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Attention Is All You Need vs Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Side-by-side comparison of Attention Is All You Need (Paper) and Chain-of-Thought Prompting Elicits Reasoning in Large Language Models (Paper).

84.1
Composite Score
Attention Is All You Need
Paper · Google Brain
82.1
Composite Score
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Paper · Google Brain
Overall Winner
Attention Is All You Need
Attention Is All You Need wins 4 of 6 categories · Chain-of-Thought Prompting Elicits Reasoning in Large Language Models wins 1 of 6 categories

Score Comparison

Attention Is All You NeedvsChain-of-Thought Prompting Elicits Reasoning in Large Language Models
Composite
84.1:82.1
Adoption
99:97
Quality
99:95
Freshness
35:72
Citations
99:97
Engagement
0:0

Details

FieldAttention Is All You NeedChain-of-Thought Prompting Elicits Reasoning in Large Language Models
TypePaperPaper
ProviderGoogle BrainGoogle Brain
Version1.01.0
Categoryllmsllms
Pricingfreefree
LicenseOpen AccessOpen Access
DescriptionIntroduced the Transformer architecture, replacing RNNs with self-attention for sequence-to-sequence tasks. This paper fundamentally changed the field of NLP and became the foundation for all modern large language models.Introduced chain-of-thought prompting, a simple technique of providing exemplars with step-by-step reasoning traces in few-shot prompts. This approach dramatically improves LLM performance on arithmetic, commonsense, and symbolic reasoning tasks, with the effect emerging at approximately 100B parameters.

Capabilities

Only Attention Is All You Need

sequence-modelingattention-mechanismmachine-translation

Shared

None

Only Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

arithmetic-reasoningcommonsense-reasoningsymbolic-reasoningmulti-step-reasoning

Tags

Only Attention Is All You Need

transformersattentionnlpfoundationalarchitecture

Shared

None

Only Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

chain-of-thoughtreasoningpromptingarithmeticcommonsense

Use Cases

Attention Is All You Need

  • machine translation
  • text generation
  • language modeling

Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

  • mathematical problem solving
  • reasoning tasks
  • prompt engineering
Share this comparison
https://aaas.blog/compare/attention-is-all-you-need-vs-chain-of-thought-prompting-elicits-reasoning

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