锟斤拷锟斤拷位锟矫ｏ拷锟斤拷页 > 锟斤拷锟斤拷锟教筹拷 > 锟教筹拷 > 锟斤拷锟斤拷LLMs锟侥★拷思锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷Chain-of-Thought(CoT) 锟斤拷锟斤拷锟狡讹拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟铰凤拷展
锟斤拷锟斤拷LLMs锟侥★拷思锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷Chain-of-Thought(CoT) 锟斤拷锟斤拷锟狡讹拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟铰凤拷展 1.锟斤拷锟� Chain-of-Thought(CoT)锟斤拷一锟街改斤拷锟斤拷Prompt锟斤拷锟斤拷锟斤拷目锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷模锟斤拷LLMs锟节革拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟较的憋拷锟街ｏ拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷arithmetic reasoning锟斤拷锟斤拷锟斤拷识锟斤拷锟斤拷锟斤拷co
Chain-of-Thought(CoT)锟斤拷一锟街改斤拷锟斤拷Prompt锟斤拷锟斤拷锟斤拷目锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷模锟斤拷LLMs锟节革拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟较的憋拷锟街ｏ拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷arithmetic reasoning锟斤拷锟斤拷锟斤拷识锟斤拷锟斤拷锟斤拷commonsense reasoning锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷symbolic reasoning锟斤拷锟斤拷
锟斤拷源
锟斤拷CoT锟斤拷锟斤拷锟侥革拷锟斤拷锟斤拷锟斤拷Google锟斤拷锟斤拷锟侥★拷Chain-of-Thought Prompting Elicits Reasoning in Large Language Models锟斤拷锟叫憋拷锟阶达拷锟斤拷锟斤拷锟�
锟斤拷状
锟斤拷锟斤拷锟脚达拷锟斤拷锟斤拷模锟酵ｏ拷LLM锟斤拷锟侥凤拷展锟斤拷CoT锟斤拷锟斤拷锟窖筹拷为锟斤拷锟絃LM锟节革拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟杰碉拷锟斤拷要锟街段★拷通锟斤拷锟截讹拷锟斤拷锟斤拷示锟斤拷prompt锟斤拷锟斤拷训锟斤拷锟斤拷锟皆ｏ拷锟斤拷锟斤拷锟斤拷锟斤拷模锟斤拷锟斤拷锟斤拷锟斤拷细锟斤拷锟斤拷锟斤拷锟斤拷锟教ｏ拷锟接讹拷锟斤拷锟侥ｏ拷偷锟阶既凤拷院涂山锟斤拷锟斤拷浴锟�
锟斤拷锟斤拷
锟斤拷CoT锟斤拷锟斤拷指锟斤拷锟斤拷一锟斤拷锟斤拷锟斤拷锟斤拷锟教ｏ拷锟斤拷锟斤拷模锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟秸达拷之前锟斤拷锟斤拷锟斤拷锟狡碉拷锟斤拷一系锟叫碉拷锟叫间步锟斤拷锟斤拷锟侥匡拷辍ｏ拷锟叫╋拷屑洳斤拷韫癸拷锟斤拷锟揭伙拷锟斤拷锟剿嘉拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟侥ｏ拷偷玫锟斤拷锟饺凤拷慕锟斤拷锟斤拷
锟斤拷锟斤拷思锟斤拷
