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The Reflexion method [68] constructs an agent that learns over multiple episodes. At the end of each episode, the LLM is given the record of the episode, and prompted to think up "lessons learned", which would help it perform better at a subsequent episode. These "lessons learned" are given to the agent in the subsequent episodes. [citation needed]
According to his 1990 paper, Harnad lays out the definition of a "symbol system" relative to his defined symbol grounding problem. As defined by Harnad, a "symbol system" is "...a set of arbitrary 'physical tokens' scratches on paper, holes on a tape, events in a digital computer, etc. that are ... manipulated on the basis of 'explicit rules ...
In July of 2021, the Alan Turing Institute hosted a keynote and panel discussion on the paper. [9] As of September 2024 [update] , the paper has been cited in 4,789 publications. [ 10 ] The term has been used in publications in the fields of law, [ 11 ] grammar, [ 12 ] narrative, [ 13 ] and humanities. [ 14 ]
- The yield on the U.S. 10-year Treasury note was down 7.9 basis points 4.544% as investors moved into safer US government debt. ... As LLM scholars and practitioners dissect the DeepSeek papers ...
Vicuna LLM is an omnibus Large Language Model used in AI research. [1] Its methodology is to enable the public at large to contrast and compare the accuracy of LLMs "in the wild" (an example of citizen science ) and to vote on their output; a question-and-answer chat format is used.
Reflection is often used as part of software testing, such as for the runtime creation/instantiation of mock objects. Reflection is also a key strategy for metaprogramming. In some object-oriented programming languages such as C# and Java, reflection can be used to bypass member accessibility rules. For C#-properties this can be achieved by ...
Smalltalk-80 also provides computational reflection, the ability to observe the computational state of the system. In languages derived from the original Smalltalk-80 the current activation of a method is accessible as an object named via a pseudo-variable (one of the six reserved words), thisContext , which corresponds to a stack frame in ...
Reflective writing is an analytical practice in which the writer describes a real or imaginary scene, event, interaction, passing thought, or memory and adds a personal reflection on its meaning.