From 0d0c092368ee70f2c5fcab1eed2937f548106165 Mon Sep 17 00:00:00 2001 From: Mars Ultor Date: Fri, 28 Feb 2025 03:14:16 -0600 Subject: [PATCH] done first batch --- EEMLA.aux | 7 +- EEMLA.bbl | 164 ++++++++++++++++++++++++++++++++++++++++++++++ EEMLA.bcf | 2 + EEMLA.blg | 30 ++++----- EEMLA.fdb_latexmk | 16 ++--- EEMLA.log | 12 ++-- EEMLA.pdf | Bin 109428 -> 110014 bytes EEMLA.synctex.gz | Bin 23003 -> 25020 bytes EEMLA.tex | 2 +- references.bib | 11 +++- 10 files changed, 211 insertions(+), 33 deletions(-) diff --git a/EEMLA.aux b/EEMLA.aux index 94cdd13..80f113e 100644 --- a/EEMLA.aux +++ b/EEMLA.aux @@ -12,7 +12,12 @@ \abx@aux@segm{0}{0}{ivanov2024} \abx@aux@cite{0}{ivanov2024} \abx@aux@segm{0}{0}{ivanov2024} -\abx@aux@read@bbl@mdfivesum{A739BAAE76801A6EB23A4AE3E4219B4A} +\abx@aux@cite{0}{hoffmann2022trainingcomputeoptimallargelanguage} +\abx@aux@segm{0}{0}{hoffmann2022trainingcomputeoptimallargelanguage} +\abx@aux@cite{0}{hoffmann2022trainingcomputeoptimallargelanguage} +\abx@aux@segm{0}{0}{hoffmann2022trainingcomputeoptimallargelanguage} +\abx@aux@read@bbl@mdfivesum{117EB34AA21A650891B593351C04032D} +\abx@aux@defaultrefcontext{0}{hoffmann2022trainingcomputeoptimallargelanguage}{nty/global//global/global} \abx@aux@defaultrefcontext{0}{ivanov2024}{nty/global//global/global} \abx@aux@defaultrefcontext{0}{app14020744}{nty/global//global/global} \abx@aux@defaultrefcontext{0}{vaswani2023attentionneed}{nty/global//global/global} diff --git a/EEMLA.bbl b/EEMLA.bbl index f2e0e17..6112ca9 100644 --- a/EEMLA.bbl +++ b/EEMLA.bbl @@ -19,6 +19,170 @@ \refsection{0} \datalist[entry]{nty/global//global/global} + \entry{hoffmann2022trainingcomputeoptimallargelanguage}{misc}{} + \name{author}{22}{}{% + {{un=0,uniquepart=base,hash=92d226c4ea870c0e9df2ceb8bf03d8ff}{% + family={Hoffmann}, + familyi={H\bibinitperiod}, + given={Jordan}, + giveni={J\bibinitperiod}, + givenun=0}}% + {{un=0,uniquepart=base,hash=c28d74501d531d6672ccf4c28016c7ac}{% + family={Borgeaud}, + 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{{un=0,uniquepart=base,hash=da626c813aa81825001015989a23f850}{% + family={Millican}, + familyi={M\bibinitperiod}, + given={Katie}, + giveni={K\bibinitperiod}, + givenun=0}}% + {{un=0,uniquepart=base,hash=54c5c572d4fdc5d822c240b59fcadad4}{% + family={Driessche}, + familyi={D\bibinitperiod}, + given={George}, + giveni={G\bibinitperiod}, + givenun=0, + prefix={van\bibnamedelima den}, + prefixi={v\bibinitperiod\bibinitdelim d\bibinitperiod}}}% + {{un=0,uniquepart=base,hash=4da5c824138e58f9def8fd792b5ad94f}{% + family={Damoc}, + familyi={D\bibinitperiod}, + given={Bogdan}, + giveni={B\bibinitperiod}, + givenun=0}}% + {{un=0,uniquepart=base,hash=8bc2c63cf1c4c6e9e4d317839dda4de2}{% + family={Guy}, + familyi={G\bibinitperiod}, + given={Aurelia}, + giveni={A\bibinitperiod}, + givenun=0}}% + {{un=0,uniquepart=base,hash=643f92e8f89f2746a4c1aa077d225755}{% + family={Osindero}, + familyi={O\bibinitperiod}, + given={Simon}, + giveni={S\bibinitperiod}, + givenun=0}}% + {{un=0,uniquepart=base,hash=9d16b7284df92c9adaee86c37ab992df}{% + family={Simonyan}, + familyi={S\bibinitperiod}, + given={Karen}, + giveni={K\bibinitperiod}, + givenun=0}}% + {{un=0,uniquepart=base,hash=6aa92a937d4d30dd0b5ec0eecbad1bf1}{% + family={Elsen}, + familyi={E\bibinitperiod}, + given={Erich}, + giveni={E\bibinitperiod}, + givenun=0}}% + {{un=0,uniquepart=base,hash=8dcdeb16ef3c68cf8396226668804fe0}{% + family={Rae}, + familyi={R\bibinitperiod}, + given={Jack\bibnamedelima W.