 79-84 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Syntactics
Pipelines
Semantics
semantics
ranking
2 Citations (Scopus)

Structural Semantic Models for Automatic Analysis of Urban Areas

Barlacchi, G., Rossi, A., Lepri, B. & Moschitti, A., 1 Jan 2017, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2017, Proceedings. Springer Verlag, p. 279-291 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10536 LNAI).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Urban Areas
Land use
Semantics
Land Use
Kernel Machines
2016
3 Citations (Scopus)

An interactive system for exploring community question answering forums

Hoque, E., Rayhan Joty, S., Marques, L., Barron, A., Martino, G., Moschitti, A., Nakov, P., Romeo, S. & Carenini, G., 1 Jan 2016, COLING 2016 - 26th International Conference on Computational Linguistics, Proceedings of COLING 2016: System Demonstrations. Association for Computational Linguistics, ACL Anthology, p. 1-5 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Graphical user interfaces
User interfaces
user interface
community
Qatar
1 Citation (Scopus)

Appetitoso: A search engine for restaurant retrieval based on dishes

Barlacchi, G., Abad, A., Rossinelli, E. & Moschitti, A., 2016, In : CEUR Workshop Proceedings. 1749

Research output: Contribution to journalArticle

Search engines
22 Citations (Scopus)

ConvKN at SemEval-2016 task 3: Answer and question selection for question answering on Arabic and English fora

Barron, A., Bonadiman, D., Martino, G., Rayhan Joty, S., Moschitti, A., Khalid Al Obaidli, F., Romeo, S., Tymoshenko, K. & Uva, A., 1 Jan 2016, SemEval 2016 - 10th International Workshop on Semantic Evaluation, Proceedings. Association for Computational Linguistics (ACL), p. 896-903 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Question Answering
Syntactics
Classifiers
Neural networks
kernel
32 Citations (Scopus)

Convolutional neural networks vs. convolution kernels: Feature engineering for answer sentence reranking

Tymoshenko, K., Bonadiman, D. & Moschitti, A., 2016, 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL HLT 2016 - Proceedings of the Conference. Association for Computational Linguistics (ACL), p. 1268-1278 11 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Convolution
neural network
engineering
Neural networks
learning

Crossword Puzzle resolution in Italian using distributional models for clue similarity

Nicosia, M. & Moschitti, A., 2016, In : Unknown Journal. 1653

Research output: Contribution to journalArticle

Information retrieval
engine
Search engines
learning
Engines
Semantics
semantics
learning
Deep learning
Kernel
51 Citations (Scopus)

KeLP at SemEval-2016 task 3: Learning semantic relations between questions and answers

Filice, S., Croce, D., Moschitti, A. & Basili, R., 1 Jan 2016, SemEval 2016 - 10th International Workshop on Semantic Evaluation, Proceedings. Association for Computational Linguistics (ACL), p. 1116-1123 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Classifiers
Semantics
kernel
Classifier
Binary Classification
8 Citations (Scopus)

Learning to rank non-factoid answers: Comment selection in Web forums

Tymoshenko, K., Bonadiman, D. & Moschitti, A., 24 Oct 2016, CIKM 2016 - Proceedings of the 2016 ACM Conference on Information and Knowledge Management. Association for Computing Machinery, Vol. 24-28-October-2016. p. 2049-2052 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Learning to rank
Question answering
World Wide Web
Kernel
Convolution
1 Citation (Scopus)

Learning to recognize ancillary information for automatic paraphrase identification

Filice, S. & Moschitti, A., 2016, 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL HLT 2016 - Proceedings of the Conference. Association for Computational Linguistics (ACL), p. 1109-1114 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Syntactics
Classifiers
learning
engineering
Paraphrase
9 Citations (Scopus)

Learning to re-rank questions in community question answering using advanced features

Martino, G., Barron, A., Romeo, S., Uva, A. & Moschitti, A., 24 Oct 2016, CIKM 2016 - Proceedings of the 2016 ACM Conference on Information and Knowledge Management. Association for Computing Machinery, Vol. 24-28-October-2016. p. 1997-2000 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Kernel
Question answering
Google
Learning to rank
Reranking
1 Citation (Scopus)

LiMoSINe pipeline: Multilingual UIMA-based NLP platform

Uryupina, O., Plank, B., Barlacchi, G., Albacete, F. V., Tsagkias, M., Uva, A. & Moschitti, A., 2016, 54th Annual Meeting of the Association for Computational Linguistics, ACL 2016 - System Demonstrations. Association for Computational Linguistics (ACL), p. 157-162 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Syntactics
Linguistics
Servers
Pipelines
Processing
10 Citations (Scopus)

