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Common Sense Reasoning

34 papers with code · Reasoning

Common sense reasoning tasks are intended to require the model to go beyond pattern recognition. Instead, the model should use "common sense" or world knowledge to make inferences.

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Latest papers without code

Learn How to Cook a New Recipe in a New House: Using Map Familiarization, Curriculum Learning, and Common Sense to Learn Families of Text-Based Adventure Games

13 Aug 2019

We consider the task of learning to play families of text-based computer adventure games, i. e., fully textual environments with a common theme (e. g. cooking) and goal (e. g. prepare a meal from a recipe) but with different specifics; new instances of such games are relatively straightforward for humans to master after a brief exposure to the genre but have been curiously difficult for computer agents to learn.

COMMON SENSE REASONING Q-LEARNING

Processamento de linguagem natural em Português e aprendizagem profunda para o domínio de Óleo e Gás

5 Aug 2019

This paper presents a literature review about the main techniques for deep learning NLP and their major applications for O&G domain in Portuguese.

COMMON SENSE REASONING

Learning Emphasis Selection for Written Text in Visual Media from Crowd-Sourced Label Distributions

ACL 2019

In visual communication, text emphasis is used to increase the comprehension of written text to convey the author{'}s intent.

COMMON SENSE REASONING

Fine-tuning Pre-Trained Transformer Language Models to Distantly Supervised Relation Extraction

ACL 2019

Distantly supervised relation extraction is widely used to extract relational facts from text, but suffers from noisy labels.

COMMON SENSE REASONING LANGUAGE MODELLING RELATION CLASSIFICATION

The KnowRef Coreference Corpus: Removing Gender and Number Cues for Difficult Pronominal Anaphora Resolution

ACL 2019

To explain this performance gap, we show empirically that state-of-the art models often fail to capture context, instead relying on the gender or number of candidate antecedents to make a decision.

COMMON SENSE REASONING COREFERENCE RESOLUTION DATA AUGMENTATION

Does it Make Sense? And Why? A Pilot Study for Sense Making and Explanation

ACL 2019

Introducing common sense to natural language understanding systems has received increasing research attention.

COMMON SENSE REASONING LANGUAGE MODELLING

Explain Yourself! Leveraging Language Models for Commonsense Reasoning

ACL 2019

Deep learning models perform poorly on tasks that require commonsense reasoning, which often necessitates some form of world-knowledge or reasoning over information not immediately present in the input.

COMMON SENSE REASONING

A Statistical View on Synthetic Aperture Imaging for Occlusion Removal

15 Jun 2019

Synthetic apertures find applications in many fields, such as radar, radio telescopes, microscopy, sonar, ultrasound, LiDAR, and optical imaging.

COMMON SENSE REASONING

Learning Spatial Common Sense With Geometry-Aware Recurrent Networks

CVPR 2019

We integrate two powerful ideas, geometry and deep visual representation learning, into recurrent network architectures for mobile visual scene understanding.

COMMON SENSE REASONING REPRESENTATION LEARNING SCENE UNDERSTANDING