昨日の記事の続きだが、漢文生成モデルXunziALLMにはXunzi-Qwen1.5-4B・7B・14Bも公表されているので、それぞれFew-Shot Promptingによる漢文(古典中国語)品詞付与を試してみることにした。

#! /usr/bin/python3
# pip3 install transformers accelerate
model="Xunzi-Qwen1.5-4B"
import os
os.system(f"test -d {model} || git clone --depth=1 https://www.modelscope.cn/Xunzillm4cc/{model}.git")
class TextUPOSList(list):
  __str__=lambda self:"\n".join("###text:"+"".join(t for t,u in s)+"\n###UPOS:"+"|".join(t+"_"+u for t,u in s) for s in self)+"\n"
ex=TextUPOSList()
ex.append([("子","NOUN"),("曰","VERB"),("里","VERB"),("仁","NOUN"),("為","AUX"),("美","NOUN"),("擇","VERB"),("不","ADV"),("處","VERB"),("仁","NOUN"),("焉","ADV"),("得","AUX"),("知","VERB")])
ex.append([("子","NOUN"),("曰","VERB"),("不","ADV"),("仁","VERB"),("者","PART"),("不","ADV"),("可","AUX"),("以","VERB"),("久","VERB"),("處","VERB"),("約","NOUN"),("不","ADV"),("可","AUX"),("以","VERB"),("長","VERB"),("處","VERB"),("樂","NOUN"),("仁","VERB"),("者","PART"),("安","VERB"),("仁","VERB"),("知","VERB"),("者","PART"),("利","VERB"),("仁","VERB")])
ex.append([("子","NOUN"),("曰","VERB"),("唯","ADV"),("仁","VERB"),("者","PART"),("能","AUX"),("好","VERB"),("人","NOUN"),("能","AUX"),("惡","VERB"),("人","NOUN")])
ex.append([("子","NOUN"),("曰","VERB"),("苟","ADV"),("志","VERB"),("於","ADP"),("仁","NOUN"),("矣","PART"),("無","ADV"),("惡","VERB"),("也","PART")])
ex.append([("子","NOUN"),("曰","VERB"),("富","VERB"),("與","ADP"),("貴","VERB"),("是","PRON"),("人","NOUN"),("之","SCONJ"),("所","PART"),("欲","VERB"),("也","PART"),("不","ADV"),("以","VERB"),("其","PRON"),("道","NOUN"),("得","VERB"),("之","PRON"),("不","ADV"),("處","VERB"),("也","PART"),("貧","VERB"),("與","ADP"),("賤","VERB"),("是","PRON"),("人","NOUN"),("之","SCONJ"),("所","PART"),("惡","VERB"),("也","PART"),("不","ADV"),("以","VERB"),("其","PRON"),("道","NOUN"),("得","VERB"),("之","PRON"),("不","ADV"),("去","VERB"),("也","PART"),("君子","NOUN"),("去","VERB"),("仁","VERB"),("惡","ADV"),("乎","PART"),("成","VERB"),("名","NOUN"),("君子","NOUN"),("無","VERB"),("終","VERB"),("食","NOUN"),("之","SCONJ"),("間","NOUN"),("違","VERB"),("仁","VERB"),("造","VERB"),("次","NOUN"),("必","ADV"),("於","VERB"),("是","PRON"),("顛","ADV"),("沛","VERB"),("必","ADV"),("於","VERB"),("是","PRON")])
ex.append([("子","NOUN"),("曰","VERB"),("我","PRON"),("未","ADV"),("見","VERB"),("好","VERB"),("仁","VERB"),("者","PART"),("惡","VERB"),("不","ADV"),("仁","VERB"),("者","PART"),("好","VERB"),("仁","VERB"),("者","PART"),("無","ADV"),("以","ADV"),("尚","VERB"),("之","PRON"),("惡","VERB"),("不","ADV"),("仁","VERB"),("者","PART"),("其","PRON"),("為","VERB"),("仁","NOUN"),("矣","PART"),("不","ADV"),("使","VERB"),("不","ADV"),("仁","VERB"),("者","PART"),("加","VERB"),("乎","ADP"),("其","PRON"),("身","NOUN"),("有","VERB"),("能","AUX"),("一","NUM"),("日","NOUN"),("用","VERB"),("其","PRON"),("力","NOUN"),("於","ADP"),("仁","NOUN"),("矣","PART"),("乎","PART"),("我","PRON"),("未","ADV"),("見","VERB"),("力","NOUN"),("不","ADV"),("足","VERB"),("者","PART"),("蓋","PART"),("有","VERB"),("之","PRON"),("矣","PART"),("我","PRON"),("未","ADV"),("之","PRON"),("見","VERB"),("也","PART")])
ex.append([("子","NOUN"),("曰","VERB"),("人","NOUN"),("之","SCONJ"),("過","VERB"),("也","PART"),("各","ADV"),("於","VERB"),("其","PRON"),("黨","NOUN"),("觀","VERB"),("過","NOUN"),("斯","ADV"),("知","VERB"),("人","NOUN"),("矣","PART")])
ex.append([("子","NOUN"),("曰","VERB"),("朝","NOUN"),("聞","VERB"),("道","NOUN"),("夕","NOUN"),("死","VERB"),("可","VERB"),("矣","PART")])
ex.append([("子","NOUN"),("曰","VERB"),("士","NOUN"),("志","VERB"),("於","ADP"),("道","NOUN"),("而","CCONJ"),("恥","VERB"),("惡","NOUN"),("衣","NOUN"),("惡","NOUN"),("食","NOUN"),("者","PART"),("未","ADV"),("足","AUX"),("與","ADV"),("議","VERB"),("也","PART")])
ex.append([("子","NOUN"),("曰","VERB"),("君子","NOUN"),("之","SCONJ"),("於","VERB"),("天","NOUN"),("下","NOUN"),("也","PART"),("無","VERB"),("適","VERB"),("也","PART"),("無","VERB"),("莫","ADV"),("也","PART"),("義","NOUN"),("之","PRON"),("與","ADP"),("比","VERB")])
ex.append([("子","NOUN"),("曰","VERB"),("君子","NOUN"),("懷","VERB"),("德","NOUN"),("小","VERB"),("人","NOUN"),("懷","VERB"),("土","NOUN"),("君子","NOUN"),("懷","VERB"),("刑","NOUN"),("小","VERB"),("人","NOUN"),("懷","VERB"),("惠","NOUN")])
ex.append([("子","NOUN"),("曰","VERB"),("放","VERB"),("於","ADP"),("利","NOUN"),("而","CCONJ"),("行","VERB"),("多","VERB"),("怨","NOUN")])
ex.append([("子","NOUN"),("曰","VERB"),("能","AUX"),("以","VERB"),("禮","VERB"),("讓","VERB"),("為","VERB"),("國","NOUN"),("於","ADP"),("從","VERB"),("政","NOUN"),("乎","PART"),("何","PRON"),("有","VERB"),("不","ADV"),("能","AUX"),("以","VERB"),("禮","VERB"),("讓","VERB"),("為","VERB"),("國","NOUN"),("如","VERB"),("禮","NOUN"),("何","PRON")])
from transformers import pipeline
tgn=pipeline("text-generation",model,max_new_tokens=128)
nlp=lambda t:"\n".join(tgn(str(ex)+f"###text:{t}\n###UPOS:")[0]["generated_text"].split("\n")[len(ex)*2:len(ex)*2+2])
print(nlp("子曰不患無位患所以立不患莫己知求為可知也"))