锟斤拷模锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷蹋锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷诮锟斤拷锟斤拷锟斤拷时锟斤拷锟斤拷直锟接得筹拷锟金案ｏ拷锟斤拷锟斤拷通锟斤拷一系锟叫碉拷思锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟借。
锟截碉拷锟斤拷锟斤拷锟斤拷
锟斤拷展锟斤拷锟斤拷锟皆讹拷思维锟斤拷锟斤拷Auto-CoT锟斤拷
锟斤拷锟斤拷锟斤拷一锟街革拷锟竭硷拷锟斤拷锟紺oT锟斤拷锟斤拷锟斤拷通锟斤拷锟津单碉拷锟斤拷示锟斤拷锟斤拷使模锟斤拷锟斤拷锟斤拷思锟斤拷锟斤拷锟皆讹拷展示锟斤拷锟斤拷锟矫凤拷锟教碉拷锟解方锟教碉拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟教★拷锟斤拷锟街硷拷锟斤拷锟斤拷锟斤拷锟节憋拷证每锟斤拷思维锟斤拷锟斤拷确锟皆碉拷同时锟斤拷实锟街革拷锟斤拷锟斤拷锟斤拷锟绞撅拷锟斤拷锟狡★拷
思路
ICL锟斤拷思路锟斤拷锟斤拷锟铰诧拷锟斤拷锟斤拷锟斤拷锟叫硷拷锟斤拷示锟斤拷锟斤拷demonstration锟斤拷锟斤拷锟截癸拷prompt锟斤拷锟斤拷ICL锟斤拷In-Context Learning锟斤拷锟斤拷锟斤拷锟斤拷同锟斤拷CoT锟斤拷每锟斤拷demonstration锟斤拷锟斤拷使锟斤拷锟叫硷拷锟斤拷锟斤拷锟斤拷锟教ｏ拷intermediate reasoning steps锟斤拷锟斤拷锟斤拷锟铰癸拷锟斤拷demonstration锟斤拷使模锟斤拷锟节讹拷锟斤拷锟斤拷锟斤拷预锟斤拷时锟斤拷锟斤拷锟斤拷锟斤拷锟叫硷拷锟斤拷锟斤拷锟斤拷思维锟斤拷锟斤拷锟斤拷锟斤拷锟缴斤拷锟斤拷锟侥匡拷锟斤拷锟斤拷锟斤拷锟絃LM锟斤拷锟斤拷锟斤拷锟斤拷锟叫的憋拷锟街★拷
一锟斤拷锟斤拷说CoT锟斤拷锟轿拷锟斤拷郑锟斤拷锟斤拷锟斤拷斯锟绞撅拷锟斤拷锟阶拷锟紽ew-shot CoT锟斤拷锟斤拷锟剿癸拷示锟斤拷锟斤拷注锟斤拷Zero-shot CoT锟斤拷锟斤拷锟芥将锟斤拷一锟斤拷锟杰★拷
锟斤拷锟斤拷锟斤拷锟絀CL锟侥诧拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟绞疚�$
锟斤拷锟斤拷知锟斤拷锟剿硷拷锟斤拷CoT锟斤拷示锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷LLM锟侥憋拷锟街★拷锟斤拷么锟斤拷锟斤拷应锟斤拷锟斤拷喂锟斤拷锟斤拷使锟斤拷CoT锟斤拷
锟斤拷Self-Consistency Improves Chain of Thought Reasoning in Language Models锟斤拷
锟斤拷锟侥伙拷锟斤拷一锟斤拷思锟诫：一锟斤拷锟斤拷锟接碉拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷卸锟斤拷锟斤拷锟斤拷锟铰凤拷锟斤拷锟斤拷锟斤拷锟斤拷锟剿悸凤拷锟斤拷锟斤拷锟斤拷斩锟斤拷芄锟斤拷玫锟斤拷锟饺凤拷拇鸢浮锟斤拷锟絊elf-Consistency锟节斤拷锟斤拷锟斤拷锟斤拷校锟斤拷锟斤拷锟斤拷锟絞reedy decoding锟侥诧拷锟皆ｏ拷锟斤拷锟斤拷使锟矫诧拷锟斤拷锟侥凤拷式锟斤拷选锟斤拷锟斤拷锟缴诧拷同锟斤拷锟斤拷锟斤拷路锟斤拷锟斤拷每锟斤拷路锟斤拷锟斤拷应一锟斤拷锟斤拷锟秸答案★拷
锟斤拷锟斤拷锟斤拷锟斤拷为锟斤拷
实锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟酵伙拷锟斤拷锟斤拷锟斤拷筛锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟皆癸拷投票锟斤拷锟斤拷锟斤拷取锟矫革拷锟矫碉拷效锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟姐够锟斤拷时锟斤拷锟斤拷锟街凤拷锟斤拷效锟斤拷锟杰癸拷胜锟斤拷使锟斤拷greedy decoding锟斤拷CoT锟斤拷锟斤拷锟斤拷
锟斤拷On the advance of making language models better reasoners锟斤拷
