[PDF] Top 20 Attention Is (not) All You Need for Commonsense Reasoning

... As attention allows for es- tablishing a relationship between words, it is very important for tasks such as coreference resolution and finding ...pronouns, attention gives rise to links to m candi- date ... See full document

... multi-head attention block, the dimension of the query, key and value matrices are set to 50 and we use 6 parallel heads on each ...multi-branch attention block is com- posed of 6 position-wise ... See full document

... Replacing the self-attention on both the encoder and the decoder side with an RNN or CNN re- sults in a degradation of performance. In most settings, such as WMT’17 EN→DE for both vari- ations and WMT’17 LV→EN for ... See full document

... that commonsense knowledge-injection with attention is making an impact on models’ weight ...require commonsense but is losing performance on other types, suggest- ing a direction for future research ... See full document

... Many problems humans face in their everyday life cannot be solved by solely relying on explic- itly given facts, but need commonsense knowledge. The respective facts are often not formalized in knowledge ... See full document

... Multi-turn Commonsense Inference: 19% of the errors are due to multi-turn commonsense in- ...counterfactual reasoning, if she didn’t chat to her friends, then she wouldn’t have gotten up with a ...of ... See full document

... Knowledge Transfer in NLP Natural language processing has often relied on the transfer of world-knowledge through pretrained word vec- tors like Word2Vec (Mikolov et al., 2013) and GloVe (Pennington et al., 2014). ... See full document

... As a starting point for our task creation, we draw upon social commonsense knowledge from ATOMIC (Sap et al., 2019) to seed our contexts and question types. ATOMIC is a large knowledge graph that contains ... See full document

... a commonsense machine comprehension task, has attached many researchers’ attention due to its significant difference from previous machine comprehension ...on reasoning with implicit ... See full document

... bring attention to the problem that so many people ignore their parents because they are too ...pay attention to your parents before it is too ...is, you must take care of your parents because they ... See full document

... Commonsense reasoning is concerned with sim- ulating the human ability to make presumptions about the type and essence of ordinary situa- tions they encounter every day (Davis and Mar- cus, ...creasing ... See full document

... Although we have obtained concept vectors by pre-training ( § 3.3), the representations of concepts still need to be further accommodated to their spe- cific schema graphs context. Think of polysemous concepts ... See full document

... We create four tasks on Amazon Mechanical Turk (MTurk) (sample task in Figure 3) for gathering common- sense annotations. 3, 4 For each dimension, up to three work- ers are asked to provide as many as four likely ... See full document

... develop reasoning capabilities, is wide and distributed in several areas of Artificial ...applying reasoning to obtain a deeper knowledge of the spatial environment for what concerns its topological or ... See full document

... Another two aspects can be analysed: firstly, the notably goal-like feature of this event for the Brazilian 16/17 group is shown by the positive frequency of replies to Phrases 7 - 'fo[r] ... See full document

... same. All information on each server is the ...server, all copies are changed to reflect that on the rest of the ...etc. all the cloud storage providers should provide the services like ... See full document

... b) Utilize the linear quadratic regulator algorithm to achieve the same performance (at least in terms of settling time) as the direct pole placement. You will have to simulate your model a number of times to get ... See full document

... much you do not know; being open to constant learning; acting making mistakes, getting feedback, reflecting, acting, share your ideas with people who do not always agree with you; courage to act and take a ... See full document

... by all Alberta physicians in the delivery of health care (Alberta Health Physician Claims database), hospital- izations (Discharge Abstract Database), and hospital-based ambulatory care such as emergency ... See full document

... learning, reasoning, and solving problems With Artificial Intelligence you do not need to preprogram a machine to do some work, despite that you can create a machine with programmed algorithms ... See full document