Sequence of words or terms that co-occur more often in research papers
http://www.uefap.com/writing/genre/genre.htm
Online English Collocation Dictionary
Furthermore, In Addition, Additionally, Moreover, Besides, Likewise, Similarly, Alike, Plus that, ...
Although, Even though, Nevertheless, In spite of , Despite, That, On the flip side of coin,
Due to, Because, Since, For, Hence, As a result, Thus, Therefore, Consequently, Subsequently
That is, In other word, Given, Once , By then, either case, either else, by and large (on the whole; everything considered)
On the contrary, Otherwise, Else, While, Unlike, In contrast, Whereas, ... are the weakest in comparison.,
For instance, For example, As a case in point, Along with, As well as, As well, With this regard, With regard to, Regarding, Regardless of, En route*
thereupon (immediately or shortly after that)
Indeed, In fact, As a matter of fact
rank atop of the other., Overlook, Fall short, Incorporate, Employ, Leverage*, Integrate, Involve, Include, Embody, Exclude, Enclose, Compensate, Confound
has achieved state-of-the art performance by capitalizing on large general-purpose pretrained language models
Existing approaches to * suffer from a lack of efficiency in model size and computational requirements, limiting their applicability in real-world settings. Against this background, we propose **
Of particular interest in the context of our work is sb et al[]"
this work represents the first of its kind for learning a sparse model with
resource-constrained settings where efficiency is of paramount importance.
which is crude and
sth .. '''paved the way''' for extensive research in the area
this paper '''brings forth''' critical analysis of computational complexity
different methods have been introduced '''to uncover/unfold''' communities
prime factor (main factor)
Communities in current social networks''', are more often than not,''' found to overlap.
In summary, our main contributions lie on: (1) unlike previous ...
Our study in this paper is timely and important for the understanding and applications of ... in practice.
Our approach breaks away from the traditional approach that relies on ... . Instead, it is based on ...
... sth is nothing/little short of sth (miracle, phenomena, scandalous, disastrous, ...)
... further cementing this view.
... recommender systems technology that targets explicit social scenarios has seen a surge of interest ...
... to be novel and to involve an inventive step having regard to the prior art identified.
sth is of paramount importance for sth
... 'renders' many existing approaches 'intractable'/'moot', presenting new challenges to the researchers.
directly 'translate into' financial gains for online businesses
with performance on par with or even exceeding humans
One avenue of research we are perusing ...
We wonder how they would fare in the context of ...
Having ... at our disposal, ...
achieve stellar accuracy in ...
a desirable avenue of research has been suggested
The approach is agnostic to the choice of ...
The affinity between items can be measured by ...
it finds immediate applications in ...
is/becomes an ill-posed/well-posed problem
The overarching theme of the ...
We just scratch the surface of ...
Our approach/idea/intuition/observation of ... holds promise
Also shown is ...
The intuition behind sth
The work is complementary to ours
... is still in its early stages
... is still in its embryonic stages
The significance is 2-fold*
The constituent parts/sections/class of sth
double-edge sword
as to leave no room for dispute as to ... comparative merit.
There are rooms to improve/for improvement
Can/could not agree more
There is no way around the fact that ...
It is not/would not be too great an exaggeration to say that ...
... work in concert with ...
Lay out the details...
be on the same wavelength
..., to name a few.
Hit the nail on the head.
The idea is still distant ...
In line with ...
Work in concert ...
Work in tandem with ...
The main contribution to the state of the art is ...
... will become even more pressing. This is a major looming issue for researchers who ...
... still yet to be addressed.
... is based on the ''premise'' stated earlier/ we premised our argument on several assumptions ...
with no ex-ante knowledge
computationally prohibitive/intractable
Throughput is thus the primary performance metric of concern in training, while inference is latency sensitive, but '''computationally less taxing'''.
We can attribute this to an increase in ...
Exemplar
the extraction process is '''error prone'''
a plausible description that might be '''decoupled from''' the recommendation algorithm
Our proposed approach '''hinges''' on the notion of set-based preferences.
they ignore the phenomenon of user interest drift across geographical regions which '''discounts''' the recommendation quality of existing methods,
quickly tail off (away), fade away
spur us into action
it can backfire
it takes for it to eventuate.
