III. Lo Scrittoio
ArtiklerNotater fra skriptoriet
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· 12 min
Hallusinasjoner i språkmodeller
Hvordan en språkmodell kan gi deg en god forklaring på noe som aldri har skjedd, og hva du kan gjøre for å oppdage det.
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· 12 min
Hvordan språkmodeller fungerer
En forklaring uten matematikk: hvordan en språkmodell gjetter seg frem ett ord om gangen, hva attention egentlig er, og hvorfor den kan være overbevisende selv når den tar feil.
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· 5 min
Slik fungerer Claude Skills
Skills er selvstendige instruksjonssett som Claude henter frem ved behov. Hva de består av, hvordan de lastes inn trinnvis, og hvorfor de gjør Claude til spesialist på akkurat ditt fag.
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· 11 min
Hvordan tokens i språkmodeller fungerer
Hvorfor kan ikke ChatGPT telle bokstaver i «strawberry»? Svaret ligger i tokens: bitene av tekst modellen faktisk leser, aldri bokstavene selv.
p=0.742 z=1.14 top_p=0. p=0.6 p=exp(z/T)/Σexp(z/T) T=0.6 p=0.182 p=0.16 top_p=0.6 p=0.002 T=0.6 T=0.6 T=0.6 T=0.6 T=
T=0.6 p=0.332 z=0.62 T= . = (z/T)/Σexp(z/T) top_p=0.6 T=1.0 top_p=0.6 T=0.6 p=0.246 T=1.0 top_p=0.6 p=0.748 top_p=0.6 T=1.0
T=0.6 Σp≥0.6 T=1.0 T=0. 0. 0.6 T=1.0 p=exp(z/T)/Σexp(z/T) p=0.638 T=0.6 T=0.6 p=exp(z/T)/Σexp(z/T) p=exp(z/T)/Σexp(z/T) top_p=0
T=0.6 top_p=0.6 T=1.0 T . top_p=0.6 p=0.782 p=0 z=1.6 6 p_p=0.6 z=-1.41 z=-1.24 top_p=0.6 z=0.28 Σp≥0.6 T=1
p=0.346 T=0.6 T=1.0 Σp≥ . to p=0.6 Σp≥0.6 T=1.0 z=0.74 T=0.6 z=-2.04 T=0.6 top_p=0.6 T=0.6 top_p=0.6 top_p=0.6 p=exp(z/T)/Σ
T=1.0 T=1.0 z=2.14 p=ex 0 Σp≥0.6 T=0.6 z=-0.49 T=0.6 T=0.6 T=1.0 top_p=0.6 Σp≥0.6 Σp≥0.6 T=0.6 z=-0.04 T=0.6 T=1.0 T
T=1.0 z=-2.14 T=1.0 top 6 T z/ /Σexp(z/T) T=0.6 top_p=0.6 z=0.65 p=exp(z/T)/Σexp(z/T) T=1.0 T=1.0 T=1.0 Σp≥0.6 Σp≥0.6 z=-0.27
p=0.015 z=1.85 top_p=0.6 = 65 z=-2.6 z=1.67 T=0.6 top_p=0.6 top_p=0.6 p=exp(z/T)/Σexp(z/T) p=exp(z/T)/Σexp(z/T) p=exp(z/T)/Σexp
p=exp(z/T)/Σexp(z/T) p=ex .87 z=2.37 Σp≥0.6 p=exp(z/T)/Σexp(z/T) p=exp(z/T)/Σexp(z/T) T=1.0 z=-2.65 p=exp(z/T)/Σexp(z/T) Σp≥
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· 9 min
Hyperparametere i promptingprosessen
Temperatur og Top P blir ofte forklart som «tilfeldighet». Her er hva de faktisk gjør med ordene modellen velger mellom, og hvorfor Temperatur 0 ikke alltid gir de beste svarene.
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· 8 min
Prompt engineering: Det handler ikke om instruksjoner, men om kontekst
Hvorfor språkmodeller ikke følger instruksjoner slik en datamaskin følger kode, og hvorfor god prompting handler om å bygge riktig kontekst.