Towards a Model for Grounding Semantic Composition

نویسندگان

  • Marios Daoutis
  • Nikolaos Mavridis
چکیده

Compositionality is widely accepted as a fundamental principle in linguistics and is also acknowledged as a key cognitive capacity. However, despite the prime importance of compositionality towards explaining the nature of meaning and concepts in cognition, and despite the need for computational models which are able to process the composition of grounded meaning there is little existing research. Thus, we aim to create computational models that concern the semantic composition of grounded meaning, that can be applied to embodied intelligent agents (such as cognitive robots), in order to make them capable of creating and processing grounded perceptual-semantic associations, and most importantly their compositions, taking into account syntactic, pragmatic as well as semantic considerations. Here we focus on an introduction to the problem, while then we review related work across multiple directions. Finally we propose a set of concrete desiderata that a computational theory of grounded semantic composition for embodied agents should satisfy, thus paving a clear avenue for the next steps towards the wider application of grounded semantics in intelligent embodied entities.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Towards constructing an Integrative, Multi-Level Model for Cognition: The Function of Semantic Networks

Integrated approaches try to connect different constructs in different theories and reinterpret them using a common conceptual framework. In this research, using the concept of processing levels, an integrated, three-level model of the cognitive systems has been proposed and evaluated. Processing levels are divided into three categories of Feature-Oriented, Semantic and Conceptual Level based o...

متن کامل

Towards a Contrastive Pragmatic Analysis of Congratulation Speech Act in Persian and English

This paper aims at studying the speech act of congratulation in Persian and English with regard to semantic formulas. To gather the semantic formulas related to congratulation, the researchers chose 100 movies (50 in Persian and 50 in English) as the instrument of the study. The only model of cross-cultural comparison was related to that of Elwood (2004). Therefore, we used Elwood’s model as th...

متن کامل

Towards a Knowledge-Based Approach to Semantic Service Composition

The successful application of Grid and Web Service technologies to real-world problems, such as e-Science [1], requires not only the development of a common vocabulary and meta-data framework as the basis for inter-agent communication and service integration but also the access and use of a rich repository of domain-specific knowledge for problem solving. Both requirements are met by the respec...

متن کامل

Deep embodiment: grounding semantics in perceptual modalities

Multi-modal distributional semantic models address the fact that text-based semantic models, which represent word meanings as a distribution over other words, suffer from the grounding problem. This thesis advances the field of multi-modal semantics in two directions. First, it shows that transferred convolutional neural network representations outperform the traditional bag of visual words met...

متن کامل

Design of Grounding Vertical Rods Buried in Complex Soils using Radial Basis Functions

In this paper, using neural networks based on radial basis functions (RBF), a comprehensive closed-form solution for effective length of vertical grounding rod is extracted in such a way that the two effects of ionization and dispersion are simultaneously considered. In creating the model, training data are computed from multi-conductor transmission line (MTL). As a results, firstly in the prop...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2014