WIS @ the NTCIR-12 Temporalia-2 Task
نویسندگان
چکیده
Users’ time-related information can may be multi-faceted, leading to temporal intent ambiguity. Here, we present an overview of our submissions to the Temporalia-2’s Temporal Intent Disambiguation subtask. Our approach focused on the question of whether temporal signals, extracted from publicly available, external data sources (in this case the Wikipedia page view stream), as features in a machine learning setup are beneficial for this task. Although we find that for some queries, temporal features can be highly beneficial for intent prediction, this is not the case for the majority of queries in Temporalia-2’s dataset.
منابع مشابه
KYOTO at the NTCIR-12 Temporalia Task: Machine Learning Approach for Temporal Intent Disambiguation Subtask
This paper describes the Kyoto system for Temporal Intent Disambiguation (TID) subtask in the NTCIR-12 Temporal Information Access (Temporalia-2) challenge. The task is to estimate the distribution of temporal intents (Past, Recency, Future, Atemporal) of a given query. We took a supervised machine learning approach, using features of bag of words, POS and word vectors. We also incorporated kno...
متن کاملOverview of NTCIR-12 Temporal Information Access (Temporalia-2) Task
This paper overviews NTCIR-12 Temporal Information Access (Temporalia-2) task. The task aims to foster research in temporal aspects of information retrieval and search, and is a continuation of Temporalia-1 task at NTCIR-11. Temporalia2 is composed of two subtasks: Temporal Intent Disambiguation (TID) and Temporally Diversified Retrieval (TDR). Both the subtasks have English and Chinese languag...
متن کاملA Probabilistic Framework for Time-Sensitive Search: MPII at the NTCIR-12 Temporalia-2 Task
This research article presents TimeSearch, a probabilistic framework, that competed in the Temporalia-2 task. The subtasks in Temporalia-2 require an information retrieval system to be informed of the temporal expressions (e.g. 1990s) in documents and queries to identify relevant documents. Analysis of these temporal expressions like natural language understanding is challenging. TimeSearch uti...
متن کاملL3S at the NTCIR-12 Temporal Information Access (Temporalia-2) Task
This paper describes our participation in the NTCIR-12 Temporalia-2 task including Temporal Intent Disambiguation (TID) and Temporally Diversified Retrieval (TDR) subtasks. In the TID subtask, we extract linguistic features from the query, time distance features and multinomial distribution of the query n-grams which are then combined using a rule based voting method to estimate a probability d...
متن کاملGIR at the NTCIR-12 Temporalia Task
The GIR team participated in the NTCIR 12 Temporal Information Access (Temporalia) Task. This report describes our approach to solving the Temporal Intent Disambiguation (TID) problem and discusses the official results. We explore the rich temporal information in the labeled and unlabeled search queries. A semi-supervised linear classifiers is then built up to predict the temporal classes for e...
متن کامل