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Welcome to the LLM Club
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Koichi ITO
June 24, 2025
Technology
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Welcome to the LLM Club
Koichi ITO
June 24, 2025
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Transcript
ࣾΞδϟΠϧࣄۀ෦ʹ͓͚Δ େنݴޠϞσϧ --. ࣄ Welcome to the LLM Club ҏ౻ߒҰ&4.
*OD
w ੜ"*݄ࠒ͔Β$IBU(15ར༻ w .$1ͷެࣜ3VCZ4%,ͷίϛολ ࠓ݄ʙ w --.ݚڀͷ։݄࢝ࠒ ϲ݄લ ࢲ
݄த్ೖࣾ ͓͢͢Ί
มԽΛָ͠Ή ͍·ͷ࣌
w εϚʔτϑΥϯʹ"*͕ࡌ͞Ε͍ͯΔ࣌ w 8FC %#ۀք"*Δ͔Δ͔Ͱͳ͍ w ΔPS͘͢͝Δ w ӈهͷʮڊେͳϦεΫͱ՝ʯ ͦΕΒͷଊ͑ํͷهड़͕͍͍Ԙക
ੈքͷࡏΓํʹԼ͞Εͨ೩ྉ ͜ͷςʔϚͷهࣄ͍Ζ͍Ζͱੈʹ͋Δ͚ΕͲ
w ֶͱ1ZUIPOΛલఏͱͨ͠ػցֶशͱҧ͏ w ࣗવݴޠͰܭࢉػʹࢦࣔΛग़ͤΔෑډ w ϓϩάϥϛϯάݴޠͲ͜Ζ͔ಛఆͷ ࣗવݴޠͱ͍͏റΓ͢Βͳ͍ ࠃޠͰ0, w
Πϯλʔωοτͱಉ͘͡GBDUDIFDL ੜΛධՁ͢Δ৹ඒ؟εΩϧඞਢ ΠϯλʔωοτͷීٴҎདྷͷٕज़ֵ৽
w ݱͷੜ"*Λࢧ͑Δٕज़ w $IBU(15 $MBVEFBJ (FNJOJͳͲͷج൫ w ࣗવݴޠॲཧ /-1 ͷओཁٕज़ͷͻͱͭ
w ϓϩάϥϛϯάݴޠʹΑΔܭࢉػͷࢦࣔ Ͱͳࣗ͘વݴޠʹΑΔ--.ͷࢦࣔ େنݴޠϞσϧ --. ͱʁ
w ઌΛΥον͍ͯ͠ΔਓΛΥον͢Δ w ࣗͷ߹!LFOO !LJT !LB[VIPͷ ಈΛΥον͍ͯ͠Δ w جૅॏཁͳͷͰ(15Λ͡Ίͱ͢Δ--. ͷΈΛͬͯ--.ͷؾ࣋ͪΛߟ͑ΒΕ
Δͱྑ͍ ΦϥΠϦʔʮڇຊʯ͓͢͢Ί --.ք۾มԽ͕͍
w ༻్සݸਓ͕ࠩ͋Δ ͦΕͦ͏ w $IBU(15ʹද͞ΕΔνϟοτ"*ৗత ʹΘΕ͍ͯΔ ϦϞʔτ࡞ۀͱྑ͍૬ੑ w
$MBVEF$PEF $VSTPS (JU)VC$PQJMPU ͷΑ͏ͳ"*ίʔσΟϯάͷར༻ݸਓࠩɺ ϓϩδΣΫτ͕ࠩ͋Δ ࢼߦࡨޡͷੈͷத ΞδϟΠϧࣄۀ෦ͷঢ়گ
w ݸਓར༻جຊ$IBU(15ར༻͕ϝΠϯɻ ͓٬༷"*ΤʔδΣϯτΛ͓ͬͯΓɺ --.ΞϓϦ࡞ͬͯΔɻલͷΊΓͳࣾ෩ɻ w ͓٬༷"*ʹରͯ͠લͷΊΓɻ"*Λͬͯ ͳ͍νʔϜͦͷཧ༝ʹؔ৺͕࣋ͨΕΔɻ w ͜Ε͔Β͍ͬͯ͘ͱ͍͏Թײ มભظ
डୗ։ൃͱ͍͏)VC৫
w νϟοτπʔϧͱͯ͠ར༻ ݱঢ়͜͜શһ w "*ίʔσΟϯάΤʔδΣϯτΛ׆༻ͨ͠։ൃ w ։ൃରΞϓϦͷΈࠐΈ --.ΞϓϦ
w .$14%,3"(ϑϨʔϜϫʔΫ044։ൃ w --.ͷ։ൃ -P3"ͳͲͷ'JOFUVSOJOHؚΉ --.ɺͲ͜ΛɺͲ͜·Ͱʁ