}, + giveni={J\bibinitperiod\bibinitdelim W\bibinitperiod}, + givenun=0}}% + {{un=0,uniquepart=base,hash=494b568c5dc85ba8f3f409635f9c5f25}{% + family={Vinyals}, + familyi={V\bibinitperiod}, + given={Oriol}, + giveni={O\bibinitperiod}, + givenun=0}}% + {{un=0,uniquepart=base,hash=50d24de916599d306c5cb1a77156e4b9}{% + family={Sifre}, + familyi={S\bibinitperiod}, + given={Laurent}, + giveni={L\bibinitperiod}, + givenun=0}}% + } + \strng{namehash}{8be79936575bb0d5b77c96da6d2a6d52} + \strng{fullhash}{fb6d92421541c28738787855a47da527} + \strng{bibnamehash}{8be79936575bb0d5b77c96da6d2a6d52} + \strng{authorbibnamehash}{8be79936575bb0d5b77c96da6d2a6d52} + \strng{authornamehash}{8be79936575bb0d5b77c96da6d2a6d52} + \strng{authorfullhash}{fb6d92421541c28738787855a47da527} + \field{sortinit}{H} + \field{sortinithash}{23a3aa7c24e56cfa16945d55545109b5} + \true{singletitle} + \field{labelnamesource}{author} + \field{labeltitlesource}{title} + \field{eprintclass}{cs.CL} + \field{eprinttype}{arXiv} + \field{title}{Training Compute-Optimal Large Language Models} + \field{year}{2022} + \verb{eprint} + \verb 2203.15556 + \endverb + \verb{urlraw} + \verb arxiv.org/abs/2203.15556 + \endverb + \verb{url} + \verb arxiv.org/abs/2203.15556 + \endverb + \endentry \entry{ivanov2024}{misc}{} \name{author}{2}{}{% {{un=0,uniquepart=base,hash=1935b6f0043d4bac823842ff5d478faf}{% diff --git a/EEMLA.bcf b/EEMLA.bcf index 2cd033d..cba5d30 100644 --- a/EEMLA.bcf +++ b/EEMLA.bcf @@ -2770,6 +2770,8 @@ Wang2024 ivanov2024 ivanov2024 + hoffmann2022trainingcomputeoptimallargelanguage + hoffmann2022trainingcomputeoptimallargelanguage diff --git a/EEMLA.blg b/EEMLA.blg index 3e029c9..bacd07f 100644 --- a/EEMLA.blg +++ b/EEMLA.blg @@ -1,17 +1,17 @@ [0] Config.pm:307> INFO - This is Biber 2.19 [0] Config.pm:310> INFO - Logfile is 'EEMLA.blg' -[41] biber:340> INFO - === Fri Feb 28, 2025, 02:56:54 -[50] Biber.pm:419> INFO - Reading 'EEMLA.bcf' -[86] Biber.pm:979> INFO - Found 4 citekeys in bib section 0 -[95] Biber.pm:4419> INFO - Processing section 0 -[100] Biber.pm:4610> INFO - Looking for bibtex file 'references.bib' for section 0 -[100] bibtex.pm:1713> INFO - LaTeX decoding ... -[103] bibtex.pm:1519> INFO - Found BibTeX data source 'references.bib' -[137] UCollate.pm:68> INFO - Overriding locale 'en-US' defaults 'variable = shifted' with 'variable = non-ignorable' -[137] UCollate.pm:68> INFO - Overriding locale 'en-US' defaults 'normalization = NFD' with 'normalization = prenormalized' -[137] Biber.pm:4239> INFO - Sorting list 'nty/global//global/global' of type 'entry' with template 'nty' and locale 'en-US' -[137] Biber.pm:4245> INFO - No sort tailoring available for locale 'en-US' -[142] bbl.pm:660> INFO - Writing 'EEMLA.bbl' with encoding 'UTF-8' -[143] bbl.pm:763> INFO - Output to EEMLA.bbl -[143] Biber.pm:131> WARN - legacy month field 'Oct' in entry 'Wang2024' is not an integer - this will probably not sort properly. -[143] Biber.pm:133> INFO - WARNINGS: 1 +[38] biber:340> INFO - === Fri Feb 28, 2025, 03:09:32 +[47] Biber.pm:419> INFO - Reading 'EEMLA.bcf' +[81] Biber.pm:979> INFO - Found 5 citekeys in bib section 0 +[89] Biber.pm:4419> INFO - Processing section 0 +[95] Biber.pm:4610> INFO - Looking for bibtex file 'references.bib' for section 0 +[96] bibtex.pm:1713> INFO - LaTeX decoding ... +[98] bibtex.pm:1519> INFO - Found BibTeX data source 'references.bib' +[147] UCollate.pm:68> INFO - Overriding locale 'en-US' defaults 'variable = shifted' with 'variable = non-ignorable' +[147] UCollate.pm:68> INFO - Overriding locale 'en-US' defaults 'normalization = NFD' with 'normalization = prenormalized' +[147] Biber.pm:4239> INFO - Sorting list 'nty/global//global/global' of type 'entry' with template 'nty' and locale 'en-US' +[147] Biber.pm:4245> INFO - No sort tailoring available for locale 'en-US' +[151] bbl.pm:660> INFO - Writing 'EEMLA.bbl' with encoding 'UTF-8' +[153] bbl.pm:763> INFO - Output to EEMLA.bbl +[158] Biber.pm:131> WARN - legacy month field 'Oct' in entry 'Wang2024' is not an integer - this will probably not sort properly. +[158] Biber.pm:133> INFO - WARNINGS: 1 diff --git a/EEMLA.fdb_latexmk b/EEMLA.fdb_latexmk index a814c66..dd76207 100644 --- a/EEMLA.fdb_latexmk +++ b/EEMLA.fdb_latexmk @@ -1,12 +1,12 @@ # Fdb version 4 -["biber EEMLA"] 1740733013.7148 "EEMLA.bcf" "EEMLA.bbl" "EEMLA" 1740733218.14824 0 - "EEMLA.bcf" 1740733218.11349 125486 fd2cc3ea398de230c8b44dae74685005 "pdflatex" - "references.bib" 1740732945.89131 2369 a24b87b373146d16ecacc3c3e385073c "" +["biber EEMLA"] 1740733771.78129 "EEMLA.bcf" "EEMLA.bbl" "EEMLA" 1740734037.48048 0 + "EEMLA.bcf" 1740734037.43891 125690 4155d58441e993b3027d98478b79ba44 "pdflatex" + "references.bib" 1740733456.80564 3070 ea3b68cbb126530b1a63cc48bb0b269c "" (generated) "EEMLA.bbl" "EEMLA.blg" (rewritten before read) -["pdflatex"] 1740733217.68731 "EEMLA.tex" "EEMLA.pdf" "EEMLA" 1740733218.14847 0 +["pdflatex"] 1740734036.93952 "EEMLA.tex" "EEMLA.pdf" "EEMLA" 1740734037.48071 0 "/usr/share/texmf-dist/fonts/enc/dvips/base/8r.enc" 1736268207 4850 80dc9bab7f31fb78a000ccfed0e27cab "" "/usr/share/texmf-dist/fonts/map/fontname/texfonts.map" 1736268207 3524 cb3e574dea2d1052e39280babc910dc8 "" "/usr/share/texmf-dist/fonts/tfm/adobe/times/ptmb7t.tfm" 1736268207 2172 fd0c924230362ff848a33632ed45dc23 "" @@ -89,10 +89,10 @@ "/usr/share/texmf-dist/web2c/texmf.cnf" 1736268207 41588 b43d3e860a4f94167ee1e725ff526a72 "" 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m?E3Vkee$V?lk0!|xx9S){@R~^uZy4mXCF8FNp*TDBLe{WWu(Ob diff --git a/EEMLA.tex b/EEMLA.tex index cb5c90b..d27fcd7 100644 --- a/EEMLA.tex +++ b/EEMLA.tex @@ -100,7 +100,7 @@ Efforts to increase the performance of LLMs tend to include provisions for an in Benchmarks for evaluating Large Language Models (LLMs) assess their performance across various tasks, including reasoning, comprehension, generation, and factual accuracy. Standard benchmarks include GLUE and SuperGLUE for natural language understanding, MMLU (Massive Multitask Language Understanding) for evaluating knowledge across diverse subjects, and BIG-bench for measuring reasoning and generalization capabilities \parencite[8]{ivanov2024}. HELLASWAG and LAMBADA test commonsense reasoning and long-range dependency understanding, while TruthfulQA and BBQ assess biases, factual consistency, and ethical alignment \parencite[6]{ivanov2024}. Additionally, human evaluations and BLEU, ROUGE, and METEOR scores help measure text generation quality. As LLMs advance, new benchmarks continuously emerge to capture nuances in performance, efficiency, and ethical behavior. -Adding to the complexity of creating increasingly more performant are the computational and capital costs of building AI-capable supercomputers, clusters, and data centers for corpora, or CLM text databases. Improvements in model architecture are sought before attempts to increase the scale of models and their parameter counts because of the prohibitive scaling laws of neural networks. +Adding to the complexity of creating increasingly more performant are the computational and capital costs of building AI-capable supercomputers, clusters, and data centers for corpora, or CLM text databases. Improvements in model architecture are sought before attempts to increase the scale of models and their parameter counts because of the prohibitive scaling laws of neural networks. Experimentally, it has been found that increased parameter size has an exponential relationship with FLOPs of computational cost \parencite[2]{hoffmann2022trainingcomputeoptimallargelanguage}. This is seen in relation to the exponentially slowing gain in CLM accuracy with increased compute \parencite[5]{hoffmann2022trainingcomputeoptimallargelanguage}. This is taken to mean that there is a point at which scaling a model to gain accuracy is unsustainable. The Chinchilla scaling law is an experimentally conjectured hypothesis which states that an increase in model scale for a given architecture will tend to reducing model performance as the number of parameters tends to infinity. Although some teams claim to have statistically significant results to disprove it, these results have not been reaffirmed by third parties. %%%%Works cited diff --git a/references.bib b/references.bib index 70820a8..c0d02b1 100644 --- a/references.bib +++ b/references.bib @@ -32,5 +32,12 @@ DOI = {10.3390/app14020744} primaryClass={cs.DC}, url={https://arxiv.org/abs/2412.01020}, } - - +@misc{hoffmann2022trainingcomputeoptimallargelanguage, + title={Training Compute-Optimal Large Language Models}, + author={Jordan Hoffmann and Sebastian Borgeaud and Arthur Mensch and Elena Buchatskaya and Trevor Cai and Eliza Rutherford and Diego de Las Casas and Lisa Anne Hendricks and Johannes Welbl and Aidan Clark and Tom Hennigan and Eric Noland and Katie Millican and George van den Driessche and Bogdan Damoc and Aurelia Guy and Simon Osindero and Karen Simonyan and Erich Elsen and Jack W. Rae and Oriol Vinyals and Laurent Sifre}, + year={2022}, + eprint={2203.15556}, + archivePrefix={arXiv}, + primaryClass={cs.CL}, + url={https://arxiv.org/abs/2203.15556}, +}