Common Sense Reasoning On Commonsenseqa

المقاييس

Accuracy

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	Accuracy	Paper Title	Repository
DEKCOR	83.3	Fusing Context Into Knowledge Graph for Commonsense Question Answering
UnifiedQA 11B (fine-tuned)	79.1	UnifiedQA: Crossing Format Boundaries With a Single QA System
RoBERTa+HyKAS Ma et al. (2019)	73.2	Towards Generalizable Neuro-Symbolic Systems for Commonsense Question Answering	-
Chain of thought ASDiv	28.6	Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
KagNet	58.9	KagNet: Knowledge-Aware Graph Networks for Commonsense Reasoning
OPT 66B (1-shot)	66.4	BloombergGPT: A Large Language Model for Finance	-
GPT-4o (HPT)	92.54	Hierarchical Prompting Taxonomy: A Universal Evaluation Framework for Large Language Models Aligned with Human Cognitive Principles	-
UnifiedQA 440M (fine-tuned)	64	UnifiedQA: Crossing Format Boundaries With a Single QA System
UL2 20B (chain-of-thought)	51.4	UL2: Unifying Language Learning Paradigms
STaR without Rationalization (on GPT-J)	68.8	STaR: Bootstrapping Reasoning With Reasoning
Few-shot CoT GPT-J	36.6	STaR: Bootstrapping Reasoning With Reasoning
PaLM 2 (few‑shot, CoT, SC)	90.4	PaLM 2 Technical Report
T5-XXL 11B (fine-tuned)	78.1	UnifiedQA: Crossing Format Boundaries With a Single QA System
RoBERTa-Large 355M	72.1	RoBERTa: A Robustly Optimized BERT Pretraining Approach
GPT-3 Direct Finetuned	73.0	Human Parity on CommonsenseQA: Augmenting Self-Attention with External Attention
BLOOM 176B (1-shot)	64.2	BloombergGPT: A Large Language Model for Finance	-
UL2 20B (zero-shot)	34.2	UL2: Unifying Language Learning Paradigms
DeBERTaV3-large+KEAR	91.2	Human Parity on CommonsenseQA: Augmenting Self-Attention with External Attention
DRAGON	78.2	Deep Bidirectional Language-Knowledge Graph Pretraining
BERT_CSlarge	62.2	Align, Mask and Select: A Simple Method for Incorporating Commonsense Knowledge into Language Representation Models	-

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