Neural attention for learning to rank questions in community question answering

Romeo, S., Martino, G., Barron, A., Moschitti, A., Belinkov, Y., Hsu, W. N., Zhang, Y., Mohtarami, M. & Glass, J., 1 Jan 2016, COLING 2016 - 26th International Conference on Computational Linguistics, Proceedings of COLING 2016: Technical Papers. Association for Computational Linguistics, ACL Anthology, p. 1734-1745 12 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Syntactics
Learning algorithms
Learning systems
Data storage equipment
learning
6 Citations (Scopus)

Selecting sentences versus selecting tree constituents for automatic question ranking

Barron, A., Martino, G., Romeo, S. & Moschitti, A., 1 Jan 2016, COLING 2016 - 26th International Conference on Computational Linguistics, Proceedings of COLING 2016: Technical Papers. Association for Computational Linguistics, ACL Anthology, p. 2515-2525 11 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

ranking
Learning systems
Websites
community
social media
95 Citations (Scopus)

SemEval-2016 Task 3: Community question answering

Nakov, P., Marques, L., Moschitti, A., Magdy, W., Mubarak, H., Freihat, A. A., Glass, J. & Randeree, B., 1 Jan 2016, SemEval 2016 - 10th International Workshop on Semantic Evaluation, Proceedings. Association for Computational Linguistics (ACL), p. 525-545 21 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Question Answering
Baseline
Similarity
Community
26 Citations (Scopus)

Semi-supervised question retrieval with gated convolutions

Lei, T., Joshi, H., Barzilay, R., Jaakkola, T., Tymoshenko, K., Moschitti, A. & Marques, L., 2016, 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL HLT 2016 - Proceedings of the Conference. Association for Computational Linguistics (ACL), p. 1279-1289 11 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Convolution
CNN
Network architecture
neural network
Semantics
2 Citations (Scopus)

SIGIR 2016 workshop WebQA II: Web question answering beyond factoids

Moschitti, A., Marques, L., Nakov, P., Agichtein, E., Clarke, C. & Szpektor, I., 7 Jul 2016, SIGIR 2016 - Proceedings of the 39th International ACM SIGIR Conference on Research and Development in Information Retrieval. Association for Computing Machinery, Inc, p. 1251-1252 2 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Citation (Scopus)

Taking the best from the Crowd: Learning Question Passage Classification from Noisy Data

Abad, A. & Moschitti, A., 1 Jan 2016, *SEM 2016 - 5th Joint Conference on Lexical and Computational Semantics, Proceedings. Association for Computational Linguistics (ACL), p. 136-141 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Learning algorithms
Experiments

Tree kernels-based discriminative reranker for Italian constituency parsers

Uva, A. & Moschitti, A., 2016, In : CEUR Workshop Proceedings. 1749

Research output: Contribution to journalArticle

Syntactics
Support vector machines
2015
1 Citation (Scopus)

A flexible, efficient and accurate framework for community question answering pipelines

Romeo, S., Martino, G., Barron, A. & Moschitti, A., 1 Jan 2015, ACL 2018 - 56th Annual Meeting of the Association for Computational Linguistics, Proceedings of System Demonstrations. Association for Computational Linguistics (ACL), p. 134-139 6 p. (ACL 2018 - 56th Annual Meeting of the Association for Computational Linguistics, Proceedings of System Demonstrations).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Linguistics
Pipelines
Processing
Semantics
Deep neural networks
34 Citations (Scopus)

Assessing the impact of syntactic and semantic structures for answer passages reranking

Tymoshenko, K. & Moschitti, A., 17 Oct 2015, International Conference on Information and Knowledge Management, Proceedings. Association for Computing Machinery, Vol. 19-23-Oct-2015. p. 1451-1460 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Reranking
Kernel
Experimentation
Resources
Benchmark
2 Citations (Scopus)

A state-of-the-art mention-pair model for coreference resolution

Uryupina, O. & Moschitti, A., 1 Jan 2015, Proceedings of the 4th Joint Conference on Lexical and Computational Semantics, *SEM 2015. Association for Computational Linguistics (ACL), p. 289-298 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Classifiers

Automatic feature engineering for Italian question answering systems

Uva, A. & Moschitti, A., 2015, CEUR Workshop Proceedings. CEUR-WS, Vol. 1404.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Syntactics
Support vector machines
1 Citation (Scopus)

Distant supervision for relation extraction using tree kernels

Abad, A. & Moschitti, A., 2015, CEUR Workshop Proceedings. CEUR-WS, Vol. 1404.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Experiments