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아카이브 평가 19건 · 마지막 적재/변경

원본 데이터셋 링크 1

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델원본 지표·값논문구현
GPT-4 (Teaching-Inspired)
Accuracy (5-fold)
94.3
 Teaching-Inspired Integrated Prompting Framework: A Novel Approach for Enhancing Reasoning in Large Language Models
2024-10-10		 코드 1
Multi-view* (ours)
Accuracy (5-fold)
85.2
Accuracy (training-test)
87.1
 Multi-View Reasoning: Consistent Contrastive Learning for Math Word Problem
2022-10-21		 코드 1
Generate and Rank
Accuracy (5-fold)
84.3
Accuracy (training-test)
85.4
 Generate & Rank: A Multi-task Framework for Math Word Problems
2021-09-07		 연결 없음
Exp-Tree
Accuracy (5-fold)
84.1
Accuracy (training-test)
86.2
 An Expression Tree Decoding Strategy for Mathematical Equation Generation
2023-10-14		 코드 1
REAL2: Memory-augmented Solver
Accuracy (5-fold)
83.18
Accuracy (training-test)
85.2
 연결 없음
논문 날짜 미기재		 연결 없음
Roberta-DeductReasoner
Accuracy (5-fold)
83
 Learning to Reason Deductively: Math Word Problem Solving as Complex Relation Extraction
2022-03-19		 코드 1
MWP-BERT
Accuracy (5-fold)
82.4
Accuracy (training-test)
84.7
 MWP-BERT: Numeracy-Augmented Pre-training for Math Word Problem Solving
2021-07-28		 코드 1
Recall and Learn
Accuracy (5-fold)
80.8
Accuracy (training-test)
82.3
 Recall and Learn: A Memory-augmented Solver for Math Word Problems
2021-09-27		 코드 1
RoBERTaGen
Accuracy (5-fold)
76.6
 MWPToolkit: An Open-Source Framework for Deep Learning-Based Math Word Problem Solvers
2021-09-02		 코드 1
GTS w/ Data Augmentation
Accuracy (5-fold)
75.9
 연결 없음
논문 날짜 미기재		 연결 없음
Graph2Tree
Accuracy (5-fold)
75.5
Accuracy (training-test)
77.4
 Graph-to-Tree Learning for Solving Math Word Problems
2020-07-01		 코드 1
SAU-Solver
Accuracy (5-fold)
74.84
 Semantically-Aligned Universal Tree-Structured Solver for Math Word Problems
2020-10-14		 코드 1
GTS
Accuracy (5-fold)
74.3
 A Goal-Driven Tree-Structured Neural Model for Math Word Problems
2019-08-10		 코드 1
GROUP-ATT
Accuracy (5-fold)
66.9
Accuracy (training-test)
69.5
 Modeling Intra-Relation in Math Word Problems with Different Functional Multi-Head Attentions
2019-07-01		 코드 1
Hybrid model w/ SNI
Accuracy (5-fold)
64.7
 Deep Neural Solver for Math Word Problems
2017-09-01		 연결 없음
ATHENA (roberta-large)
Accuracy (training-test)
86.5
 ATHENA: Mathematical Reasoning with Thought Expansion
2023-11-02		 코드 1
ATHENA (roberta-base)
Accuracy (training-test)
84.4
 ATHENA: Mathematical Reasoning with Thought Expansion
2023-11-02		 코드 1
T-RNN
Accuracy (training-test)
66.9
 연결 없음
논문 날짜 미기재		 연결 없음
LBF
weakly-supervised
59.8
 Learning by Fixing: Solving Math Word Problems with Weak Supervision
2020-12-19		 코드 1