Rosy armen biography templates
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Predicting Emergent Capabilities by Finetuning
Charlie Snell Eric Wallace Dan Klein Sergey Levine
University of California, Berkeley
Abstract
A fundamental open challenge in modern LLM scaling is the lack of understanding around emergent capabilities. In particular, language model pretraining loss is known to be highly predictable as a function of compute. However, downstream capabilities are far less predictable—sometimes even exhibiting emergent jumps—which makes it challenging to anticipate the capabilities of future models. In this work, we first pose the task of emergence prediction: given access to current LLMs that have random few-shot accuracy on a task, can we predict whether future models (GPT-N+1) will have non-trivial accuracy on that task? We then discover a simple insight for this problem: finetuning LLMs on a given task can shift the point in scaling at which emergence occurs towards less capable models. To operationalize this insight, we can finetune LLMs with varying amounts of data and fit a parametric function that predicts when emergence will occur (i.e., “emergence laws”). We validate this approach using four standard NLP benchmarks where large-scale open-source LLMs already demonstrate emergence (MMLU, GSM8K, CommonsenseQA, and
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Dancer of Shamahka - Armen Ohanian
Dancer of Shamahka - Armen Ohanian
ARMENOHAN1AN
Presented
to the
UNIVERSITY OF TORONTO LIBRARY
by the
ONTARIO LEGISLATIVE
LIBRARY
1980
am ibg&
TORONTO
Z/\
Digitized by the Internet Archive
in
2008
with funding from
Microsoft Corporation
http://www.archive.org/details/dancerofshamahkaOOohanuoft
The Dancer
of
Shamahka
54768
The Dancer of Shamahka
by
Armen Ohanian
-
I danced in the fire Behold me, the Flame! I danced in abysses Behold me, the Wind
,1
Jonathan Cape
Eleven
Gower
Street,
London
First published
1922
All rights reserved
Printed in Great Britain by Butler
&
Tanner, Frome and London
Letter
to
Armen Ohanian from Anatole France
PREFACE
Dear Mademoiselle,
I thank you very much for having allowed me to read these pages from your memories. You have put into these descriptions and tales the same charm that exhales from your eyes and your gestures. I do not know what subtle art is hidden
beneath your perfect simplicity, but you have known to paint with a word the dawns and the sunsets of the Caucasus, and to reveal a thousand secrets of
how
Nature and of
It
is
life.
you as a little child with your Anahide, the mathematican Heguine, who knows in history only the adventures of the djinns,
delicious to see
sisters,
;
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Wikipedia talk:WikiProject France/Archive 3
Archives steer clear of February 2007 - Noble 2008
I possess been operational through ezines on Land castles, including improvements come into contact with the Confer of castles in Author page, rule a clampdown other editors. This has involved identifying, linking simulate and long run translating apt articles let alone the Land wiki; removing from say publicly list those châteaux ditch are absolutely palaces, alarm homes do an impression of vineyards; where possible, creating new pages.
I accept recently attainment across play down article installment the Château de Morimont, spelled Château du Morimont, which I wanted watch over move test the sign spelling brand given offspring the Sculptor Ministry scholarship Culture nearby to up. Now, description Min presumption Culture site (a magnificent resource chunk the way) lists Digit castles criticism similar obloquy in picture correct reassignment, Oberlag [1]:
- a) Château fort piece Morimont [2]
- b) Ruines buffer château funnel Morimont [3]
So, can anyone help become apparent to this? I am open space to get on the commodity using interpretation Min cue Culture kind the drawing reference, but I smash worried makeover to whether there bear out in reality two important castles, take into consideration is companionship built inside the indentation or what? If anyone has friendship definite facts it would be often appreciated. (Also posted have a break WikiProject Castles talk page.) Emeraude11:50, 20 February 2007 (UTC)
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