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Common Sense Reasoning

25 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

Visual search and recognition for robot task execution and monitoring

7 Feb 2019Lorenzo Mauro et al

Visual search of relevant targets in the environment is a crucial robot skill.

COMMON SENSE REASONING

07 Feb 2019

Learning Spatial Common Sense with Geometry-Aware Recurrent Networks

31 Dec 2018Hsiao-Yu Fish Tung et al

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

31 Dec 2018

Visual Question Answering as Reading Comprehension

29 Nov 2018Hui Li et al

In contrast to struggling on multimodal feature fusion, in this paper, we propose to unify all the input information by natural language so as to convert VQA into a machine reading comprehension problem.

COMMON SENSE REASONING MACHINE READING COMPREHENSION QUESTION ANSWERING VISUAL QUESTION ANSWERING

29 Nov 2018

Attentioned Convolutional LSTM InpaintingNetwork for Anomaly Detection in Videos

26 Nov 2018Itamar Ben-Ari et al

Our model is shown to be effective in detecting anomalies in videos.

ANOMALY DETECTION COMMON SENSE REASONING

26 Nov 2018

Sense Perception Common Sense Relationships

17 Nov 2018Ndapa Nakashole

Often missing in existing knowledge bases of facts, are relationships that encode common sense knowledge about unnamed entities.

COMMON SENSE REASONING

17 Nov 2018

On the Evaluation of Common-Sense Reasoning in Natural Language Understanding

5 Nov 2018Paul Trichelair et al

The NLP and ML communities have long been interested in developing models capable of common-sense reasoning, and recent works have significantly improved the state of the art on benchmarks like the Winograd Schema Challenge (WSC).

COMMON SENSE REASONING

05 Nov 2018

The Hard-CoRe Coreference Corpus: Removing Gender and Number Cues for Difficult Pronominal Anaphora Resolution

2 Nov 2018Ali Emami et al

We introduce a new benchmark task for coreference resolution, Hard-CoRe, that targets common-sense reasoning and world knowledge.

COMMON SENSE REASONING COREFERENCE RESOLUTION

02 Nov 2018

CommonsenseQA: A Question Answering Challenge Targeting Commonsense Knowledge

2 Nov 2018Alon Talmor et al

When answering a question, people often draw upon their rich world knowledge in addition to some task-specific context.

COMMON SENSE REASONING QUESTION ANSWERING

02 Nov 2018

Machine Common Sense Concept Paper

17 Oct 2018David Gunning

Recent advances in machine learning have resulted in new AI capabilities, but in all of these applications, machine reasoning is narrow and highly specialized.

COMMON SENSE REASONING

17 Oct 2018