--.ΞϓϦέʔγϣϯ։ൃ IUUQTHJUIVCDPNMBOHDIBJOBJSBHGSPNTDSBUDI ੈͷதͰ--. ΞϓϦ։ൃݚڀ ͕ਐΜͰ͓Γɺ 1ZUIPO4%,ʹ ࣮ݶΒͳ͍ ૉৼΓॏཁ
w ίϩφՒʹϦϞʔτ࠾༻ʹৼΓͬͨࡍͷ ॓ͷͻͱͭʮδϡχΞҭͰ͖Δͷʁʯ w δϡχΞΤϯδχΞͱͯ͠ظ͢Δ։࢝ Ҿ͖ଓ͖ʮ'#$ଔۀϨϕϧҎ্ʯΛظ w "*ͷਐาͰସ͞Ε͍ͯ͘Մೳੑͷ͋Δ δϡχΞΤϯδχΞ࠾༻͠ଓ͚Δͷʁ ࠾༻ҭͷযҠΓมΘΔ
:FT BOE:FT ୠ͠ɺݱ࣌ͰԿ͔۩ମతͳιϦϡʔγϣϯ͕͋ΔΘ͚Ͱͳ͍
5IF)JSJOH.VTU(P0O اۀʹͱͬͯɺ৽ ͨͳਓΛड͚ೖΕͳ ͍͜ͱɺ؇͔ʹ ਰୀ͍ͯ͘͜͠ͱΛ ࢦ͓ͯ͠Γɺδϡχ Ξͷ࠾༻ࣾձత ͱݟ၏͞Ε͏Δ IUUQTKQRVPSBDPN3VCZʹͱܾͬͯఆతʹΓͳ͍ͷԿͩͱࢥ͍·͔͢
IUUQTXXXPSFJMMZDPNSBEBSUIFFOEPGQSPHSBNNJOHBTXFLOPXJU IUUQTXPSMEIFZDPNEIIDPEJOHTIPVMECFBWJCFG ઌݟͮ͠Β͍ࣾձ ՝ ͱرͷޫ ύΠΦχΞͨͪͷ༧ݟئଟ͋Δݟղͷ૯͔͠Εͳ͍
w ݄$IBU(151MVT چ0QFO"*"1* (JU)VC$PQJMPU w ݄$IBU(155FBN w ݄0QFO"*"1* "OUISPQJD"1*
w ݄$VSTPS5FBNT $MBVEF.BY ࣄۀ෦Ͱͷಠࣗ"*༧ࢉ ظ·Ͱ $MJOFͱ$MBVEF$PEFར༻ΛίϛϡχςΟͰɺ$VSTPSར༻ΛࣄͰࣖʹ͢Δ 8JUIPVU1SBDUJDF /P&NFSHFODF
มԽΛָ͠Ή ͍·ͷ࣌
ϓϩηεπʔϧΑΓ ݸਓͱର
w ίϛϡχςΟͷਓୡͱͷԑத৺ʹࣄଓ͘ w ઌͷࣄੈքͷ୭Θ͔Βͳ͍͔Βͦ͜ɺ νϟϯε͋ΒΏΔॴʹ͋Δ w ྲྀߦʹྲྀ͞Εͣɺྲྀߦʹහײʹ w 91&OEୈষͱୈষ͕ॏཁ 4PDJBM$IBOHF4UBSUTXJUI:PV
w ϚϧνϞʔμϧ ྫ(15P ͱਪϞσϧ ྫP ͷϞσϧͷ͍͚ɺਪ͠Ϟσϧ w ҟͳΔ"*ΤσΟλͰग़དྷΔ͜ͱग़དྷͳ͍͜ͱ w $IBU(15ͷϝϞϦʔػೳͳͲͷ5JQT
w ϓϩδΣΫτඇґଘͷγεςϜϓϩϯϓτ ܦݧࣝࢿ࢈ͷڞ༗ΛਐΊΔ
w 4MBDLͷMMNDMVCνϟϯωϧͷϋυϧ։࠵ w ຖि༵ ୈ༵ w มԽͷ͍--.पลٕज़ʹ͍ͭͯͷ w αΠϩԽʹର߅͢Δνϟϯεʹଊ͑Δͱؾָ
େنݴޠϞσϧ --. ݚڀ෦ IUUQTNBHB[JOFSVCZJTUOFUBSUJDMFT'PMMPX6Q,JSJTIJNB3VCZIUNM
w --.͍ΘΏΔϗϫΠτΧϥʔͷ࿑ಇऀ શମʹӨڹ͠͏ΔήʔϜνΣϯδϟʔ w ʮιϑτΣΞɺਓ͕ਓͷͨΊʹ࡞Δ ͷɻ͜ͷҰΛ֎ͨ͠ॠؒʹɺతҙຯ Λࣦͬͯ͠·͏ͱߟ͍͑ͯΔɻʯ ମ࿑ಇɺత࿑ಇɺײ࿑ಇ IUUQTSVCZLBJHJPSH-PH-5IUNM
#llm-club IUUQTNBHB[JOFSVCZJTUOFUBSUJDMFT'PMMPX6Q,JSJTIJNB3VCZIUNM
w ӥి-5ʹ!KVOLͱࢲ͕-5Ͱं༧ఆ ं์ૹϚΠΫͰͷొஃ w εΫϑΣεେࡕʹࢲ͕ొஃ ·ͩ࣌ؒ͋Γ·͢Ͷʁ