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ػցֶशϞσϧ։ൃͱ σʔληοτ؅ཧͰͷ ($1׆༻ ($16(JO/BSB ͗͢ΌʔΜ !TVHZBO

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͸͡Ί·ͯ͠

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4FMG*OUSPEVDUJPO w ͗͢ΌʔΜ JETVHZBO w IUUQTNFNPTVHZBODPN w ʙژ౎ࡏॅ8FCΤϯδχΞ w झຯ w ʙΞΠυϧ w ʙকع w ʙࣗ࡞ΩʔϘʔυ

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"HFOEB w औΓ૊Έͷ঺հ w ը૾෼ྨͷͨΊͷσʔληοτʹ͍ͭͯ w ($1ͷ׆༻

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΍͍ͬͯΔ͜ͱ

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*EPM'BDF3FDPHOJUJPO w ʙ w ΞΠυϧͷإը૾͔Βਓ෺Λࣝผ w ೖྗ͸YͷΧϥʔը૾ w ग़ྗ͸ʮ୭Ͱ͋Δ͔ʯΛࣔ͢ϥϕϧ w ෼ྨର৅͸࣌఺Ͱਓڧ

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4IPHJ*NBHF3FDPHOJUJPO w ʙ w কعͷۨը૾Λ෼ྨ͢Δ w ೖྗ͸YͷΧϥʔը૾ w ෼ྨର৅͸DMBTTFT ݻఆ w ઌखޙखͦΕͧΕछɺ͋ͱۭന

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ը૾෼ྨʹඞཁͳ΋ͷ

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σʔληοτ

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%BUB4FU w ೖྗ͢Δʮը૾ʯͱରԠ͢ΔʮϥϕϧʯͷϖΞ w ʮڭࢣσʔλʯͱݺ͹ΕΔ w DMBTT͋ͨΓ਺ඦʙ਺ສ఺ w ग़དྷΔݶΓଟ͘ཉ͍͠ w ͱʹ͔͘͜Ε͕ແ͍ͱԿ΋ग़དྷͳ͍

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5PNBLF%BUB4FU w ͱʹ͔͘ͻͨ͢Βը૾ΛूΊΔ w ͱʹ͔͘ͻͨ͢ΒϥϕϧΛ෇͚Δ w ΍Δ͔͠ͳ͍

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5PNBLF%BUB4FU w Ͳ͏΍ͬͯը૾ΛूΊΔʁ w Ͳ͜ʹͲ͏͍͏ܗͰอଘ͢Δʁ w Ͳ͏΍ͬͯϥϕϧΛ෇͚Δʁ w ֤ϑΥϧμʹৼΓ෼͚Δʁ͚ͩͰ͍͍ͷʁ w ࣮ࡍͷֶश࣌ʹͲ͏΍ͬͯ࢖͏ʁ

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8FCΞϓϦ

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.BOBHFNFOU8FC"QQ w ϩʔΧϧ؀ڥʹσʔλΛ࣋ͭඞཁ͕ͳ͍ w ෳ਺ਓͰͷฒߦ࡞ۀ͕Ͱ͖Δ w ϒϥ΢β͑͋͞Ε͹୭Ͱ΋ w 6*ΛΧελϚΠζͰ͖Δ w ݁ՌͷҰཡ w "OOPUBUJPOπʔϧ

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%&.0 https://shogi-dataset.appspot.com/

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(PPHMF"QQ&OHJOF w ແྉͰ8FCΞϓϦΛ࡞੒Ͱ͖Δ w (PPHMF$MPVE্ʹσʔλอ࣋ w ը૾σʔλ͸$MPVE4UPSBHF w ϝλ৘ใ͸$MPVE%BUBTUPSF

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$MPVE4UPSBHF w 0CKFDUTUPSBHF w ऩूͨ͠ը૾͸͢΂ͯ͜͜ʹVQMPBE

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$MPVE%BUBTUPSF w /P42-TDIFNBMFTTEBUBCBTF w ߴ଎ɺ༏ΕͨεέʔϥϏϦςΟ w ֤ը૾ͷ63- ϥϕϧ৘ใΛอଘ w ϥϕϧʹJOEFYΛ͚ͭΕ͹ߜΓࠐΜͰҰཡͰ͖Δ w ը૾ͷNEͳͲΛ&OUJUZ,FZʹ͢Δ͜ͱͰॏෳΛ๷͛Δ w ݅਺DPVOUͳͲ͸USBOTBDUJPOͰߋ৽

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"QQ&OHJOF(P 4UBOEBSE&OWJSPONFOU w ЌϦϦʔε w ैདྷͷ"QQ&OHJOF؀ڥͷ੍ݶ͔Β୤٫ w ΑΓී௨ͷ8FCΞϓϦͷߏ੒Ͱ࡞ΕΔ w ٯʹ࢖͑ͳ͘ͳΔ("&"1*΋ w ݩʑҎલͷ؀ڥͰ࡞͍ͬͯΔͱҠߦ͸େม͔΋

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σʔληοτར༻๏

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UGSFDPSEpMF w 5FOTPS'MPX༻ͷόΠφϦϑΥʔϚοτ w ϑΝΠϧʹଟ਺ͷߏ଄ԽσʔλΛ·ͱΊΒΕΔ w "1*ܦ༝Ͱμ΢ϯϩʔυม׵Ͱ࡞ΕΔ w (PͳΒฒߦॲཧͰޮ཰తͰૣ͘

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$MPVE.-&OHJOF w Ϋϥ΢υ্ͰϞσϧͷτϨʔχϯά w $16 (16 516Λαϙʔτ w $MPVE4UPSBHF্ͷσʔλΛݩʹֶश w σʔληοτ͑͋͞Ε͹͜͜ͰֶशΛճͤΔ

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%&.0

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·ͱΊ w ػցֶशͰը૾෼ྨ͢ΔͨΊͷσʔληοτ w 8FCΞϓϦͰ؅ཧͰ͖Δͱศར w ($1Ͱ͍͍ͩͨ׬݁Ͱ͖Δ w "QQ&OHJOF %BUBTUPSF .-&OHJOF FUD

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5IBOLZPV