锟斤拷锟斤拷锟斤拷Self-Consistency锟侥伙拷锟斤拷锟较ｏ拷锟斤拷一锟斤拷锟斤拷锟斤拷锟脚伙拷锟斤拷
实锟斤拷锟斤拷锟斤拷示锟斤拷锟斤拷锟斤拷锟侥的凤拷锟斤拷锟斤拷曰锟斤拷锟紾reedy Decode锟斤拷Self-Consistency锟杰得碉拷锟斤拷锟脚碉拷效锟斤拷锟斤拷
锟斤拷Complexity-based prompting for multi-step reasoning锟斤拷
锟斤拷锟斤拷锟矫达拷锟斤拷选锟斤拷CoT锟斤拷锟津单碉拷CoT示锟斤拷锟酵革拷锟接碉拷CoT示锟斤拷锟斤拷锟斤拷锟铰碉拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷岵伙拷锟斤拷锟斤拷影锟届？锟斤拷锟斤拷Yes锟斤拷
锟斤拷锟斤拷探锟斤拷锟斤拷一锟斤拷锟斤拷锟解，锟节帮拷锟斤拷锟斤拷锟斤拷锟斤拷路锟斤拷锟斤拷demonstrations锟酵革拷锟斤拷锟斤拷锟斤拷路锟斤拷锟斤拷demonstrations锟铰ｏ拷锟侥革拷效锟斤拷锟斤拷锟斤拷纸虾茫锟斤拷锟斤拷锟斤拷锟侥简单和革拷锟斤拷锟斤拷指 锟斤拷锟斤拷锟斤拷/锟斤拷锟斤拷锟斤拷锟斤拷某锟斤拷龋锟�
锟斤拷锟斤拷锟侥继筹拷锟斤拷Self-Consistency锟斤拷思锟诫，锟斤拷锟藉方锟斤拷锟斤拷
实锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟侥的凤拷锟斤拷效锟斤拷锟斤拷锟斤拷锟斤拷锟铰凤拷锟斤拷锟斤拷 (1)锟剿癸拷锟斤拷锟斤拷Cot锟斤拷(2)random Cot锟斤拷(2)Complex CoT锟斤拷锟斤拷锟捷硷拷锟斤拷锟筋长锟侥讹拷锟剿嘉拷锟斤拷锟轿猟emonstrations锟斤拷锟斤拷
锟斤拷Automatic chain of thought prompting in large language models锟斤拷
锟斤拷锟斤拷锟结到锟侥凤拷锟斤拷锟角伙拷锟斤拷锟剿癸拷锟斤拷锟斤拷CoT锟斤拷锟斤拷锟斤拷锟斤拷锟杰凤拷锟斤拷模锟斤拷锟皆硷拷锟斤拷锟斤拷锟斤拷CoT锟斤拷锟斤拷锟斤拷锟侥撅拷锟结供锟斤拷锟斤拷锟斤拷一锟斤拷锟皆讹拷锟斤拷锟斤拷CoT锟斤拷思路锟斤拷
锟斤拷锟斤拷锟斤拷锟结到锟斤拷Manual-CoT锟斤拷锟斤拷锟皆碉拷同锟斤拷Few-shot CoT锟斤拷锟斤拷锟解。
锟斤拷锟斤拷Zero-Shot-CoT锟斤拷锟斤拷锟斤拷锟节诧拷锟饺讹拷锟皆ｏ拷锟斤拷Manual-CoT锟斤拷锟斤拷锟斤拷要锟斤拷锟斤拷锟剿癸拷锟缴憋拷投锟诫。锟斤拷锟斤拷锟斤拷锟斤拷锟揭伙拷只锟斤拷锟紸uto-CoT锟侥凤拷锟斤拷锟斤拷锟皆讹拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟剿碉拷锟斤拷锟斤拷锟�(demonstrations)锟斤拷
锟斤拷锟斤拷锟斤拷锟教凤拷锟斤拷锟斤拷锟斤拷锟阶段ｏ拷
1.question cluster: 目锟斤拷锟角斤拷锟斤拷锟捷硷拷锟叫碉拷question锟斤拷锟街碉拷锟斤拷同锟斤拷锟叫★拷
2.demostration sampling: 目锟斤拷锟角达拷每锟斤拷锟斤拷锟斤拷选取一锟斤拷锟斤拷锟斤拷锟皆碉拷question锟斤拷锟斤拷锟斤拷LLMs锟斤拷使锟斤拷Zero-Shot-CoT锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷
锟斤拷锟斤拷每一锟斤拷锟斤拷$i$锟斤拷锟矫恳伙拷锟斤拷锟斤拷锟�$q {(i)}_j$锟斤拷使锟斤拷Zero-Shot-CoT锟侥凤拷锟斤拷锟斤拷锟斤拷$[Q:q _j,A:[P]]$锟斤拷锟斤拷锟斤拷$[P]$锟斤拷示"Let's think step by step"锟斤拷锟斤拷锟诫到LLMs锟斤拷LLMs锟斤拷锟缴革拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟�$r {(i)}_j$锟酵达拷$a _j$锟斤拷
