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ResearchFormerly WizWand

Math Word Problem Solving on Math23K (5-fold cross-val)

85.2AccuracyMulti-view
57.01664.33371.6578.967Oct 14, 2020Apr 14, 2021Oct 14, 2021Apr 14, 2022Oct 14, 2022Apr 14, 2023Oct 14, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Multi-viewCategory=Consistent Multi-View Learning, Pre-trained language model=true2022.1085.2
Gen&RankPre-training architecture=Seq2Seq pre-train2021.0784.3
Generate & Ranktraining=multi-task training2021.0984.3
RE-DeductionCategory=I-RE, Pre-trained language model=true2022.1083.3
RE-ExtModel Category=Seq2Exp2023.1083.3
Ana-CLModel Category=Seq2Seq/Tree, reproduced=true2023.1083.2
M-ViewModel Category=Seq2Exp2023.1083.1
ElasticModel Category=Seq2Exp, reproduced=true2023.1082.9
Textual-CLModel Category=Seq2Seq/Tree, reproduced=true2023.1082.6
MWP-BERTPre-training architecture=Encoder pre-train, Pre-training=MWP pre-training and fine-tuning2021.0782.4
BERT-TreeCategory=Structure-Gen, Pre-trained language model=true2022.1082.3
BERT-TModel Category=Seq2Seq/Tree2023.1082.3
RPKHS2021.0782.2
H-ReasonerCategory=Structure-Gen, Pre-trained language model=true2022.1082.2
H-ReasonerModel Category=Seq2Seq/Tree2023.1082.2
BERTPre-training architecture=Encoder pre-train, Pre-training=None2021.0782
MWP-RoBERTaPre-training architecture=Encoder pre-train, Pre-training=MWP pre-training and fine-tuning2021.0782
RoBERTaPre-training architecture=Encoder pre-train, Pre-training=None2021.0781.7
REAL2021.0980.8
M-TreeModel Category=Seq2Exp, reproduced=true2023.1080.8
REALPre-training architecture=Seq2Seq pre-train2021.0780
mBARTtraining=fine-tuning2021.0980
Ape2021.0977.5
T-DisCategory=CL-Gen, Pre-trained language model=true2022.1077.2
T-DisModel Category=Seq2Seq/Tree2023.1077.2
Multi-E/D2021.0976.9
E-PointerModel Category=Seq2Exp, reproduced=true2023.1076.5
Symbol-SolverCategory=Structure-Gen, Pre-trained language model=false2022.1075.7
Graph2Tree2021.0975.5
Graph2Tree2021.0775.5
Graph2TreeCategory=Structure-Gen, Pre-trained language model=false2022.1075.5
G2TModel Category=Seq2Seq/Tree2023.1075.5
Graph2Tree2021.0975.5
Symbol-DecModel Category=Seq2Seq/Tree2023.1075.3
TSN-MD2021.0975.1
TSN-MD2021.0775.1
DAGCategory=I-RE, Pre-trained language model=true2022.1075.1
DAGModel Category=Seq2Exp2023.1075.1
SAU-Solverevaluation_protocol=5-fold cross-validation2020.1074.84
SAU-Solver w/o SSARevaluation_protocol=5-fold cross-validation2020.1074.53
GTS2021.0974.3
GTS2021.0774.3
GTSCategory=Structure-Gen, Pre-trained language model=false2022.1074.3
GTSModel Category=Seq2Seq/Tree2023.1074.3
GTS2021.0974.3
GTSevaluation_protocol=5-fold cross-validation2020.1073.9
GroupAttnCategory=Seq2Seq, Pre-trained language model=false2022.1066.9
GroupAttnModel Category=Seq2Seq/Tree2023.1066.9
Group-ATT2021.0966.9
StackDecoderevaluation_protocol=5-fold cross-validation2020.1066
StackDecoder2021.0965.8
S-Aligned2021.0965.8
Seq2Seq-attn w/ SNIevaluation_protocol=5-fold cross-validation2020.1058.1
DNS2021.0958.1
DNS2021.0758.1
DNS2021.0958.1