3行目のmodelを変更しつつ、Xunzi-Qwen1.5-4B・7B・14Bで品詞付与を試してみよう。

model="Xunzi-Qwen1.5-4B"

###text:子曰不患無位患所以立不患莫己知求為可知也
###UPOS:子_NOUN|曰_VERB|不_CONJ|患_VERB|無位_NOUN|患_VERB|所以_AUX|立_VERB|不_CONJ|患_VERB|莫_CONJ|己知_NOUN|求為_VERB|可_AUX|知_NOUN|也_PART#text:子曰不逆詐不億不信抑亦先覺者是賢乎哉不逆詐不億不信抑亦先覺者是似而已矣非真知也子曰囘也非助我者也於吾言無所不説助我者也不知其

model="Xunzi-Qwen1.5-7B"

###text:子曰不患無位患所以立不患莫己知求為可知也
###UPOS:子_NOUN|曰_VERB|不_ADV|患_VERB|無_ADV|位_NOUN|患_VERB|所_PRON|以_AUX|立_VERB|不_ADV|患_VERB|莫_AUX|己_PRON|知_VERB|求_AUX|為_VERB|可_AUX|知_VERB|也_PART|##text:子曰人無逺慮必有近憂君子安其身而後動易其心而後語定其交而後求君子修此三者故全也危以動則民不與也懼以語則民

model="Xunzi-Qwen1.5-14B"

###text:子曰不患無位患所以立不患莫己知求為可知也
###UPOS:子_NOUN|曰_VERB|不_ADV|患_AUX|無_ADV|位_NOUN|患_AUX|所_PRON|以_AUX|立_VERB|不_ADV|患_AUX|莫_AUX|己_PRON|知_VERB|求_VERB|為_AUX|可_VERB|知_NOUN|也_PART

残念ながら4Bと7Bは、そもそもFew-Shot Promptingがうまくいっていない。一方14Bは「患_VERB」も「為_VERB」も読めておらず、こちらも品詞付与がうまくいっていない。うーむ、Xunzi-Qwen1.5では、漢文は読めないのかなぁ。