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ResearchFormerly WizWand

Keyphrase Extraction on NUS

23.95F1@5GPT-5
0.9146.894512.87518.8555May 8, 2023Nov 5, 2023May 5, 2024Nov 2, 2024May 3, 2025Oct 31, 2025May 1, 2026
Updated 6mo ago

Evaluation results

MethodLinks
GPT-5Backbone=GPT-5, Prompting Strategy=Vanilla, Zero-shot evaluation=true2026.0523.9525.8623.36
GPT-5Backbone=GPT-5, Prompting Strategy=Candidate, Zero-shot evaluation=true2026.0521.6221.5420.15
MUDYBackbone=Gemma22026.0521.6224.1524.28
PromptRankMethod Type=Prompt-based, Backbone=Gemma22026.0521.6223.8523.32
MUDYMethod Type=Prompt-based, Backbone=Gemma22026.0521.6224.1524.28
Attention-SeekerMethod Type=Attention-based, Backbone=Llama32026.0520.5522.0122.02
EmpiricalMethod Type=Prompt-based, Backbone=Llama32026.0520.5323.1922.61
SAMRankMethod Type=Attention-based, Backbone=Llama32026.0519.8521.3121.27
PromptRankModel=T52023.0517.2420.1320.12
MUDYBackbone=T52026.0516.8419.9520.41
MUDYMethod Type=Prompt-based, Backbone=T52026.0516.8419.9520.41
PromptRankMethod Type=Prompt-based, Backbone=T52026.0515.8118.9919.59
MDERankModel=BERT2023.0515.2418.3317.95
MDERankMethod Type=Embedding-based, Backbone=BERT2026.0515.2418.3317.95
JointGLMethod Type=Embedding-based, Backbone=BERT2026.0510.8213.8616.06
YAKE2023.057.8511.0513.09
YAKEMethod Type=Statistic-based2026.057.8511.0513.09
MultipartiteRank2023.056.178.5710.82
MultipartiteRankMethod Type=Graph-based2026.056.178.5710.82
TopicRank2023.054.547.939.37
TopicRankMethod Type=Graph-based2026.054.547.939.37
EmbedRankModel=BERT2023.053.756.348.11
EmbedRankMethod Type=Embedding-based, Backbone=BERT2026.053.756.348.11
SIFRankModel=ELMO2023.053.015.345.86
SingleRank2023.052.984.514.92
SingleRankMethod Type=Graph-based2026.052.984.514.92
TextRank2023.051.83.023.53
TextRankMethod Type=Graph-based2026.051.83.023.53