锟斤拷锟斤拷锟斤拷$q {(i)}_j$锟斤拷锟斤拷锟斤拷60锟斤拷tokens锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷$r _j$锟斤拷锟斤拷锟斤拷5锟斤拷锟斤拷锟斤拷锟斤拷锟借，锟斤拷锟斤拷锟斤拷+锟斤拷锟斤拷锟斤拷+锟金案ｏ拷锟斤拷锟诫到demostrations锟叫憋拷锟斤拷:$[Q:q {(i)}_j,A:r _j锟斤拷a^{(i)}_j]$锟斤拷
锟斤拷锟斤拷锟斤拷锟斤拷锟叫簇ｏ拷锟斤拷锟矫碉拷k锟斤拷demostrations锟斤拷锟斤拷锟斤拷拼锟斤拷锟较诧拷锟斤拷question锟斤拷锟斤拷锟斤拷锟斤拷碌锟絇rompt锟斤拷锟斤拷锟斤拷LLMs锟斤拷傻玫锟斤拷锟斤拷山锟斤拷锟斤拷
值锟斤拷一锟斤拷锟斤拷牵锟紸uto-CoT锟节讹拷锟斤拷锟皆达拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟捷硷拷锟较ｏ拷效锟斤拷锟斤拷Manual-CoT锟洁当锟斤拷锟斤拷锟斤拷某些锟斤拷锟斤拷锟斤拷值酶锟斤拷谩锟�
锟斤拷Chain of thought prompting elicits reasoning in large language models锟斤拷
锟斤拷锟斤拷CoT锟斤拷ICL锟斤拷一锟斤拷锟斤拷锟斤拷锟斤拷式锟斤拷锟斤拷锟斤拷锟斤拷ICL锟斤拷锟斤拷锟斤拷同锟斤拷锟角ｏ拷CoT锟斤拷demonstrations锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷虏锟斤拷锟斤拷锟斤拷锟斤拷械锟斤拷锟斤拷山锟斤拷影锟斤拷锟叫★拷锟斤拷锟斤拷亩锟絛emonstrations锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟节讹拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟较斤拷锟斤拷锟斤拷小锟斤拷2%锟斤拷锟斤拷锟杰变化锟斤拷锟斤拷demonstrations顺锟斤拷锟絀CL影锟斤拷洗锟�
COT锟斤拷Chain-of-Thought锟斤拷锟斤拷锟斤拷强锟斤拷锟斤拷锟斤拷要锟斤拷锟斤拷锟斤拷锟铰硷拷锟街ｏ拷
锟斤拷锟斤拷锟街わ拷锟较革拷锟斤拷锟�
锟斤拷锟斤拷纸猓�
锟斤拷锟斤拷锟解部知识锟斤拷
投票锟斤拷锟斤拷
锟斤拷锟叫э拷剩锟�
偏锟斤拷锟斤拷强一锟斤拷锟斤拷训锟斤拷锟斤拷BCT锟斤拷锟斤拷
Zero-shot-COT锟斤拷
锟斤拷Few-shot CoT锟斤拷同锟斤拷Zero-shot CoT锟斤拷锟斤拷锟斤拷要锟斤拷为锟斤拷锟斤拷demonstrations锟斤拷只锟斤拷要锟斤拷prompt锟叫硷拷锟斤拷一锟斤拷锟截讹拷锟斤拷指锟筋，锟斤拷锟斤拷锟斤拷锟斤拷LLMs锟斤拷思维锟斤拷锟侥凤拷式锟斤拷锟缴斤拷锟斤拷锟�
锟斤拷然锟斤拷锟街诧拷锟斤拷要锟剿癸拷锟斤拷锟斤拷demonstrations锟侥凤拷式锟斤拷效锟斤拷锟斤拷锟紽ew-shot CoT锟斤拷锟斤拷锟斤拷锟轿拷锟揭伙拷锟姐。锟斤拷锟斤拷锟斤拷锟絑ero-shot锟斤拷Few-shot锟侥凤拷锟斤拷锟斤拷锟皆ｏ拷Zero-shot CoT锟节革拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷却锟杰达拷锟斤拷锟睫达拷锟叫э拷锟斤拷锟斤拷锟斤拷锟�
锟斤拷Large language models are zero-shot reasoners锟斤拷
锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟絑ero-shot CoT锟侥凤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟教帮拷锟斤拷锟斤拷锟斤拷锟街ｏ拷