While there may be nuanced differences in meaning, ...
It also underscores the strong performance
in order to overcome performance drain caused by data scarcity
These were later outstripped by large pretrained ...
Also included is a plan of when to
The upside/downside of
the Transformer, based solely on attention mechanisms, dispensing with recurrence and convolutions entirely
sequential nature precludes parallelization within training examples
Transformer, a model architecture eschewing (deliberately avoid using; abstain from.) recurrence and instead relying entirely on an attention mechanism
That is apt because a social structure is made up
The end-to-end approach has been buoyed by recent results in computer vision
...-based model with only 10M parameters enjoys a very comfortable margin over that
... there leave blank for directly do ...
wide array of tasks
the claims are untenable ((especially of a position or view) not able to be maintained or defended against attack or objection)
F depends as-of-yet unspecified parameters
... employs ... when there is a pereceived need.
sth become canonical (that is widely become accepted by the community)
there have been recent work that peers deeply into ...
Nevertheless, the jury is still out on most of these questions.
the urban crisis conflates a number of different economic and social issues
intuitively leads to the lottery forces not being diminished, but instead more pronounced.
Once a benchmark builds up a following and becomes well-established, ...
signal for failure
you might hide the transfer time in another operation.
where variations and ambiguities "abound"
A perennial challenge for biomedical researchers and clinical practitioners is "to stay abreast" with the rapid growth of publications and medical notes
. Natural language processing (NLP) has emerged as a promising direction for "taming" information overload.
: (1) k-NN can be on par with neural network models, sometimes surpassing linear classifier counterparts.
may not be known upfront/a priori
We compile the performance of Gopher and its family of smaller models across 152 tasks.
but it will avail nothing
Traditional methods like factorization machine (FM) cast it as a supervised learning problem
aim at obviating the need for hand-crafting features
thus answering Q2 affirmatively positively.
To work well, the label model needs to
Desiderata for Fast and Slow Streams of Processing
and demonstrate the effectiveness of this method on TweetNLP, providing an otherwise difficult to obtain measure of realistic recall
Quite naturally, the sequence of sub-problems resulting from the decisions at each step of the algorithm can be visualized
Due to the subjectivity of feature engineering methods, methods based on neural networks began to take the stage
This finding mirrors that of MacFarlane et al., who reported that dyslexic searchers
To counter such unfairness
Present the visual explanations in a post-hoc fashion
At its core is grounding the question-critical cues as the causal scene to yield answers, while rolling out the question-irrelevant information as the environment scene.
We compile the performance of Gopher and its family of smaller models across 152 tasks.
but it will avail nothing
but also solves the label bias problem in a principled way.
however, such models ..., resulting in limited performance gain.
.. designed for formal content rather than the looser, noisier, more disfluent style of spoken content.
user's location visitations and online content consumption ...
{(s,e) | s\in\mathcal{S}, e\in\mathcal{E}}
Owing to space limitations, ... this manuscript exclusively considers those works dealing with interdisciplinary machine learning research for ...; works that did not employ machine learning models, as well as those published before the 2000s, were excluded.
Our goal is twofold: firstly, we seek to address ...; secondly, ....
To best undertake our review work, we designed a taxonomy (Figure 2) following the different, but not necessarily sequential, steps involved in the study of ... documents:
I share a similar career arc to Ms. Zamiri’s
owing to
During the awkward silence that ensued, Anna invited Prince Vasili to ..
Naturally enough, ...
they wait for a, b, c, ..., and like matters.
there was a soiree, the chief feature of which was to be the reading of a letter from
Not less than 7 times she copied ...
Became so Firmly established that ...
Gaining the reputation of a charming woman
She had but one thought: ...
Looks at Natasha as one looks at a wall
Try to use more every verse question for a conditional sentence like: should you need more information, has she not been assured that this,
Prince and you liked meeting someone not of the conventional society stamp. And such was Natasha.
She was at the height of bliss when one becomes completely kind and good and doesn't believe in the possibility of evil and happiness or sorrow
And so they ought all to be happy
Anatole, Who was as handsome at close quarters as at a distance, ...
In spite of this or rather because of it
After staying but a short time, he went
But an irresistible impulse drew her forward