When fine-tuning pretrained models for classification, researchers either use a generic model head or a task-specific prompt for prediction. Proponents of prompting have argued that prompts provide a method for injecting task-specific guidance, which
is beneficial in low-data regimes. We aim to quantify this benefit through rigorous testing of prompts in a fair setting: comparing prompted and head-based fine-tuning in equal conditions across many tasks and data sizes. By controlling for many sources of advantage, we find that prompting does indeed provide a benefit, and that this benefit can be quantified per task. Results show that prompting is often worth 100s of data points on average across classification tasks.
The research attempts to compromise a linguistic case to be understand able it’s the
theory in phase the formation, and it is the detection hangs in about the image which
appeared in its personality of the oratorical self, the transformations which
occurred on it,
and their application mechanism to a linguistic text which is the speech of AL- HASAN
Ibn ALI Ibn ABI TALEB In Sabatt.
Moreover, The research attempts to set up a compromise that clarifies both sides of
saying: theoretical and practical, so the research to importance indicated the rhetoric in
describing its industry, and seeks to attracting the addresses "receivers" and the impacting
and persuading them, and explain the components of the communication process, and
illustrated the manifestations of the ethos, started with the advanced ethos that pertains to
the person speaking, and through the oratorical ethos, it is the image that the speech
producer tried to construct in the text, to reach the image of the self was formed after the
end of the discourse, which proposed usher naming the post-rhetorical ethos, and how the
recipient rebelled against the preacher when the third verb of the speech act was achieved.
The analytical descriptive and method might sound the perfect way via which one
can get to the speech of AL- HASAN Ibn ALI, analysis of procedural processes in the
study of linguistic phenomena after determining their scope time and environment, and
detecting shifts in the image of the discourse product "ethos" .
The word "Kada" has several uses and different denotations and
rules that have been the interest of grammarians, whose opinions varied
considerably about it. The majority hold that its predicate must be
preceded by the word "An" only in poetic lan
guage, not in ordinary
language, while other grammarians hold that it can be preceded by the
word "Anna" in ordinary language as well.