值锟斤拷一锟斤拷锟斤拷牵锟斤拷锟斤拷锟酵憋拷锟斤拷锟斤拷耍锟斤拷锟侥ｏ拷锟絃LM锟斤拷锟皆斤拷锟皆斤拷螅锟斤拷锟绞癸拷锟絑ero-shot锟侥斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷娌伙拷螅锟斤拷嵌锟绞癸拷锟絑ero-shot CoT锟侥斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟较达拷
锟斤拷Scaling Instruction-Finetuned Language Models锟斤拷
锟斤拷然锟斤拷锟斤拷一篇锟斤拷锟斤拷锟叫ｏ拷锟窖撅拷锟斤拷锟斤拷锟斤拷LLM锟斤拷锟斤拷Zero-shot CoT锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷榷锟絃LM锟斤拷锟叫伙拷锟斤拷CoT锟斤拷instruction tuning锟斤拷锟斤拷模锟斤拷使锟斤拷Zero-shot CoT锟斤拷式锟节讹拷unseen锟斤拷锟斤拷锟斤拷锟斤拷预锟斤拷时锟斤拷效锟斤拷锟结不锟斤拷锟斤拷茫锟斤拷锟斤拷锟斤拷母锟斤拷锟斤拷丝隙锟斤拷拇鸢浮锟�
锟斤拷锟斤拷探锟斤拷锟斤拷锟斤拷锟铰匡拷锟斤拷影锟斤拷LLM锟斤拷unseen task锟较憋拷锟街碉拷锟斤拷锟截ｏ拷
锟斤拷锟斤拷微锟斤拷锟斤拷锟捷硷拷锟斤拷锟斤拷锟斤拷1836锟斤拷指锟斤拷锟斤拷锟斤拷473锟斤拷锟斤拷锟捷硷拷锟斤拷146锟斤拷锟斤拷锟斤拷锟斤拷锟酵癸拷锟缴ｏ拷锟斤拷锟捷硷拷锟叫帮拷锟斤拷锟斤拷9锟斤拷锟剿癸拷锟斤拷注锟斤拷CoT锟斤拷锟捷硷拷锟斤拷同时锟斤拷锟斤拷一锟斤拷没锟斤拷锟街癸拷锟斤拷held-out锟斤拷锟捷硷拷锟斤拷为模锟斤拷锟斤拷锟斤拷锟斤拷锟捷硷拷锟斤拷
使锟矫碉拷模锟斤拷锟斤拷PaLM锟斤拷锟斤拷锟斤拷锟斤拷instruction tuning锟斤拷模锟酵ｏ拷锟斤拷为FlanPaLM锟斤拷Finetuned Language PaLM锟斤拷锟斤拷
锟矫碉拷锟斤拷锟斤拷锟铰斤拷锟桔ｏ拷
锟斤拷锟节达拷模锟斤拷LLM涌锟街碉拷CoT锟斤拷锟斤拷锟斤拷业锟斤拷目前锟侥癸拷识锟角ｏ拷锟斤拷模锟酵诧拷锟斤拷锟斤拷锟斤拷100B锟斤拷锟节革拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷使锟斤拷CoT锟斤拷锟杰达拷锟斤拷锟斤拷锟斤拷模锟斤拷锟斤拷锟侥ｏ拷锟叫★拷锟斤拷锟斤拷锟竭寸，CoT锟斤拷锟斤拷锟斤拷锟斤拷锟叫э拷锟斤拷锟斤拷妗�
锟斤拷锟角碉拷锟斤拷Pretrain+Fine-tuning时锟斤拷锟铰ｏ拷锟斤拷锟节革拷锟斤拷锟斤拷学锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷MultiArith锟斤拷GSM8K锟铰ｏ拷效锟斤拷锟斤拷锟角诧拷太锟斤拷锟诫，锟斤拷锟教短硷拷锟斤拷时锟戒，LLM+CoT锟斤拷模式锟窖撅拷锟斤拷锟斤拷锟斤拷锟斤拷烁锟斤拷锟斤拷锟侥斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟絃LM锟侥硷拷锟斤拷锟斤拷展锟斤拷未锟斤拷锟截讹拷锟结发锟街革拷锟斤拷LLM锟斤拷锟截碉拷锟斤拷锟斤拷锟斤拷使锟矫凤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷目锟皆达拷锟斤拷
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Large language models are zero-shot reasoners
Scaling Instruction-Finetuned Language Models
Self-Consistency Improves Chain of Thought Reasoning in Language Models
On the advance of making language models better reasoners
Chain of thought prompting elicits reasoning in large language models
