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Chart Question Answering
벤치마크
Chart Question Answering on
PlotQA
12개 결과 ·
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1:1 Accuracy
53.9
63.65
73.39
83.14
92.89
2021-11
2026-11
CRCT — 55.7 (2021-11-29)
CRCT — 55.7 (2021-11-29)
VL-T5-OCR — 66.0 (2022-03-19)
VisionTapas-OCR — 53.9 (2022-03-19)
VL-T5-OCR — 66.0 (2022-03-19)
VisionTapas-OCR — 53.9 (2022-03-19)
MatCha — 91.5 (2022-12-19)
MatCha — 91.5 (2022-12-19)
DePlot+FlanPaLM+Codex (PoT Self-Consistency) — 66.6 (2022-12-20)
DePlot+FlanPaLM+Codex (PoT Self-Consistency) — 66.6 (2022-12-20)
MatCha4096 + LaMenDa — 92.89 (2024-01-01)
MatCha4096 + LaMenDa — 92.89 (2024-01-01)
CRCT — 55.7 (2021-11-29)
VL-T5-OCR — 66.0 (2022-03-19)
MatCha — 91.5 (2022-12-19)
MatCha4096 + LaMenDa — 92.89 (2024-01-01)
2021-11-29 — CRCT: 1:1 Accuracy 55.7
2022-03-19 — VL-T5-OCR: 1:1 Accuracy 66.0
2022-12-19 — MatCha: 1:1 Accuracy 91.5
2024-01-01 — MatCha4096 + LaMenDa: 1:1 Accuracy 92.89
Rank
Model
1:1 Accuracy
Paper
Code
Year
1
MatCha4096 + LaMenDa
92.89
Synthesize Step-by-Step: Tools Templates and LLMs as Data Generators for Reasoning-Based Chart VQA
2024
2
MatCha
91.5
MatCha: Enhancing Visual Language Pretraining with Math Reasoning and Chart Derendering
huggingface/transformers
2022
3
DePlot+FlanPaLM+Codex (PoT Self-Consistency)
66.6
DePlot: One-shot visual language reasoning by plot-to-table translation
huggingface/transformers
2022
4
VL-T5-OCR
66.0
ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning
vis-nlp/chartqa
2022
5
CRCT
55.7
Classification-Regression for Chart Comprehension
levymsn/cqa-crct
2021
6
VisionTapas-OCR
53.9
ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning
vis-nlp/chartqa
2022
7
MatCha4096 + LaMenDa
92.89
Synthesize Step-by-Step: Tools Templates and LLMs as Data Generators for Reasoning-Based Chart VQA
2024
8
MatCha
91.5
MatCha: Enhancing Visual Language Pretraining with Math Reasoning and Chart Derendering
huggingface/transformers
2022
9
DePlot+FlanPaLM+Codex (PoT Self-Consistency)
66.6
DePlot: One-shot visual language reasoning by plot-to-table translation
huggingface/transformers
2022
10
VL-T5-OCR
66.0
ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning
vis-nlp/chartqa
2022
11
CRCT
55.7
Classification-Regression for Chart Comprehension
levymsn/cqa-crct
2021
12
VisionTapas-OCR
53.9
ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning
vis-nlp/chartqa
2022
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