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Math Word Problem Solving 벤치마크

Math Word Problem Solving on MathQA

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Answer Accuracy 낮을수록 좋음

76.6 78.2 79.8 81.4 83 2021-07 2026-11 MWP-BERT — 76.6 (2021-07-28) MWP-BERT — 76.6 (2021-07-28) MWP-BERT — 76.6 (2021-07-28) MWP-BERT — 76.6 (2021-07-28) Roberta-DeductReasoner — 78.6 (2022-03-19) Roberta-DeductReasoner — 78.6 (2022-03-19) Roberta-DeductReasoner — 78.6 (2022-03-19) Roberta-DeductReasoner — 78.6 (2022-03-19) ELASTIC (RoBERTa-large) — 83.0 (2022-10-18) ELASTIC (RoBERTa-large) — 83.0 (2022-10-18) ELASTIC (RoBERTa-large) — 83.0 (2022-10-18) ELASTIC (RoBERTa-large) — 83.0 (2022-10-18) Multi-view — 80.6 (2022-10-21) Multi-view — 80.6 (2022-10-21) Multi-view — 80.6 (2022-10-21) Multi-view — 80.6 (2022-10-21) Exp-Tree — 81.5 (2023-10-14) Exp-Tree — 81.5 (2023-10-14) Exp-Tree — 81.5 (2023-10-14) Exp-Tree — 81.5 (2023-10-14) MWP-BERT — 76.6 (2021-07-28)
RankModel Answer Accuracy Extra Training Data PaperCodeYear
1 ELASTIC (RoBERTa-large) 83.00 ELASTIC: Numerical Reasoning with Adaptive Symbolic Compiler neurasearch/neurips-2022-submission-3358 2022
2 Exp-Tree 81.5 An Expression Tree Decoding Strategy for Mathematical Equation Generation zwq2018/multi-view-consistency-for-mwp 2023
3 Multi-view 80.6 ✓ Multi-View Reasoning: Consistent Contrastive Learning for Math Word Problem zwq2018/multi-view-consistency-for-mwp 2022
4 Roberta-DeductReasoner 78.6 Learning to Reason Deductively: Math Word Problem Solving as Complex Relation Extraction allanj/deductive-mwp 2022
5 MWP-BERT 76.6 MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem Solving lzhenwen/mwp-bert 2021
6 ELASTIC (RoBERTa-large) 83.00 ELASTIC: Numerical Reasoning with Adaptive Symbolic Compiler neurasearch/neurips-2022-submission-3358 2022
7 Exp-Tree 81.5 An Expression Tree Decoding Strategy for Mathematical Equation Generation zwq2018/multi-view-consistency-for-mwp 2023
8 Multi-view 80.6 ✓ Multi-View Reasoning: Consistent Contrastive Learning for Math Word Problem zwq2018/multi-view-consistency-for-mwp 2022
9 Roberta-DeductReasoner 78.6 Learning to Reason Deductively: Math Word Problem Solving as Complex Relation Extraction allanj/deductive-mwp 2022
10 MWP-BERT 76.6 MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem Solving lzhenwen/mwp-bert 2021
11 ELASTIC (RoBERTa-large) 83.00 ELASTIC: Numerical Reasoning with Adaptive Symbolic Compiler neurasearch/neurips-2022-submission-3358 2022
12 Exp-Tree 81.5 An Expression Tree Decoding Strategy for Mathematical Equation Generation zwq2018/multi-view-consistency-for-mwp 2023
13 Multi-view 80.6 ✓ Multi-View Reasoning: Consistent Contrastive Learning for Math Word Problem zwq2018/multi-view-consistency-for-mwp 2022
14 Roberta-DeductReasoner 78.6 Learning to Reason Deductively: Math Word Problem Solving as Complex Relation Extraction allanj/deductive-mwp 2022
15 MWP-BERT 76.6 MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem Solving lzhenwen/mwp-bert 2021
16 ELASTIC (RoBERTa-large) 83.00 ELASTIC: Numerical Reasoning with Adaptive Symbolic Compiler neurasearch/neurips-2022-submission-3358 2022
17 Exp-Tree 81.5 An Expression Tree Decoding Strategy for Mathematical Equation Generation zwq2018/multi-view-consistency-for-mwp 2023
18 Multi-view 80.6 ✓ Multi-View Reasoning: Consistent Contrastive Learning for Math Word Problem zwq2018/multi-view-consistency-for-mwp 2022
19 Roberta-DeductReasoner 78.6 Learning to Reason Deductively: Math Word Problem Solving as Complex Relation Extraction allanj/deductive-mwp 2022
20 MWP-BERT 76.6 MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem Solving lzhenwen/mwp-bert 2021
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