Complexity-based prompting for multi-step reasoning
Chain of thought prompting elicits reasoning in large language models
锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟阶拷锟斤拷牛锟酵∝硷拷斯锟斤拷锟斤拷埽锟斤拷锟斤拷峁┮恍╋拷锟截碉拷锟斤拷源锟斤拷锟斤拷锟斤拷锟斤拷锟铰ｏ拷锟斤拷鸦锟饺★拷亩锟斤拷锟�
全锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷ERA5锟斤拷锟斤拷锟截凤拷锟斤拷
锟侥讹拷锟斤拷锟斤拷学习锟斤拷锟斤拷锟斤拷锟界构锟斤拷锟斤拷锟铰ｏ拷
锟侥讹拷锟斤拷为Mate品锟斤拷盛锟戒：HarmonyOS NEXT锟接筹拷锟斤拷锟斤拷戏锟斤拷锟杰得碉拷锟斤拷锟斤拷头锟�
锟侥讹拷实锟街讹拷锟襟集猴拷锟斤拷DataTable锟斤拷锟洁互转锟斤拷
锟侥讹拷锟斤拷锟斤拷NEXT元锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟窖匡拷锟斤拷锟较硷拷锟斤拷品
锟侥讹拷锟结巢锟斤拷锟叫★拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟狡硷拷锟截闭凤拷锟斤拷
锟侥讹拷锟斤拷锟斤拷锟紸rcMap锟斤拷锟斤拷锟叫斤拷锟斤拷栅锟斤拷图锟斤拷锟截诧拷锟斤拷锟斤拷锟斤拷
锟侥讹拷锟斤拷讯锟斤拷锟斤拷锟竭客凤拷锟斤拷营锟斤拷系统锟斤拷锟斤拷
锟侥讹拷锟斤拷锟节猴拷锟斤拷NEXT锟斤拷血锟斤拷锟脚达拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷
锟侥讹拷5. Spring Cloud OpenFeign 锟斤拷锟斤拷式 WebService 锟酵伙拷锟剿的筹拷锟斤拷细使锟斤拷
锟侥讹拷Java锟斤拷锟斤拷模式锟斤拷锟斤拷态锟斤拷锟斤拷锟酵讹拷态锟斤拷锟斤拷锟侥对比凤拷锟斤拷
锟侥讹拷Win11锟绞记憋拷锟斤拷锟皆讹拷锟斤拷锟斤拷应锟矫碉拷锟斤拷色锟斤拷锟斤拷示锟斤拷锟斤拷
锟侥讹拷
锟斤拷锟节猴拷锟斤拷锟斤拷锟斤拷系锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟�锟斤拷锟斤拷站锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟狡硷拷锟斤拷锟斤拷
频锟斤拷 锟斤拷锟斤拷频锟斤拷锟斤拷锟斤拷锟斤拷专锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷卓锟斤拷锟斤拷锟�锟斤拷app锟斤拷锟斤拷
锟狡硷拷 锟斤拷原锟斤拷锟斤拷锟斤拷锟斤拷锟铰帮拷锟斤拷锟斤拷锟斤拷锟杰匡拷锟斤拷锟斤拷锟截诧拷锟斤拷
锟斤拷锟斤拷 锟斤拷锟斤拷色锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷 锟斤拷锟斤拷锟�锟斤拷锟斤拷战锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷
扫锟斤拷维锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟街伙拷锟芥本锟斤拷
扫锟斤拷维锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷微锟脚癸拷锟节号ｏ拷
锟斤拷站锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟较达拷锟斤拷锟斤拷锟斤拷锟街凤拷锟斤拷陌锟饺拷锟斤拷敕拷始锟�[email protected]
锟斤拷ICP锟斤拷2022002427锟斤拷-10 锟芥公锟斤拷锟斤拷锟斤拷锟斤拷43070202000427锟斤拷© 2013~2025 haote.com 锟斤拷锟斤拷锟斤拷
